US20090299924A1 - Intelligent human-machine interface - Google Patents

Intelligent human-machine interface Download PDF

Info

Publication number
US20090299924A1
US20090299924A1 US12/091,056 US9105606A US2009299924A1 US 20090299924 A1 US20090299924 A1 US 20090299924A1 US 9105606 A US9105606 A US 9105606A US 2009299924 A1 US2009299924 A1 US 2009299924A1
Authority
US
United States
Prior art keywords
agents
function
agent
human
interface
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Abandoned
Application number
US12/091,056
Inventor
James Dean Bauer
Kenneth H. Funk
Roberto Javier Nicolade
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Bauer Labs Inc
Original Assignee
Bauer Labs Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Bauer Labs Inc filed Critical Bauer Labs Inc
Priority to US12/091,056 priority Critical patent/US20090299924A1/en
Publication of US20090299924A1 publication Critical patent/US20090299924A1/en
Abandoned legal-status Critical Current

Links

Images

Classifications

    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H20/00ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance
    • G16H20/40ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance relating to mechanical, radiation or invasive therapies, e.g. surgery, laser therapy, dialysis or acupuncture
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H40/00ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/60ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices
    • G16H40/67ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices for remote operation
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H80/00ICT specially adapted for facilitating communication between medical practitioners or patients, e.g. for collaborative diagnosis, therapy or health monitoring

Definitions

  • the present invention is related to information and control systems, and more particularly, to systems and processes for real-time management and feedback of process control, situational awareness, logistics, communication, and documentation.
  • the OR has evolved into a complex human-machine system in which traditional means of communication and control are no longer satisfactory. Now the human actors, including surgeons, anesthesiologists, and nursing staff, require an overarching system to facilitate their interactions, minimize errors, and allow the surgeon to concentrate on the task at hand; actually performing the surgical procedure. Confusion and lack of situational awareness on the part of all the OR team members degrades both safety and efficiency.
  • the circulator and scrub nurse provide the flow of instruments, implants and expendable items for the operation. They also clear specimens, unneeded instruments, and used expendables to reduce clutter.
  • the circulator also completes a great deal of documentation including: basic paperwork recording surgical events and exact procedures performed, who is in the room, surgery start time, specimens, drugs administered, and material requisition and billing sheets.
  • the OR team does not function in a vacuum. During the course of surgery there are many messages relayed to the surgeon, anesthesiologist, and other team members. Some of these messages are pertinent to the surgery. Many are pertinent to other medical business or even personal business.
  • What is needed in the art is an OR with: more effective, efficient, and safer processes, including planning, surgical, and anesthesia processes that do the right things correctly, quickly, and using scarce resources sparingly, so as to cause no undue harm to the patient; more complete, accurate, and timely situation awareness, including shared team knowledge of the patient, equipment, materials and supplies, processes, and team activities; more effective logistics, including a more proactive support process that provides what is needed, where it is needed, when it is needed; better communication about the state of the OR system and processes, team goals, requests, and directives; and more complete, accurate, and timely documentation that not only meets accounting and archiving purposes, but produces records in real-time that are immediately useful to the OR team through a process that is less time consuming and disruptive to other OR activities.
  • An intelligent human-machine interface comprising an interface shell, a system agent and a function agent is provided in accordance with an embodiment of the present invention.
  • the system agent includes one or more dynamic, knowledge-based software object sub-agents adapted to model and track the state of a work area.
  • the function agent is adapted to model, track, and facilitate work area functions.
  • the interface shell is adapted to provide a hardware and software interface between the system agent and the function agent.
  • the intelligent human-machine interface is adapted to track the movement of specific instruments and actors.
  • the intelligent human-machine interface is adapted to indicate key milestones in a work process.
  • the intelligent human-machine interface further comprises means wherein voice recognition and specific workstation input identifies a human actor and holds the actor responsible for the accuracy and effort to accomplish a checklist-prescribed event.
  • the interface shell is adapted to provide intelligent prompts projected on a monitor providing situational and logistics information.
  • the intelligent human-machine interface further comprises a dynamic documentation system in communication with the function agents and system agents.
  • the dynamic documentation system tracks events and anticipates the next likely step, cueing operator and team members.
  • the intelligent human-machine interface further comprises a layering architecture, comprising a tracking layer, and equipment and supply management layer, a coordination layer, a situation awareness layer, and an oversight layer.
  • the equipment and supply management layer adapted to take the information from the tracking layer and processes the information in regards to records, inventory and maintenance systems.
  • the coordination layer is adapted to take information from the tracking layer and the equipment and supply management layer to develop an image of what is occurring in comparison to what an overall plan is based.
  • the situational awareness layer is in communication with the tracking layer and adapted to provide output features to the various interfaces.
  • the oversight layer is adapted to combine the information from the situational awareness layer with the function agents to determine if processes are being preformed correctly.
  • a method for providing an intelligent human-machine interface in accordance with an embodiment of the present invention comprises providing an interface shell, providing a system agent including one or more dynamic, knowledge-based software object sub-agents adapted to model and track the state of a work area, and providing a function agent adapted to model, track, and facilitate work area functions.
  • the interface shell is adapted to provide a hardware and software interface between the system agent and the function agent.
  • the method further comprises creating a system hierarchy model of the structural elements of a system and a function model of the operating room, identifying a set of sensor, actuator, and communication systems necessary to implement functionality, identifying component and interface specifications for the acquisition and integration of the physical components, creating function model software specifications, and utilizing a model based knowledge base to construct the hierarchy and operations.
  • the method for providing an intelligent human-machine interface further comprises providing voice recognition and specific workstation input so as to identify a human actor and holds the actor responsible for the accuracy and effort to accomplish a checklist-prescribed event, the interface shell adapted to provide intelligent prompts projected on a monitor providing situational and logistics information.
  • the method for providing an intelligent human-machine interface further comprises providing a layering architecture, comprising a tracking layer, an equipment and supply management layer adapted to takes the information from the tracking layer and processes the information in regards, to records, inventory and maintenance systems, a coordination layer adapted to take information from the tracking layer and the equipment and supply management layer to develop an image of what is occurring in comparison to what an overall plan is based, a situational awareness layer in communication with the tracking layer and adapted to provide output features of the various interfaces, and an oversight layer adapted to combine the information from the situational awareness with the function agents to determine if processes are being preformed correctly.
  • a layering architecture comprising a tracking layer, an equipment and supply management layer adapted to takes the information from the tracking layer and processes the information in regards, to records, inventory and maintenance systems
  • a coordination layer adapted to take information from the tracking layer and the equipment and supply management layer to develop an image of what is occurring in comparison to what an overall plan is based
  • a situational awareness layer in communication with the tracking layer and adapted to
  • An intelligent human-machine interface for a medical operating room comprising an interface shell, a system agent, and a function agent is provided in accordance with an embodiment of the present invention.
  • the system agent includes one or more dynamic, knowledge-based software object sub-agents adapted to model and track the state of the operating room.
  • the function agent is adapted to model, track, and facilitate operating room functions.
  • the interface shell is adapted to provide a hardware and software interface between the system agent and the function agent.
  • the intelligent human-machine interface is adapted to track the movement of specific instruments and actors.
  • the intelligent human-machine interface is adapted to indicate key milestones in a work process.
  • the intelligent human-machine interface further comprises means wherein voice recognition and specific workstation input identifies a human actor and holds the actor responsible for the accuracy and effort to accomplish a checklist-prescribed event.
  • the interface shell is adapted to provide intelligent prompts projected on a monitor providing situational and logistics information.
  • the intelligent human-machine interface further comprises a dynamic documentation system in communication with the function agents and system agents.
  • the dynamic documentation system tracks surgical events and anticipates the next likely step, cueing operator and team members.
  • the intelligent human-machine interface further comprises a layering architecture, comprising a tracking layer, and equipment and supply management layer, a coordination layer, a situation awareness layer, and an oversight layer.
  • the equipment and supply management layer adapted to take the information from the tracking layer and processes the information in regards to records, inventory and maintenance systems.
  • the coordination layer is adapted to take information from the tracking layer and the equipment and supply management layer to develop an image of what is occurring in comparison to what an overall plan is based.
  • the situational awareness layer is in communication with the tracking layer and adapted to provide output features to the various interfaces.
  • the oversight layer is adapted to combine the information from the situational awareness layer with the function agents to determine if processes are being preformed correctly.
  • the intelligent human-machine interface further comprises a layer adapted to connect to other intelligent human-machine interfaces through the internet to create a library of correct and incorrect procedures with aims to facilitate machine learning.
  • the intelligent human-machine interface further comprises means to transmit changes aimed at process optimization to all human actors, mechanical elements, and support systems in order to enhance quality.
  • the intelligent human-machine interface further comprises means wherein the agent and object based software architecture provides easy adaptability and expandability for the fast and efficient transmission of information between agents in the form of software robots.
  • An RFID sensor sheet is provided in accordance with an embodiment of the present invention.
  • the RFID comprises an antenna array coupled to a film, and electronics adapted to provide power and a communication means for coupling to RFID detection electronics and communication electronics to communicate sensor data to an access point connected to a computer platform that supports the system's RFID middleware.
  • the antenna array is adapted to create a specific volume of space that an RFID tagged object will be reliably detected.
  • the RFID sensor sheet is adapted to register the identity of an RFID tagged item place therein.
  • the RFID sensor sheet further comprises a wireless transceiver in accordance with another embodiment of the present invention.
  • the RFID sensor sheet further comprises electronics comprising control means to adjust the gain of the antenna array to adjust the sensing volume above the surface in accordance with another embodiment of the present invention.
  • a tracking system comprising an RFID sensor sheet and a video tracking system, in accordance with an embodiment of the present invention.
  • the RFID sensor sheet comprises an antenna array coupled to a film, and electronics adapted to provide power and a communication means for coupling to RFID detection electronics and communication electronics to communicate sensor data to an access point connected to a computer platform that supports the system's RFID middleware.
  • the antenna array is adapted to create a specific volume of space that an RFID tagged object will be reliably detected.
  • the video tracking system comprises a camera adapted to be located such that its field of view is able to image a work object that is placed on a work surface.
  • FIG. 1 is a schematic diagram showing the smart system as an interface for a plurality of OR elements, in accordance with an embodiment of the present invention
  • FIG. 2 is a schematic diagram showing the smart system as a layered structure comprising an interface shell, a system agent, and a function agent, in accordance with an embodiment of the present invention
  • FIG. 3 is a schematic diagram showing some of the hardware subsystems of the interface shell, in accordance with an embodiment of the present invention.
  • FIG. 4 is a schematic diagram showing some of the virtual elements, software representations, of the system agent, in accordance with an embodiment of the present invention.
  • FIGS. 5A and 5B is a schematic diagram showing some of the elements of a function agent associated with performing laparoscopic surgery, in accordance with an embodiment of the present invention
  • FIGS. 6A-6I are schematic diagrams of underlying sub-function agents, in accordance with an embodiment of the present invention.
  • FIG. 7 is a schematic diagram showing some of the elements of the layering architecture, in accordance with an embodiment of the present invention.
  • FIG. 8 is a schematic diagram of a dynamic documentation system in accordance with the present invention.
  • FIG. 9 is a schematic diagram of a checklist system in accordance with the present invention.
  • FIG. 10 is a schematic diagram showing some of the elements of the dynamic documentation system integrated with function agents, in accordance with an embodiment of the present invention.
  • FIG. 11 is a top view of a RFID sensor sheet, in accordance with an embodiment of the present invention.
  • FIG. 12 is a side view of the RFID sensor sheet, in accordance with an embodiment of the present invention.
  • FIG. 13 is a side view of a video tracking system, in accordance with an embodiment of the present invention.
  • FIG. 14 is a perspective view of a headset, in accordance with an embodiment of the present invention.
  • Agent refers to a computer program that has the ability to perceive, reason and act in an autonomous manner in both a reactive and proactive fashion.
  • a common view of an agent is that of an active object defined by a specific bounded process, and with the ability to communicate with other agents.
  • Knowledge-Base refers to the language to communicate assertion about the real world and provides the structure to logically store data and process that resemble the real world elements, interactions and their interrelationships. Each agent's attributes and methods represent a subset of the Knowledge-Base and the interactions and relationships between agents complete the overall Knowledge-Base.
  • Agent architecture refers to a particular method to build agents, so they can perceive, reason, and act autonomously among a community of other agents.
  • “Layered agent architecture” as used herein refers to the particular structure in which each agent's functions are arranged to accomplish multiple types of behavior, such as reactive behavior, pro-active behavior, logic based, behavior, cooperative behavior, among others.
  • System architecture refers to the structure or organization of the components (modules), the manner in which these components interact, and the structure of the data that is used by the components.
  • Interface shell refers to hardware and software required to host the agents and to link those agents with the structural, physical elements of the environment.
  • “Middleware” as used herein refers to a collection of infrastructure components that enable communication of different system components.
  • System agents refers to agents that model and represent the physical components within the real world system of interest so as to keep track of the state of its physical and hence system components, to make that state information available to other agents, and to recognize and inform other agents about existing or predicted non-normal conditions of that system.
  • anything related to a machine/instrument/person such as, but not limited to, identifying, tracking, and characterizing, can be done with a system agent communicating with that entity through the interface shell.
  • System agent mantle refers to a collection of interrelated system agents.
  • “Function agent” refers to a repository of intelligence that tracks and compares the real world process to its knowledge base with what the process should be for efficient, effective and safe execution. In general, anything related to a process/function, such as, but not limited to, monitoring its process, documenting it, and alerting actors, is done by a function agent communicating with system agents and other function agents.
  • “Function agent core” as used herein refers to a set of interrelated function agents.
  • Sub-function agent refers in recognition that there is a hierarchy of functions, implying subordinate and superordinate relationships among some of the function agents. Sub-function agents are none-the-less function agents.
  • Priority processing refers to the way in which agents determine the priority of execution within the community of other agents, with respect to precedence of error reporting, cuing and warning, among others.
  • Embodiments in accordance with the present invention relate to methods and apparatus for an intelligent human-machine interface.
  • an intelligent human-machine interface for the operating room (OR), and more particularly, to systems and processes for real-time management and feedback of process control, situational awareness, logistics, communication, and documentation, herein referred to as smart system 100 .
  • One element of the smart system 100 provides a knowledge base that organizes information and rules that enables an accurate, relevant and timely decision support system.
  • the knowledge base is represented in a hierarchical structure of functions and systems.
  • the smart system 100 serves as platform for the avoidance, detection and timely correction of errors; and as such, acts as a countermeasure to error.
  • FIG. 1 is a schematic diagram showing how smart system 100 presents as an interface for a plurality of OR elements, including, but not limited to, the OR facilities 110 , hospital infrastructure 111 , OR equipment 112 , OR documents 113 , OR team 114 , and the patient 115 , in accordance with an embodiment of the present invention.
  • FIG. 2 is a schematic diagram showing smart system 100 as a layered structure comprising an interface shell 120 , a system agent 130 , and a function agent 140 , in accordance with an embodiment of the present invention.
  • the interface shell 120 is a hardware and software interface between the systems, subsystems, and elements of the OR and the system agent 130 and the function agent 140 .
  • the interface shell 120 further comprises hardware and software required to host the system agent 130 and the function agent 140 and to link the function and system agents 130 , 140 with the structural elements of the OR.
  • FIG. 3 is a schematic diagram showing examples of the hardware subsystems 122 of the interface shell 120 , in accordance with an embodiment of the present invention.
  • Hardware subsystems 122 of the interface shell 120 include, but are not limited to, bar code sensors 10 , radio frequency identification (RFID) sensors 11 , localization sensors 12 , digital video cameras 13 , machine vision 14 , intelligent tools (robots) 15 , pushbuttons 16 , touch panels 17 , speech recognition systems 18 , gesture recognition systems 19 , large flat-panel displays 20 , head-mounted displays 21 , sound systems 22 , wired and wireless data communication systems 23 , and computer systems 24 required to process the data.
  • the interface shell 120 obtains data from the hardware subsystems 122 , communicates the data to the system agent 130 and function agent 140 , and communicates information and commands from the function and system agents 130 , 140 back to the hardware subsystems 122 .
  • RFID radio frequency identification
  • FIG. 4 is a schematic diagram showing some of the virtual elements 132 (software representations) of the system agent 130 , in accordance with an embodiment of the present invention.
  • the system agent 130 comprises one or more system sub-agents 131 adapted to model and track the state of the OR. Every system, subsystem, and significant element of the OR, such as, but not limited to, the patient 30 , the surgeon 31 , the electro-surgery unit 32 , a single sponge 33 , has associated with it a dynamic, knowledge-based software object defined as a system sub-agent 131 .
  • the role of a system sub-agent 131 is as a liaison between the respective hardware subsystem 122 and the rest of smart system 100 .
  • the liaison roles include, but are not limited to:
  • the hardware subsystem 122 monitoring and tracking the state/status of the hardware subsystem 122 , such as, but not limited to, the patient's blood pressure, the current settings of the electrosurgery unit 32 , the physical location of a sponge 33 ;
  • a hardware subsystem 122 relaying state/status information from other system sub-agents 131 to a hardware subsystem 122 , such as, but not limited to, the patient's blood pressure to the surgeon 31 via a head-mounted display 21 ;
  • control information to the hardware subsystem 122 , such as, but not limited to new settings and on/off signals to the electrosurgery unit 32 ;
  • DDF dynamic documentation file
  • a personnel agent a type of system sub-agent 131
  • a personnel agent is adapted to, such as, but not limited to: use a knowledge base derived from a predetermined person, such as, but not limited to, a surgeon 31 ; relay individual-specific information to the predetermined person; translate speech to system-recognizable information, queries and commands; and log notes to the DDF 150 .
  • FIG. 5A is a schematic diagram showing an example of functions 144 , 144 A- 144 OO associated with a function agent 140 associated with performing laparoscopic surgery, in accordance with an embodiment of the present invention.
  • the function agent 140 is adapted to model, track, and facilitate OR functions.
  • a function is defined as a goal-directed process.
  • the process of surgery is represented as a hierarchy of functions 144 , 144 A- 144 OO and associated sub-function agents. The top of the hierarchy is the function 144 of a laparoscopic hysterectomy 144 .
  • FIG. 5B is a schematic diagram continuing from the diagram of FIG. 5A .
  • the function agent extends beyond the periphery and into the heart of the procedure and in the embodiment this would be laparoscopic hysterectomy extending downward from function 144 O the steps and sub-steps would form individual nodes and hence function agents.
  • Each function 144 has associated with it a dynamic, knowledge-based object called a sub-function agent 244 .
  • the role of a sub-function agent 244 is to recognize when its function should begin, track the progress and status of the function, facilitate the performance of the function, and keep other system and function agents and personnel informed about the function.
  • FIG. 6A is a schematic diagram of the underlying sub-function agent 244 associated with the laparoscopic hysterectomy function 144 , in accordance with an embodiment of the present invention.
  • the associated sub-function agent 244 comprises, such as, but not limited to, inputs, mechanisms, controls and outputs.
  • the inputs are associated with the patient, readiness of the OR, and documentation.
  • the mechanisms comprise the actors, such as humans and machines, which perform the function, among others.
  • the controls comprise the goal and issues associated with facilitating or constraining the function, such as, but not limited to, the goal outcome, patient factors, surgical system factors, philosophy, policies, procedures and practices.
  • the outputs comprise issues related to the result of the function, such as, but not limited to the recovering patient, OR cleaning and restocking, surgical specimens and waste, and finished documentation.
  • FIG. 6B is a schematic diagram of the underlying sub-function agents 244 A, 244 B, 244 C, 244 D, 244 E, 244 F extending from laparoscopic hysterectomy function 144 and associated with respective second level sub-functions: plan the surgery 144 A, prepare the patient for the surgery 144 B, prepare the OR for the surgery 144 C, perform the surgery 144 D, initiate patient recovery 144 E, and restore surgical system to neutral state 144 F, respectively as shown in FIG. 5A , in accordance with an embodiment of the present invention.
  • FIG. 6C is a schematic diagram of the underlying sub-function agents 244 G, 244 H, 244 I, 244 J, 244 K extending from perform surgery function 144 D, and associated with respective third level sub-functions: support OR functions 144 G, configure OR 144 H (including logistics support), manage patient position 144 I, manage patient physiology 144 J, and perform surgical procedure 144 K, in accordance with an embodiment of the present invention.
  • FIG. 6D is a schematic diagram of the underlying sub-function agents 244 L, 244 M, 244 N, 244 O, 244 P, 244 Q extending from perform surgical procedure function 144 K: plan and assess 144 L, create and maintain workspace 144 M, prepare anatomic site 144 N, perform procedure 144 O, exit procedure site and region 144 P, and close patient 144 Q, in accordance with an embodiment of the present invention.
  • FIG. 6E is a schematic diagram of the underlying sub-function agents 244 R, 244 S, 244 T, 244 U, 244 V, 244 W extending from create and maintain workspace function 144 M; plan and assess workspace 144 R, insert and secure primary trocar 144 S, insufflate abdomen 144 T, insert and manage laparoscope 144 U, insert secondary trocar 144 V, and document workspace findings 144 W, respectively, in accordance with an embodiment of the present invention.
  • FIG. 6F is a schematic diagram of the underlying sub-function agents 244 X, 244 Y, 244 Z, 244 AA extending from insert and secure primary trocar function 144 S: plan and assess primary trocar 144 X, open abdominal wall for primary trocar 144 Y, insert blunt trocar as primary 144 Z, and secure trocar sleeve to abdominal wall 144 AA, respectively, in accordance with an embodiment of the present invention.
  • FIG. 6G is a schematic diagram of the underlying sub-function agents 244 BB, 244 CC, 244 DD, 244 EE, 244 FF extending from insert and manage laparoscope function 144 U: manage laparoscope 144 B, connect light source and camera 144 CC, insert laparoscope into trocar sleeve 144 DD, orient camera 144 EE, and maintain clear view of workspace 144 FF, respectively, in accordance with an embodiment of the present invention.
  • FIG. 6H is a schematic diagram of the underlying sub-function agents 244 GG, 244 HH, 244 II, 244 JJ extending from insufflate abdomen function 144 T: plan and assess insufflation 144 GG, secure tubing to trocar 144 HH, control insufflator system 144 II, and maintain internal space 144 JJ, respectively, in accordance with an embodiment of the present invention.
  • FIG. 6I is a schematic diagram of the underlying sub-function agents 244 KK, 244 LL, 244 MM, 244 NN, 244 OO extending from insert secondary trocar function 144 V: plan and assess secondary trocar 144 KK, prepare secondary trocar 144 LL, select sites for secondary trocar 144 MM, incision for secondary trocar 144 NN, and insert secondary trocar 144 OO, respectively, in accordance with an embodiment of the present invention.
  • the function agent 140 is adapted to, such as, but not limited to: maintain a model of each sub-function agent, including its state (including pending, active, suspended, completed), stage, including to what extent the function has been completed and its goal is accomplished, and status, including satisfactory, marginal, unsatisfactory;
  • log events to the DDF 150 including, but limited to text and images;
  • Integrated Definition (IDEF) modeling captures the complexity of the task interrelationships and decision making, thereby allowing one to approach surgery at the appropriate analytical level for the individual steps involved in a surgical procedure.
  • IDEF is a group of modeling methods that can be used to describe operations in an enterprise.
  • sixteen methods, from IDEF0 to IDEF14, including IDEFIX, are each designed to capture a particular type of information through modeling processes.
  • IDEF0 methods are used to model the functions of an enterprise, creating a graphical model that shows what controls the function, who performs the function, what resources are used in carrying out the function, what the function produces, and what relationships the function has to other functions.
  • UML Unified Modeling Language
  • UML specifies how to describe: the class of object, the object, association, responsibility, activity, interface, use case, package, sequence, collaboration, and state.
  • Smart system 100 functions are based on an expandable model of the surgery which integrates the declarative knowledge contained in surgical atlases, journals and texts into the computer code that guides the OR team and equipment through the central process and concurrent parallel activities within the OR.
  • Construction of a function model of the OR using appropriate engineering tools provides the needed framework of for analysis and refinement of the central surgical process.
  • the model will have the flexibility to follow the processes of an operation or set of operations as the surgeon elects to change the usual sequence of procedures or steps within a given procedure.
  • Process support does not limit the surgeon to a rigid script but rather follows the surgeon-directed flow of the procedure and insures that all of the loose ends come together neatly by the conclusion of the operation.
  • a process is provided below by way of example, but not limited thereto, as to the function of smart system 100 , as applied to a surgeon attempting to clamp a blood vessel during a laparoscopic surgical procedure.
  • the surgeon verbally requests a “medium microclip”.
  • a speech recognition system associated with the surgeon interprets the surgeon's speech.
  • a surgeon system sub-agent encodes the speech and communicates it to other agents.
  • a control hemorrhaging function sub-agent recognizes the surgeon's intent as consistent with correct procedure.
  • a scrub nurse mistakenly hands a small microclip tool to the surgeon who does not notice the error.
  • An overhead camera tracks a small microclip tool from a Mayo table to the sterile field and communicates data to a small microclip tool system sub-agent.
  • the small microclip tool system sub-agent communicates its position in the sterile field to the control hemorrhaging function sub-agent.
  • the control hemorrhaging function sub-agent recognizes the discrepancy and informs the surgeon via the surgeon system sub-agent and a surgeon's head-mounted display. The surgeon returns the small microclip tool to the scrub nurse.
  • Structure and function models of the OR for respective forms of surgery are created and implemented in smart system 100 .
  • a system hierarchy model of the structural elements of the OR system and an IDEFO function model, for example, is created.
  • the models are revised and expanded based on the experience and expertise the physicians on the team and with the help of other subject matter experts such as physicians, nurses, and technicians.
  • the IDEFO function model software specifications are created.
  • the specification may be presented in, but not limited to, Unified Modeling Language (UML), Use Case, Class Object, Activity, and State chart diagrams.
  • UML Unified Modeling Language
  • a model based knowledge base is utilized to construct the hierarchy and operations.
  • FIG. 7 is a schematic diagram showing some of the elements of the layering architecture, in accordance with an embodiment of the present invention.
  • the smart system 100 achieves practicality through a layering architecture that starts from the most basic functions to the most complex.
  • layers include, but are not limited to: tracking layer 160 ; equipment and supply management layer 161 ; coordination layer 162 ; situational awareness layer 163 ; oversight layer 164 ; documentation layer 165 ; national surgical surveillance network layer 166 ; and artificial intelligence layer 167 , interconnected by a computer system 24 .
  • This intra-agent layering architecture provides, among others: a tracking layer; an equipment and supply management layer adapted to take the information from the tracking layer and processes the information in regards to records, inventory and maintenance systems: a coordination layer adapted to take information from the tracking layer and the equipment and supply management layer to develop an image of what is occurring in comparison to what an overall plan is based; a situational awareness layer in communication with the tracking layer and adapted to provide output features of the various interfaces; and an oversight layer adapted to combine the information from the situational awareness with the function agents to determine if processes are being preformed correctly, as well as other layers to accommodate other functions such as, but not limited to, artificial intelligence.
  • the system and function agents are then laced together with a network of threads running between the various agents in the community to form distinct networks at each of the specified hierarchical levels.
  • the multiple network layers stack together, providing an organized information transfer and processing base to allow the agents to interact in a meaningful manner aligned by the core activities required the smart system 100 to generate the desired information and control outputs.
  • the tracking layer 160 is a superset of the system agents 130 .
  • the tracking layer 160 tracks the instruments, equipment and expendables, as well as, but not limited to the personnel, such as the surgeon, anesthesiologist, and patient.
  • the tracking layer 160 relies on varied technologies including, but not limited to, bar coding, machine vision. EMFM transponder schemes, and LED beacon tracking systems within the OR.
  • the equipment and supply management layer 161 is the layer that is interactive, in that it takes the information from the tracking layer 160 and then processes that in regards to, among other things, the hospital records and inventory and maintenance systems for the entirety of the OR equipment and expendables.
  • the coordination layer 162 coordinates the myriad of data features from the tracking layer 160 and the equipment and supply management layer 161 to develop an image of what is occurring in comparison to what the overall plan is based on relevant predetermined surgical models. Within the coordination layer 162 , the majority of the function agents 140 are collected. The coordination layer 162 , with the equipment and supply management layer 161 and tracking layer 160 , makes the broad base of the pyramid upon which more subtle and complex functions and data manipulation can occur.
  • the situational awareness layer 163 is where the surgical displays and the output features of the various interfaces, including the surgical workstations, reside, among other things. This is the first level of human-to-smart system 100 interaction.
  • the situational awareness layer 163 provides decision support to the human actors by accessing the knowledge base, among other things, and communicates the appropriate data in the knowledge base to the human actors.
  • the oversight layer 164 combines the developing situation information and the situational awareness with the function agents 140 so that smart system 100 can determine if the processes are being preformed correctly and if there are any developing dangerous situations.
  • the oversight layer 164 generates warnings and cues, among other things.
  • Other items within the oversight layer 164 include, but not limited to, checklist data for human actor verification of key events within a given surgical plan.
  • the oversight layer 164 contains the virtual mirror for the human team to examine their actions and activities in relationship to the ideal goals.
  • the documentation layer 165 takes the immense stream of data from the other layers 160 , 161 , 162 , 163 , 164 and organizes that information into reports for standard surgical documentation and/or provides data points that are used for surgical research on a national network basis, among other things.
  • the national surgical surveillance network 166 is a network of a plurality of systems 100 in communication to mine the documentation data and look for vulnerabilities, areas for improvement, increased effectiveness and efficiency.
  • the artificial intelligence layer 167 characterizes the patterns of smart system 100 as a macro network construct from all the data. This is a method of augmenting human analysis of the data and this information can stream downward toward the surveillance layer 166 , documentation layer 165 , and oversight layer 164 , and then to the fundamental programming of the smart system 100 and network as a whole.
  • a standard protocol is utilized to ensure that documentation, tracking protocols, and processes are uniform throughout the systems 100 . This enables effective interjection of artificial intelligence at the layer of national surgical surveillance network 166 .
  • FIG. 8 is a schematic diagram of a dynamic documentation system (DDS) 150 in accordance with an embodiment of the present invention.
  • the smart system 100 comprises the DDS 150 linked to the function agents 140 and system agents 130 by way of the computer system 24 .
  • Documented tasks include, but are not limited to: adherence to basic standards; cataloging significant peri- and intra-operative events; accurate billing; establishing a medical legal record; and research data.
  • sensors are adapted to provide an automatic, accurate method to collect information with a minimum of human interaction in order to populate the OR database in real time.
  • the sensors are used, among other things, to track material flow, activities and central processes occurring in the OR in real-time.
  • sensors include video and audio sensors. These sensors are adapted to provide real-time photos and video documentation to track rapidly evolving events. This data enhances and strengthens the record, and ensures accurate recall on the part of human actors. Smart system 100 creates a surgical record.
  • the video and audio sensor and equipment performance data is “tabbed” and archived into a master procedural record, allowing for rapid identification and playback.
  • the data is also stamped chronologically so that time, motion and function are captured and the data can be collated accordingly.
  • dynamic documentation tabbing involves extemporaneous acknowledgement of the surgical team to agreed-upon milestone events, such as, but not limited to opening the abdomen, and taking a sponge count.
  • the event enters the record as it occurs, correlating to the video and master data record.
  • the documentation has XML or other appropriate mark up language, sub points, which are determined by system analysis as to major milestones within the surgical procedure, sensor data, and items of demonstrated vulnerability to error, among others.
  • the video frames, speech and other portions of the overall data stream are tagged with multiple XML labels that allow smart system 100 to browse the data.
  • the OR process record is provided to determine adherence to best technique/quality models for the operation being preformed.
  • the video systems and machine vision coupled with enhanced playback and editing, is provided to help the surgeon recreate events within the OR for error correction.
  • a query is performed, such as, but not limited to, as to the location of a lost sponge or what the initial color and the texture of an organ or tissue prior to the completion of surgery.
  • XML tagging methods are known in the art of computer information systems.
  • a logical division of records is provided and adapted for analysis.
  • Verbal commentary from the surgeon and open microphone comments from each OR participant is stored in a corresponding audio log.
  • Voice recognition is provided so that a respective OR participant is recorded into the patient record tagged with the identification of the source.
  • the surgeon and other team members dictate intentions, findings, or problems, among other things, into the record.
  • the verbal actor inputs not only record events, but also provides aids for navigating through the procedure. Combined with keyboard inputs and updates, the verbal record creates an information rich record that captures the actors' situational awareness and decision process.
  • the physical activities of surgery such as the movement of specific instruments which are tagged, such as, but not limited to, by barcode and/or RFID, indicate key milestones in the procedure provide XML punctuation points for the video record indicating where the surgical team is in the surgical process.
  • FIG. 9 is a schematic diagram of a checklist system 152 in accordance with the present invention.
  • Checklists are provided to the OR actors. Each surgical procedure has certain steps, methods and specific checks to insure surgical quality and patient safety.
  • a checklist based on current practice distills down the items found to be essential as defined by the texts, professional guidelines, standard operating procedures and the primary items for best practice is provided.
  • Smart system 100 monitors in real-time clear thought verification and definitive observed action throughout the process. Each element of the operation has its own checklist items that dovetail into a master checklist instilled into smart system 100 .
  • Checklist information is prioritized according to the urgency or priority of actions.
  • information is provided by monitors installed in the OR with which the user can navigate quickly through screens to locate information, such as by touch and voice command, among others. Personnel can find the best practice of a respective procedure, be it caused by anticipated or unanticipated events or conditions.
  • Dynamic documentation increases situational awareness on the part of OR team members.
  • the inclusion of voice recognition and specific workstation input identifies the human actors and holds them responsible for the accuracy and effort to accomplish the checklist-prescribed event.
  • the process meshes smoothly with the team members' activities, as well the overall activity in the OR.
  • Intelligent prompts are conveniently packaged in the form of both predescribed inputs through a checklist, and the checklist can, in an embodiment, be projected on a flat screen monitor providing situational and logistics information as well, to which the OR team can view and respond.
  • the end result is increased team member alertness, vigilance and orientation during the surgical process.
  • the checklist content is predetermined by recognized standards defined by governmental agencies, professional organization, textbooks, and standard practice. While the hospital and individual surgeon can include local items, the inclusion of standards of practice will insure a basic level of quality if the checklist is followed.
  • the smart system 100 by way of the DDS 150 of FIG. 8 , prompts the actors for input throughout the procedure, in accordance with an embodiment of the present invention.
  • some prompts require the specific actor(s) to search out the information and verbalize the data, such as, but not limited to the “O2 saturation is 98% after intubation”; “sponge count is 26” or “a strong pulse is felt below the vascular graft”.
  • Other prompts are provided to initiate free thought, for example: “Is there anything we could be doing now”; “do you anticipate any problems with the way things are going”; and “do you have any suggestions to improve things”? In this way, utterances are recorded contemporaneously with the event, capturing and recording for future evaluation and consideration.
  • Another human attention enhancing device is gaming, where the actor knows that an error is present and is rewarded for finding it. These devices will increase human alertness and help the OR crew be mentally nimble and focused.
  • FIG. 10 is a schematic diagram showing some of the elements of the dynamic documentation system 150 integrated with function agents 140 , in accordance with an embodiment of the present invention.
  • the dynamic documentation system 150 integrated with function agents 140 has enough forethought to track surgical events and anticipate the next likely step.
  • the dynamic documentation system 150 cues the operator and team members.
  • smart system 100 would flash a warning giving the doctor a chance to correct the error.
  • An electronic stopcock would then close preventing drug administration. The event would be documented and captured. The warnings could be overridden with a voice command and the safety stop reversed if the physician or nurse determines the drug must be administered despite the possible risks.
  • Smart system 100 makes the operator take time to reconsider and confirm actions. Events are documented as they occur. Using electronic instrumentation, either in the syringe, IV line, or other surgical instrumentation, the exact dosage of medications, the power settings, among others, can be put into the record exactly at the time the event occurs. In this manner, there would be master logs of the events and administration of drugs. This log would then be altered with verbal or typewritten updates as to the part of the procedure that was occurring so that the entire context of the different activities is preserved. The dynamic documentation process will free the OR personnel from much of the paperwork they are plagued with, allowing concentration on direct surgical support.
  • the state of the patient, captured by the patient system agent can be defined as the aggregate of, but not limited to: clinical history; physical exam findings; current laboratory and radiology findings; and current physiological state of the patient.
  • Clinical history includes identifying data, medical history, allergies, medications, and family history, among other things.
  • the clinical history database follows the standard framework of medical history format currently taught in medical and nursing schools: history of present illness, including current working diagnosis, differential diagnoses and symptoms: past medical history, including actively treated diagnoses, inactive diagnoses, treating or managing physicians for each listed diagnosis; past surgical history; allergies, including allergenic substance, and associated types of reaction; usual medications, dosage and administration instructions, prescribing physician, date began, degree of patient compliance, time and date of last dose, intended medical condition for each medication; and family history, including type of disease, relative with disease, basis of the relative's diagnosis, among other things.
  • clinical history Prior lab and radiology information pertinent to the diagnosis is captured.
  • the clinical history is summarized in the form of diagnosis; the working diagnosis and differential diagnosis, as well as co-morbid disease processes, among other things.
  • the history of the present illness documents the data supporting the preoperative working diagnosis.
  • the supporting symptoms and signs, as well as pathologic diagnoses can be captured by, among other ways, the ICDS 9 codes.
  • ICDS 9 codes Under each diagnosis found in clinical history, a hierarchical series of ICDS 9 codes are arranged from the broadest and most inclusive diagnosis followed by the ICDS9 codes for the supporting symptoms.
  • the ICSD9 conventions specify pathology and location as well as grading as to the severity. For example, most disease processes are set up in 1, 2, 3 manner (mild, moderate or severe). Additional special disease processes are defined by lab values, such as heart disease, 30 percent occlusion of vessels, versus 60 percent, versus 90 percent.
  • the ICDS 9 codes typically accommodate all of this data, with expanded and high resolution (specific) coding of the patient's condition being the insurance and hospital industry standard.
  • the lesser codes catalogue symptoms, physical exam findings, and impressions such as: “right lower quadrant pain”, “angina pain”, “tenderness”, “immobility of knee”.
  • the second tier of codes would also annotate location and severity.
  • the catalog of symptoms and clinical signs find ready application during surgery, as the surgeon assesses the physical findings upon opening or laparoscopy and tries to correlate the intra-operative, pathological findings to the patient's actual complaints.
  • PMH Past medical history
  • PMH diagnosis are set up in a hierarchical priority as to impact on life, and graded as to how assured the diagnosis was established.
  • the past medial history module documents methods confirming the diagnosis: whether based on clinical signs and symptoms alone, versus radiographic proof, versus surgical and biopsy proof.
  • the PMH may include diagnoses made by various physicians. Oftentimes, the surgeon and anesthesiologist need access to the diagnosing physicians; therefore, each diagnosis needs to include a data link (telephone number, email) to the physician who made the diagnosis, and the physician or entity that is currently managing that problem. If the problem diagnosis rises to significance, the managing physician could be readily consulted to aid in evaluation and management.
  • a full catalogue of the patient's drug and environmental allergies is included, comprising the allergen substance and the resultant adverse reaction.
  • the adverse reaction would be specific: anaphylactoid reactions versus hives, versus dyspnea, versus psychological dread. Additional piece of information with each substance or allergen would be the certainty that the reported allergy is true.
  • the catalogue of the patient's usual medications includes pharmacologic substances (prescription. OTC, and herbal/folk medicines) that are taken on a regular basis.
  • the list includes the name of the medication, dosage, administration directions, and prescribing physician. Data would include when the medication was started, the degree of patient compliance, and the time and date of the last dose.
  • the past medial history module includes the family disease history, and specifies the disease and afflicted individuals in the family tree, as well as the method of confirmation (hearsay versus autopsy, laparoscopy, surgical or conjecture). Additionally, family history could include information, such as, but not limited to, on anesthesia reactions and malignant hyperthermia.
  • Laboratory findings references preoperative data not including the stream of current lab values generated within the surgery. These baselines include the various tests (CSC, Dig Level, chem, screen, etc.), with times, dates, and if applicable, a trend graph of the multiple data points for lab drawn on a repetitive basis. Catalogues provide precise alphanumeric tags of laboratory tests and values.
  • Radiograph images include the type of study, date, facility, and radiologist. It will have a summary of the findings typically found in radiographic reports. If the radiograph image is a portion of an electronic data pool, the retrieval address and code would be included to summon the image for OR viewing. This includes EKG, echocardiography, and pulmonary function test results reported in the standardized language of the American College of Cardiology and Pulmonary Medicine.
  • Anesthesia would also focus on the airway to include Mallenpetti Class, Grade on previous direct laryngoscopy, dental status, and range of motion during neck extension, among other things.
  • the present patient physiological state is established.
  • the current patient data includes, among other things:
  • the LED or RFID tracking system will note the patient's exact location in the room at any given time;
  • Position In what physical position on the operating table is the patient, such as, but not limited to. Trendelenburg tilt or specific surgical position such as dorsal lithotomy, along with the time durations in each position;
  • Tourniquet Time Tracks the duration that specific vessels are clamped closed, with alarms based on current recommendations:
  • CV Signs Includes pulse rate, blood pressure, oximetry data and cardiac tracing. EKG type descriptors such as regularity versus irregular rhythm and segment changes would be recorded. Many existing software packages employ automatic cardiac tracing analysis programs that are able to recognize rhythm and segment changes. Access to prior EKG tracings via the past medical history (PMH) allows comparisons to be made intra-operatively. When other more invasive instrumentation becomes necessary, the CV signs could be expanded to record, such as, but not limited to, blood gas readings, and arterial pressures. The entirety of the CV signs data is captured electronically from the patient monitoring and anesthesia systems; and
  • Pulmonary Data Includes tidal volume, inhalation and exhalation volumes and pressures, O2 saturation, and end tidal CO2 saturation derived from anesthesia machine system.
  • the state of the OR system is established, in accordance with an embodiment of the present invention.
  • the OR characteristics that are stored in the system agents include the dimensions, contents, temperature, pressure and airflow, among other things. It also includes safety items such as smoke and fire detectors, electrical load, among others.
  • the information of each of the OR entities create a virtual blueprint and detailed equipment map.
  • the room attributes would include the scheduling requirements for the intended surgery which is linked with the hospital's information and logistic system.
  • the surgical table is characterized.
  • Table position and configuration define the current function.
  • the configuration includes the attachments and the way the table is physically folded to support the patient in precise surgical position for anatomic access.
  • the configuration might be in a lithotomic, supine, colorectal or neurosurgical configuration.
  • Configuration also includes table tilt (inclination, declination, or lateral tilt).
  • RFID radio frequency identification
  • FIG. 11 is a top view of a RFID sensor sheet 170 , in accordance with an embodiment of the present invention.
  • the RFID sensor sheet 170 comprises an antenna array 172 coupled to a film 171 , and electronics 173 .
  • the electronics 173 provides power and a communication means for coupling to RFID detection electronics and wired and/or wireless communication electronics to communicate sensor data to an access point connected to a computer platform that supports the system's RFID middleware.
  • the wireless communication transceiver provides a no-touch conduit to adjust the RFID's performance settings.
  • the unit includes a self contained rechargeable battery power source.
  • FIG. 12 is a side view of the RFID sensor sheet 170 , in accordance with an embodiment of the present invention.
  • the antenna array 172 is adapted to create a specific volume of space 175 that an RFID tagged object will be reliably detected.
  • the film 171 serves as a platform to mount the antenna array 172 to any suitable surface 174 , such as, but not limited to a table top.
  • the RFID sensor sheet 170 provides for rapidly configuring any work surface or work space into an RFID sensor shell for tracking RFID tagged objects within the work environment.
  • the RFID sensor sheet 170 readily turns a chosen surface, such as a countertop, into a waypoint sensing station to monitor both inventory (material flow) and process flow.
  • Sensor shell waypoints are logically chosen from key locations derived from the process model and in turn, the information captured from these waypoints of the sensor shell provide a source of metrics to manage the overall process.
  • FIG. 13 is a side view of a video tracking system 180 , in accordance with an embodiment of the present invention.
  • the camera 181 is located such that its field of view 182 is able to image a work object 183 that is placed on a work surface 174 .
  • the sensor shell accommodates video images from a wireless video camera 181 mounted above or in similar manner so that the camera 181 has an unobstructed view of area of interest.
  • the camera utilizes adhesive or conventional mounting methods.
  • the camera includes identification means, including, but not limited to, barcode readers and microbar code readers.
  • the RFID sheet 170 of FIG. 12 and the video tracking system 180 of FIG. 13 is used in combination.
  • the RFID sheet 170 antenna array 172 provides a discreet sensing volume.
  • the system creates an “RFID box” that registers the identity of the RFID tagged item place within.
  • the video image and barcode information provide primary data or redundant data.
  • the film 171 is provided with adhesive such that the RFID sheet 170 can readily be placed and adhered onto or under a shelf or cabinet. Once the RFID sheet 170 is in place, the RFID box or volume 175 is on the shelf, ready to act as a sensor for that particular work or storage station.
  • the RFID sheet 170 is readily mounted onto cabinet shelves, table tops, doorways, segments of conveyor belts, in corners of the room, on walls, on ceilings, among others.
  • the adhesive provides for rapid installation of the RFID sheet 170 creating useful reception volumes and shapes.
  • the film 171 serves as a platform to mount the RFID electronics and a wireless transceiver 173 . Mounting the components together as a single package makes the physical installation of the “RFID box” a simple single step. A RFID sensing shell is readily created in the given room or in multiple rooms by utilization of wireless technology.
  • the RFID electronics 173 comprises a control means to adjust the gain of the antenna array 172 to adjust the volume 175 above the surface that one wants to capture information. This in turn determines the sensitivity and the performance in terms of false positives and negatives of the system.
  • the sensitivity of the antenna array 172 and other items is controlled through the wireless transmitter of the electronics 173 .
  • the RFID sheet 170 is coupled to the work surface using any suitable means, such as, but not limited to, mechanical fasteners.
  • FIG. 14 is a perspective view of a headset 190 , in accordance with an embodiment of the present invention.
  • the headset 190 comprises eyeglasses 191 , a camera 198 , a light 193 , a microphone 192 , an LED display 195 , and antenna 196 , headphone electronics 199 , and transmitting electronics 197 .
  • a light weight microphone 192 and headphones 199 are integrated into the protective glasses 191 providing a convenient intercom headset network that remedies many of the acoustic problems within the OR.
  • the controller 197 is adapted such that a user can direct a command toward a particular individual, wherein the volume is increased sufficiently for the target individual to take notice and the command to be heard.
  • the message would be quieter.
  • An example includes a surgeon asking for a mayo scissors would be as such: “pass mayo scissors” and this would be preferentially amplified in the headset of the scrub nurse, who would physically pass the scissors.
  • An example of the selected volume enhancement would be a surgeon request for a specific stapler that was not on the sterile field.
  • the inventory control manager would know where the various items were and since it would not be within the sterile field, the circulator would also receive the request. Therefore, a request such as “pass or obtain endo G1 stapler V12” would amplify in both the circulator and scrub tech's headset but would be muted to anesthesia.
  • Certain key words like “attention” could be interpreted by the controller to ensure the message is passed to all within the room at a suitable volume for understanding.
  • the communication system described above could function in the above “smart mode” or an “open channel” dependent on the team's desires.
  • the surgical situation display 20 serves as a visual reminder of the central goal and sub-goals to achieve the desired endpoint.
  • the requirements for successful goal accomplishment fragments into a multitude of decision tasks, physical execution to the surgical procedure, maintenance of anesthesia and patient wellbeing, and all the logistical support tasks to make the surgery possible.
  • Surgeon identification is established by means such as, but not limited to, hand written signature, voice recognition, fingerprint and iris signature.
  • the surgeon is marked with a tracker beacon fitted onto their protective glasses, which emits their specific RFID/LED transponder code.
  • the transponder tracking system monitors the surgeon's location, position and posture, and field of view.
  • the tracking data set helps objectively define the surgeon's present state on a moment-by-moment basis.
  • the protective glasses are provided with eye movement sensors to determine the object the surgeon is looking at.
  • Human stress and strain is tracked and characterized. Human factors data includes, fatigue, social stress, strain, among others. Reaction time and cognitive reaction time is monitored.
  • Surgeon's Preference Card is characterized.
  • One of the most indispensable pieces of information for the surgeon is instrument and equipment preference to accomplish particular procedures.
  • Smart system 100 defines this for planned procedures, as well as at what occurred ad hoc within the progress of the surgery.
  • a surgeon's preference card would include such things as: ergometric aids including stools, corrective glasses, surgical glove size and type, steps: logistic requirements (chromic versus Vicryl, versus permanent sutures); type of needles; type of staples; sequence; and standby equipment, among others.
  • the state of the surgeon includes capabilities defined by qualifications, training and experience.
  • the credentials include board status, specific training, hospital credentials, total volume of the specific type of procedure, and possibly the date of last similar case.
  • Anesthesiologist data would be similar to a surgeon's: identify, qualification, preferences and equipment needs, which are dictated by the type of case being performed, and the patient's body habitus and medical history. What the anesthesiologist is currently doing is an important piece of information.
  • CRNA Anesthetists require back up MD/DO anesiologist backup in case an anesthetic event occurs outside their scope of practice or individual capabilities and documentation of anesthesiology and their location.
  • the first assistant is identified, RFID/LED marked and confirmed, along with the other qualifications.
  • the first assistant preferences would include ergometric aids such as stools, corrective glasses, surgical glove size and type, steps, among others. Activities of the first assistant are tracked.
  • the scrub nurse is identified, RFID/LED marked and confirmed, along with the other qualifications.
  • Scrub nurse preferences include glove size, lifts, and various ergonomic aides required to perform a job. What the Scrub nurse is currently doing is tracked.
  • the circulator is also identified. RFID/LED marked and confirmed, along with the other qualifications.
  • the circulator performs the majority of documentation and supply retrieval tasks; therefore, her or his specific display and interface monitor configurations would be included in the preferences. Activities of the circulator are tracked.
  • the anesthesia machine is characterized.
  • State data includes the contents within the reservoirs of anesthetic gas, the tubing to deliver the anesthetic, and the monitors and associated devices for the delivery and elimination of the anesthetic, including vacuum pressure for suction, pipeline gases O2. N2O and air, and circuit size pediatric vs. adult.
  • the manufacturer's model number, serial number, modifications and maintenance history form the central points in identification.
  • the operating status, error codes, self test data and internal operating data contained in the internal electronics provide a source for defining the current operational status of the machine. Gross functionality is confirmed with the daily and pre-case checks by the supervisor and operator. Also included is important anesthesia machine data on “state”, including location of backup units and parts within the hospital.
  • the patient physiologic monitors are characterized. These electronic sensors define patient physiology such as EKG machines, pulse oximetry, arterial blood gas, among others. Each component has an operational state whether it is working and providing patient data. Internal operational data includes device settings, self-test status, error codes, and internal function data that the devices may share. Switchology is often the problem when things fail to work; therefore, the switch configuration is included in state data. Also included is the location of spare expendable attachments, such as leads and catheters.
  • the Intravenous System is characterized.
  • the administration system includes: type, rate and volumes of fluid being administered noting flow, total amount administered, and the amount still in reserve in the bag; location of the IV port(s) (commonly, there are multiple IV sites running at one time, so the “state” data of each fluid type and IV site is continuously monitored; central line administration of fluids; status whether the overall system is functioning as defined IV fluid and drug plan; port information, including who placed the IV site and when; hardware considerations, including types of IV pumps, serviceability, capabilities and the electronic communication protocols available to extract that data; patentancy and gauge or lumen size, including different lumen sizes are required for different uses of IV administration such as blood product, crystalloid resuscitation versus total peripheral nutrition, among others, and information regarding the component spares and their locations.
  • the endoscopy system is characterized.
  • the endoscopy systems provide a visual reference for evaluation of the surgical site, facilitates instrument movement within the operative workspace, and enables assistants to aid accomplishing the procedure itself.
  • Endoscopy may have photo integration methods as well as video image enhancement.
  • Endoscopy and laparoscopy systems are typically of three components: the optical component, the camera, and the lighting.
  • Endoscope/laparoscope Optics (Optical component)—An endoscope is characterized by usual use, such as colonscope, laparoscope, cystoscope, and hysteroscope, rigid or flexible, shaft diameter, length and lens angle. Within the identifying data are the manufacture, model and serial numbers. The identifying and characterizing data determine compatibility with different light cords, light sources and cameras. Service records provide necessary information, including the validation of broken optical fiber test and if there is any history of scratches or fluid leakage into the optical elements. Another type of optical information is the presence of anti-fog lens coating. Additional information on capabilities including presence of an operating channel, laser compatibility, and photo interrogation capabilities is provided. Location of spare scopes and adaptors is characterized in event of equipment failure or component incompatibility.
  • Camera data includes the type of camera: manufacture, chip, coupler size and compatibility, resolution, error codes, performance data, maintenance and manufactures notices.
  • Switchology is often the problem when things fail to work therefore the camera control box switch configuration is included in state data.
  • the endoscopic light source is characterized.
  • the identity and characteristics of the light source is defined as to if it is operable, compatible with endoscope equipment, amount of illumination currently being produced, the type of mode, including automatic illumination, auto shutter versus manual, and error data from the internal workings. Other data within the maintenance history might include the last time the light was changed, the type of light it needs, is there a spare light in the house if it goes down and where it is located. Switchology is often the problem when the endoscope system fails to work therefore the light source control box switch configuration is included in state data.
  • the fiberoptic light cord is characterized.
  • the identity and characteristics of the light cord includes manufacture, model, inventory number, cord diameter, length, coupler type and compatibly.
  • Operability data includes the current light transmissibility percent of the cord and maintenance history.
  • the patient image monitors are characterized.
  • monitors such as a cathode ray type television screen to display the patient image.
  • These monitors have basic technical specification and capability, which would be part of the state.
  • the state includes the source of signal it is currently displaying, if the monitor cable connections are secure and carrying signals normally.
  • Switchology is often the problem when the endoscopy system fail to work therefore the monitor switch configuration is included in state data. Any error codes and problems noted within the monitor are also characterized.
  • Ergonomic considerations include the height for comfortable viewing by the surgeon, assistant and the rest of the surgical team as well as correct screen tilt necessary for glare reduction.
  • the electro surgical system is characterized. Electrical Surgical Units (ESU) cut, coagulate or destroy tissue via electrical current heating effects generated by microwave-type interactions upon the tissue at the instrument tip.
  • ESU Electrical Surgical Units
  • monopolar ESU generators produce specific wave trains sculpted for cutting functions or for coagulatory tissue effects.
  • the wavetrains deliver high RMS wattages to the tip of the bovie pencil and hence the patient.
  • the monopolar ESU instruments require a secure patient grounding pad to prevent electrical burns distant from the surgical site due to a grounding fault.
  • the monopolar ESU contains self monitoring circuits that alert the OR staff via error codes and associated hazard data.
  • the specific operations data available to be shared depends upon the machine's processing electronics and availability of communication ports.
  • the location of the ESU box and bovie tip is characterized.
  • the different cord compatibilities and location of spare accessories is characterized.
  • a second type of ESU is a bipolar current generator which directs the EMF energy between two closely spaced “Kleppenger” paddles: the first paddle for current delivery and the second paddle scavenges the electrical energy so to minimize collateral burn or damage.
  • the Kleppenger paddles provide a means to localize application of coagulation energy.
  • This instrument in addition to wattage, has current flow measurement. The current flow measurement determines if something is thoroughly desiccated and hence adequately coagulated by the bipolar devices.
  • a variant of the bipolar devices is the bipolar scissors, in which the paddles are incorporated into scissors blades for electro-coagulation prior to cutting the captured tissue.
  • argon gas coagulator that delivers current through a gas stream of argon directing the ESU energy to the desired point of treatment.
  • Lasers are identified as to manufacture, model, serial number.
  • the attributes would be the type of laser, the calibration of the laser and its operating specification.
  • the settings include the type of wave train, including pulse, super pulse, continuous, and power density delivered.
  • Other information includes compatibility of the laser to other equipment such as laparoscopy, hand ports, and operating microscope.
  • Operability data includes internal diagnostics and self test codes, maintenance history and pre-case inspection status.
  • Instruments are characterized. Instruments provide for physical manipulation of tissue and can be grouped according to physical operation such as clamps, staplers, finger forceps, scalpels, among others. Surgical instruments include all of the nondisposable instruments within the OR as well as one-time use disposable instruments such as laparoscopic Metzenbaum scissors.
  • the instrument state is defined by the standard nomenclature based on catalog code, dimensions and material characteristics. Each instrument possesses a specific name, catalogue number, as well as the inventory identification number. To facilitate machine vision and scanner identification, micro barcodes could be etched in multiple places on the instrument as to identify it.
  • each instrument's database Within each instrument's database is the maintenance history, including whether the instrument is sharp or dull, whether it works correctly, whether it has problems that make it unserviceable, when was it last sterilized, is it sterile or nonsterile, has it exceeded shelf-life for sterility, among others; and the location of spare instruments.
  • Materials and supplies, such as sponges are characterized. Each individual entity would be identified along with its attributes: manufacture, radio or non-radio-opaque; RFID marker and code; IR marker and code; dimensions; current location; prior location, including the supply room, on the back table, on the mayo stand, and within the wound and patient's body cavity; sterile or contaminated or soiled; what is the item's final disposition, is it in the trash can, has it been transported away from the OR, and the location of spare sponges, among others.
  • Clips come in various sizes and various materials, such as stainless steel, titanium, dissolvable plastic. They are catalogued as to what their purposes are. Most clips are housed in disposable clip appliers; however, some clips use permanent instrument clip appliers. Like other instruments and objects within the OR, the clip application system has location and serviceability requirements. The disposable clip appliers are identifiable, such as with a bar-coded similar to the other nondisposable instruments and be named according to catalog code and standard nomenclature. Means of ID tracking is provided. Location of spare clips is included in the database.
  • a suture is a strand of sterile cord that can be plain or attached to needles.
  • a suture's characteristics include: needle type and size, suture material, including Vicryl, silk, and prolene, length of suture material, and caliber.
  • Sutures have, as with some of the other materials, status as to whether used or unused.
  • the free tie suture strands pose no significant hazard in themselves even the non-absorbable materials rarely cause mischief.
  • both needle and plain sutures are typically packaged in foil pack containing a plastic holder. Barcode is placed on either the plastic holder or foil package.
  • the package provides a marker as to the location of suture and needle. In terms of free sutures, similar bar-coding could tell you how many were used and opened.
  • Airways are an integral part of anesthesia delivery. There are different types such as intratracheal tubes, LMA versus varied types, among others. They come in lengths and caliber. They all have state, including location and availability. Knowing the patient's weight, height and age allows the call-up suggesting suitable airway size.
  • Tubes include other tubes such as Foley catheters for urinary drainage; possible wound drainage devices such as Jackson Pratt drains, joint drainage type devices such as Penrose. All of these have type and substance, length and caliber. They are amenable to bar-coding. They also have the need for marking as to location and status of use, unused or discarded.
  • the surgery is a process that physically alters the patient's anatomy through incision, drainage, excision, reconstruction, implantation, among others, in order to diagnosis and treat.
  • the surgical process transforms the patient's physiological state to a more advantageous state for healing, function, cosmesis and the relief of suffering.
  • Smart system 100 prompts will cue the OR team members what the function model anticipates as well as a prompt for free thought.
  • Smart system 100 provides a master framework for organizing and testing the multiple hypotheses of the “what and how” mechanics being debated. With an appropriate analytical framework the decision points, technique, and patient parameters will come into focus. Smart system 100 will gather sufficient data by providing a large enough surveillance network to gain the statistical power necessary to determine what best practice is. Once the methods of best practice are recognized and the guidelines defined, smart system 100 will be a conduit to disseminate that knowledge to the surgical team in the OR.
  • Smart system 100 provides the available reference within the OR for information about, the equipment and instrument management tasks required of them to accomplish their assigned tasks efficiently. Certain equipment, such as some staplers, has an intricate setup. Many times the individual has had limited contact with the device in question and he/she may require a brief focused tutorial. Successful surgery requires the OR team to possess and nimbly apply a great deal of knowledge about the surgical operation, its logistical support, and various contingencies plan for common complications. The required information is made readily available in conveniently usable form for all team members within the OR.
  • Smart system 100 continually reminds the actors of their goals, their weaknesses, and provides a personal notebook or virtual coach at ready reference to prompt the actors on what to do in a procedure.
  • Coaching and visualization has been shown to enhance performance. Expert surgeons have images and rehearse the procedure mentally prior to stepping into the operating room.
  • the coaching notebook presents relevant data, clues, as well as other human performance enhancement tools for relaxation and visualization.
  • Smart system 100 provides the management of the full spectrum of the OR's permanent surgical equipment, instruments, expendable supplies, medications and disposable devices. Smart system 100 accommodates identifiers, such as, but not limited to, barcode, RF/magnetic markers, and transponder systems to track these items. System 100 tracks all supplies, down to every last sponge, needle and clip. Equipment information, including temperature, electrical resistance, and actuation time, is gathered for determination of pre-failure patterns that indicate impending failure.
  • Conventional surgical instruments include scalpels, clamps, and endoscopic instruments, among others, are characterized and tracked.
  • the flow of instruments to and from the surgeon is tracked, the ready availability of the instruments is determined, the state of the instruments present is determined, and the recording of the specific instruments used is recorded for billing.
  • Disposable devices include staplers and suturing devices, are characterized and tracked. The flow of devices to and from the surgeon is tracked, the ready availability of the devices is determined, and the recording of the devices used is recorded for billing, and the recording of the devices used for disposables inventory management.
  • Expendable materials management including sutures and clips is characterized and reported.
  • the flow of materials to and from the surgeon is characterized and tracked, the ready availability of the materials is tracked, the recording of the materials used for billing, and the recording of the materials used for “disposables” inventory management.
  • Sponges and lap pads are characterized and tracked, including complete tracking of sponges and lap pads placed within and in transient to the surgical site, the ready availability of the sponges and lap pads, the recording of the sponges and lap pads used for billing, and the recording of the sponges and lap pads used for “disposables” inventory management.
  • Medications are characterized and tracked, including the timely flow and availability, ensuring that the correct medication is administered to the patient, ensuring no obvious medical contraindications or allergies before administering medication, ensure the correct route of administration, including oral. IV, IM, other modes, ensure the correct dose of medication is administered given the body weight, BMI, surface area, renal or liver function of the patient, and documentation of the above.
  • IV fluids are characterized and tracked, including timely availability, ensuring the correct flow rate, ensuring correct IV fluid type is selected for electrolytes and patient condition, recording total fluids, and verifying correct medications and dose of medication in IV fluid.
  • Pump fluids are characterized and tracked, including timely availability, correct type check, ensuring no evidence of overload of fluid balance, and correct pressures.
  • Implants including vascular, orthopedic, and others, are characterized and tracked, to ensure that the intended implant and alternates are in house prior to patient entering OR.
  • the flow of implants to and from the surgeon, the ready availability of the implants when needed, the recording of the implants used for billing, and the recording of the implants used for “disposables” inventory management is provided.
  • Critical spares including equipment and supplies is characterized and tracked, including emergency medications for anesthesia and code conditions, extra sutures, clips, and expendables for emergencies such as bleeding, and key disposable instruments that tend to break or malfunction such as bipolar cautery.
  • the anesthesia machine is characterized and tracked, including the service record to ensure gases and anesthetics medications are of the correct type and sufficient reserve, certified operable, and that the standard operations check is done.
  • Anesthesia ancillary equipment such as the laryngoscope, is characterized and tracked, including the service record, certified operable, and the standard operations check is done.
  • the OR table is characterized and tracked, including the sanitary condition, whether configured, operable, and whether the correct attachments are available and functional.
  • Patient monitors including automatic blood pressure cuff and EKG, are characterized and tracked, including the service record, whether certified operable, and the standard operations check is done.
  • Electrosurgical units are characterized and tracked, including the service record, whether certified operable, the standard operations check is done, ancillary expendable equipment is compatible with the machine, including the cord types and plug types, and all connections are firmly secure, including patient ground pad.
  • Endoscopy equipment is characterized and tracked, including the service record, an operable light source serviced and operable insufflations, serviced and operable camera and monitor, and serviced and operable photographic equipment.
  • Maintaining correct equipment position during surgery is characterized and tracked, ensuring that the cords and connections can reach, ensuring that monitors are visible to the team members without obstruction, ensuring the lights are adjusted and positioned for optimal illumination of the surgery and support activity, ensuring the patient position is adjusted according to the needs of the surgery, such as the Trandelenberg position, high lithotomy/low lithotomy, tilting, among others, power settings and operating parameters adjusted properly, ensuring furniture such as mayo and back table or ergonomically placed, and ensuring proper surgeon and assistant ergonomics such as step stool, among others.
  • the business message traffic is prioritized. There are some messages that have a higher priority than other messages. The dispatch of outgoing calls and messages is important. At times, there are moments that the surgeon or other members can talk to someone else by telephone. At other junctures, email messages or voicemail messages may be more appropriate. In terms of email and voicemail messages, there are some standard problems, such as to increase the dose or decrease the dose, which a menu of the standard problems or questions is provided and an alpha numeric message dispensed via hospital network or internet.
  • Verbal messages of medication changes is printed on one of the situation monitors so that the physician, nurse, or anesthesiologist who is handling the call will actually see what they are sending and verify prior to sending the message.
  • more reliance on written messages makes better assurance of proper action on the part of the recipient.
  • the Internet is a very useful modality in terms of accessing information and expert help.
  • Internet can be used for sending patient images, verbal transmission as well as eye-to-eye contact with expert help.
  • the expert could receive the surgical images, obtain the medication log, vital signs, among other things. Access to a broad array of data and images enables the expert tele-consultant to readily understand the situation and give sound advice via the Internet.
  • Hospital network connections are also helpful for querying in-house physicians that are logged in. For example, a surgeon in the OR can communicate with an urologist if needed for a particular opinion or for surgical assistance. The system can query the hospital database and if there is an individual with the qualifications available, that person can be paged and immediately brought to the OR to render assistance or advice. This prevents searching for a particular doctor. Also this method is used to make telephonic connection or audiovisual connection with specialty people that are on the hospital network that may or may not be in-house.
  • the sensor shell and system/function agent-based software combination that is based on the desired process model may have application in manufacturing and other domains.
  • Tracking sensors in accordance with embodiments of the present invention allow for the rapid and relatively inexpensive installation of a RFID/video/LED sensor shell into rooms and on specific furniture.
  • smart system 100 is operated at planes of automation and intelligence suitable for a particular purpose.
  • Smart system 100 can be configured from a basic reminder and documentation aid to evolve into an “expert system” to implement TQM and safety countermeasures and finally a system that can learn and make suggestions to enhance the surgical/healthcare/work environment.
  • Smart system 100 is described in further detail below, in accordance with embodiments of the present invention.
  • a knowledge-base provides the language to communicate assertion about the real world system under consideration, such as, but not limited to the operating room (OR), and provides the structure to logically store the real world information gathered from experts.
  • the knowledge-base includes an ontology that logically organizes and stores data and process that resemble the real world elements, interactions and their interrelationships.
  • Engineering modeling is used as a tool to elicit, acquire and capture experts' knowledge about the OR environment and processes.
  • the engineering function models such as IDEF0.
  • UML provide the specification to create the knowledge-base that represents a cyber world simulation of the process of surgery.
  • the knowledge-base is contained within the community of agents.
  • Each agent's attributes and methods represent elements of the knowledge-base and the interactions and relationships between agents contribute the overall knowledge-base.
  • the power of smart system 100 is proportional to the finest of granularity of the engineering model used to create the knowledge-base.
  • the hierarchical nature of the knowledge-base coupled with the fine granularity of the function model provides a means to logically prioritize and coordinate message communicating and priority within the community of agents. The finer the level of detail in the hierarchical model the lesser the amount of complexity at each agent in terms of data to be handled, among other things.
  • each individual agent's information is also stored in a central database that maintains a separate repository for ease of data mining, data recovery in case of data loss, and machine learning.
  • Agent architecture is a particular method to build individual agents so they can perceive, reason, and act autonomously among a community of other agents.
  • the term architecture refers to the particular arrangement of the data, algorithms, and control flows, which the agent uses to decide what to do. In other words, the architecture is the way in which the agents' behavior is organized and governed. Specific method examples include: layering, logic based agents, reactive agents and belief-desire-intention agents.
  • Layered agent architecture is a particular structure in which each individual agent's functions are arranged to accomplish multiple types of behavior, such as reactive behavior, pro-active behavior, logic based, behavior, cooperative behavior, among others. In other words, it is an abstract division of labor within the individual agent.
  • System architecture refers to the overall structure of all the elements of the defined system including software, hardware and human actors: as well as the ways in which that structure provides conceptual integrity for the system.
  • architecture is the structure or organization of the components, also referred to as modules, the manner in which these components interact, and the structure of the data that is used by the components.
  • Smart system 100 acts as an intelligent interface to integrate the structural elements of the OR around the processes of surgery.
  • the intelligence of smart system 100 is highly modular, embodied in discrete, dynamic, knowledge-based software objects called agents, organized in a three-layer system architecture comprised of interface shell, system agents mantle and function agents core.
  • the interface shell is a hardware and software interface between the systems, subsystems, and elements of any system of interest, such as the OR, and the agents.
  • the outer layer of smart system 100 is the interface shell, consisting of hardware and software required to host the agents and to link those agents with the structural physical elements of the OR.
  • the shell includes such elements as bar codes and radio tag sensors, localization sensors, digital video cameras, pushbuttons and touch panels, speech and gesture recognition systems, large flat-panel and head-mounted displays, sound systems and speakers, wired and wireless data communication systems, and the smart system 100 computer processors (CPUs), among others.
  • the shell obtains data from OR physical components, communicates it to agents, and communicates information and commands from the agents back to the OR physical components.
  • the physical components are part of the interface shell, and use software middleware to communicate with each other using the corresponding system agent.
  • patient data flows up one of the middleware spokes, into the system agent mantle then into the function agent core and back down through the system agent mantle and middleware spoke to the OR team as relevant information.
  • Middleware refers to a collection of infrastructure components that enable communication between different system components. It includes communication protocols, data structures, routers, and switches as well as their associated software, among other things.
  • SA System agents
  • SA model and represent the physical components within the real world system of interest.
  • these physical component include the patient, personnel, equipment, tools, and materials.
  • the purpose of a system agent is to, among other things, keep track of the state of its physical and hence system components, to make that state information available to other agents, and to recognize and inform other agents and personnel about existing or predicted non-normal conditions of that system.
  • a system agent monitors and records the state of its system, projects system state into the future, provides state information (past, present, future) to other agents, logs state information to the dynamic documentation file (DDF), performs diagnostics on its system, sends control information to its system (settings, on/off signals, etc), sends information to the surgical situation display (SSD), and warns personnel of potential problems with system via personnel agents.
  • DDF dynamic documentation file
  • DDF dynamic documentation file
  • SSD surgical situation display
  • a personnel agent a kind of system agent, uses knowledge base derived from its person, relays individual-specific information to its person (surgeon, etc.), translates speech to system-recognizable information, queries, commands, and logs notes to the DDF.
  • Example system agents include, but are not limited to, Patient System Agent (PtAgt), O2 Monitor System Agent (O2MonAgt), Surgeon System Agent (SurgAgt). Anesthesiologist Agent (AnesthAgt), Anesthesia Machine System Agent (AMachAgt), Laparoscope System Agent (LapAgt). Sponge SA (SpongeAgt), and Surgical Situation Display System Agent (SSDAgt).
  • PtAgt Patient System Agent
  • O2MonAgt O2 Monitor System Agent
  • Surgeon System Agent Surgeon System Agent
  • Anesthesiologist Agent AnesthAgt
  • Anesthesia Machine System Agent AachAgt
  • Laparoscope System Agent Laparoscope System Agent
  • Sponge SA Sponge SA
  • SSDAgt Surgical Situation Display System Agent
  • Each individual system agent has an identity, attributes that represent data, and methods to that allow the system agent to do its job.
  • the system agent methods follow a layered architecture as defined above. Provided below is a more detailed description of these elements within the agent, as well as the layering found in the agent's methods, in accordance with embodiment of the present invention.
  • the system agent identity is the information that corresponds to specific real world objects within the system such as the physical components of the OR, both machine and human. Attributes are the properties of the individual physical element that are represented and tracked with in the corresponding system agent. Such information include the location of the object within the OR, physical status (i.e. dirty, clean, discarded, etc), among others.
  • the attributes information is communicated with the central information system as well as with other system agents and function agents. The communication process is handled by the methods within the communication layer, described below.
  • Methods are the procedural lines of code that animate the system agents to perform their specific functions or tasks.
  • the system agent methods follow a layered architecture as described below.
  • the communication layer provides the protocols and functions to allow the exchange of information with other system agents and function agents, as well as with other elements of the interface shell.
  • protocols suitable for communication include the TCP/IP, and the OSI, among others.
  • the situational awareness layer provides the computational processes to manipulate, update and the report the real world data to maintain an understanding of the current state of the OR and the surgical process.
  • the manipulated data is stored within the agent in its attributes and it is shared with other agents as well as the central information system (Central Database) through the communications layer.
  • Central Database central information system
  • the coordination layer provides the computational process to determine priority of execution with in the agent community.
  • the priority is determined based on the combination of the agents identity and the particular active function agent calling the system agent to action.
  • the warning and cues layer provides the computational process to monitor critical individual attributes and/or critical combination of attributes.
  • the criticality is determined by predetermined thresholds of system's operational acceptability.
  • these warnings and cues constitute the decision support systems (DSS) that is implemented through artificial intelligence algorithms that provide means to extract the expert knowledge captured in knowledge-base residing in each system and function agents and the community of agents as a whole.
  • DSS decision support systems
  • the knowledge-base permeates the entire smart system 100 architecture and the manipulation of the knowledge base leads to machine based learning.
  • the function agents (FA) are the key determinants of criticality of information to be presented to the human actors through the coordination layer and then the communication layer in turn.
  • the dynamic documentation layer provides the computational process to mark, catalog and assemble understandable and organized reports for the human actors to interpret and consider.
  • the dynamic documentation layer marks the data with XML tags, for example, to indicate chronology and associated OR processes and subprocesses.
  • the dynamic documentation layer provides means to organize and catalog information in a usable and understandable fashion for the human actors to readily interpret. Reporting may be in the form of written documents, graphical representation, video and/or voice format and any other medium supported by the interface shell and/or requested by the human actor.
  • the function agents core is a repository of function agents that tracks and compares the real world process to its knowledge base with what the process should be for efficient, effective and safe execution.
  • Function agents model and represent the functions that are performed in the OR, including planning functions, surgical functions, and logistical functions.
  • the purpose of a function agent is to recognize when a function should begin, track the progress and status of a function, facilitate the performance of a function, and keep other agents and personnel informed about the function.
  • function agents are derived from the same engineering models that facilitated the experts' knowledge elicitation, acquisition, and capture.
  • the function agents form a part of the knowledge-base.
  • a function agent uses procedural knowledge (e.g., a formal procedure or checklist), monitors all relevant systems via system agents, monitors information relevant to the function, recognizes when its functions should be initiated, cues personnel when its function is nearly ready to begin, tracks the progress and performance of its function, provides cues to personnel on how to proceed, determines what information is needed to proceed and makes it available, provides decision support, recommendations, recognizes potential errors and informs personnel, recognizes when its function's progress or performance is unsatisfactory and informs personnel, recognizes when its function is completed, logs significant events to DDF (text, images), sends information to the SSD, interacts with other function agents, and resolves conflicts among sub-functions agents using prioritization rules.
  • procedural knowledge e.g., a formal procedure or checklist
  • functions of an OR form a hierarchy, with the most general function at the top, which is broken into successively more detailed functions down the hierarchy.
  • Function agents are organized in a hierarchy as well, for example, as follows, in accordance with an embodiment of the present invention.
  • the Individual function agents are part of a layered architecture so as to support their component function within the system as a whole.
  • the identity of a function agent corresponds to its name, which describes its task and goals, as well as the location within the hierarchy of the knowledge-base structure, as derived from the engineering models (IDEF0, UML, among others).
  • the function agent attributes contain the properties of the individual task to be tracked, performed, and updated. These attributes contain the status of completion of the agent's goal, such as complete, incomplete, in progress or faulty completed/marginal completed.
  • the function agents contain pertinent system agent's information and communicate to them in order to determine state of progress of the particular function agent's goal and tasks.
  • the information maintained in the FA is in the form of data structures, or logical sentences that provide task measurement and description.
  • the communication layer provides the protocols and functions to allow the exchange of information with other system agents and function agents, as well as with other elements of the interface shell. Some of the protocols used for communication include the TCP/IP, and the OSI. Communication between function agents and system agents, as well as between function agents and other function agents are provided.
  • the situational awareness layer provides the computational processes to manipulate, update and report the real world data to maintain an understanding of the current state of the OR and the surgical process.
  • the manipulated data is stored within the agent in its attributes and it is shared with other agents as well as the central Information system (Central Database) through the communications layer.
  • Central Database central Information system
  • the coordination layer provides the computational process to determine priority of execution with in the agent community.
  • the priority is determined based on the combination of the agents Identity and the particular location of the FA within the knowledge-base hierarchy.
  • the warning and cues layer provides the computational process to monitor critical individual attributes and/or critical combination of attributes.
  • the criticality is determined by predetermined thresholds of system's operational acceptability.
  • these warnings and cues constitute the decision support systems (DSS) that is implemented through Artificial Intelligence algorithms that provide means to extract the expert knowledge captured in knowledge-base residing in each system and function agents and the community of agents as a whole.
  • DSS decision support systems
  • Artificial Intelligence algorithms that provide means to extract the expert knowledge captured in knowledge-base residing in each system and function agents and the community of agents as a whole.
  • the knowledge base permeates the entire smart system 100 architecture and the manipulation of the knowledge base leads to machine based learning.
  • the function agent adds the chronological and procedural organization of the data based on the knowledge-based hierarchy of FA. In effect the FA stamps the data stream with its associated process node identifier.
  • the performance monitoring layer provides the computational process to compare real world current states to the defined performance standards.
  • the performance standards are also stored within the FA and constitute a component of the knowledge-base, extracted from the engineering models that acquired the expert's knowledge.
  • the performance monitoring layer also recognized potential errors by implementing artificial intelligence algorithms. This error identification provides a mechanism for error trapping and a countermeasure to mishap. Additionally, recognized opportunities for improvement and initiates the communication with the corresponding SA that represents the human actors.
  • the process navigation layer provides the computational processes to reproduce the virtual global work flow map that includes all of the interlacing subprocess within the OR.
  • the data transmitted from the various SA to the FA provide the location of the current OR situation in relationship to the overall OR process, which in turn orients the human actors within the OR and tasks at hand.
  • the above general categories are controls and constraints for the operation of each FA at the higher level of the knowledge-base hierarchy, and they correspondently discompose in parallel following the function agent decomposition so that each child FA has specific directive that govern their specific activities.
  • two hierarchical trees merge together, one being branches of the FA hierarchy and the other the branches of the various guidelines that spring from the controls and constraints tree.
  • controls and constraints within the “adherence to medical/surgical Principles” category include, but not limited to: minimization of infection by adherence to sterile technique, minimization of tissue damage, among others.
  • the instances brake down to finer detail corresponding to each FA.
  • the agent's guideline as defined in standard surgical and nursing textbooks would trigger a warning to discard or redrape any object that the soiled sponge came into contact with.
  • the model for example the IDEF0 model, captures the documents and directives from the experts and then takes those rules and turns them into computational operations within the methods section of each agent, thereby, the entire system is powered by the expert knowledge.
  • Priority processing refers to the way in which agents determine the priority of execution within the community of other agents, with respect to precedence of error reporting, cuing and warning, among others.
  • the situation awareness, warning and cues, and coordination layers identify and mange sequence of execution with in each individual agent. For example, if an error is made, or a non-compliance with a directive has occurred, the agent will attempt to communicate to the respective actor managing that particular activity through his/her SA.
  • a process for determining priority of presentation and assignment of medium of presentation according to the individual actors responsible for the correction of the error or acting on the opportunity is provided.
  • This process of priority assignment occurs with in the coordination layer of the agents and is marked with the specific XML tag, for example.
  • the process of hierarchical decomposition of functions into less complex functions the number of potential problems with each finitely granulated FA becomes a significantly smaller number, and thus the number of messages competing for the actors' attention becomes manageable and can be easily distributed through the interfaces resources, such as the LCD or headset.
  • well recognized algorithms for competitive and cooperative agent inter working together are provided. These algorithms are implemented to govern the activities of FA and SA in cooperative/competitive situations.

Abstract

Embodiments in accordance with the present invention relate to methods and apparatus for an intelligent human-machine interface. By way of example, but not limited thereto, embodiments of methods and apparatus are presented of an intelligent human-machine interface for the operating room, and more particularly, to systems and processes for real-time management and feedback of process control, situational awareness, logistics, communication, and documentation, herein referred to as system. One element of the system, among others, provides a knowledge base that organizes information and rules that enables an accurate, relevant and timely decision support system. The knowledge base is represented in a hierarchical structure of functions and systems. The system serves as platform for the avoidance, detection and timely correction of errors, and as such, acts as a countermeasure to error.

Description

    RELATED APPLICATIONS
  • This is a PCT application claiming priority to U.S. Non-provisional application Ser. No. 11/255,593, filed on Oct. 20, 2005, which is in its entirety incorporated herewith by reference.
  • FIELD
  • The present invention is related to information and control systems, and more particularly, to systems and processes for real-time management and feedback of process control, situational awareness, logistics, communication, and documentation.
  • BACKGROUND
  • Technology and innovations have come to the healthcare industry in a haphazard fashion. The unplanned development of medical technology has cluttered both the physical operating room (OR) landscape and the surgeon's and other healthcare team member's mental mindscape with a disjoint collection of equipment and instruments. Subsequently, the unplanned development has created many gaps in the surgery's potential capabilities as well as fragmentation of the environment which harbors inefficiency, invites human-error, and suffers preventable mishaps. The OR clutter has resulted as a consequence of fragmentary innovations without commitment to any unifying design philosophy or overarching physical and sensory infrastructure. Essentially, the principles of human modeling and simulation (HMS) and human factors engineering have been ignored, thereby allowing piecemeal innovation to box the surgeon and process into a corner. The development of future healthcare environment must integrate HMS engineering principles into and throughout the design process so that we can produce a generation of truly “smart” instruments that serve critical process needs and procedures as opposed to offering another batch of simply “clever” gadgets.
  • All industries seek to define and implement quality processes as many activities move from a cottage industry to mature scientific endeavor. Management tools such as Total Quality Management (TQM), Six Sigma, and ISO 9000, among others, are difficult to uniformly apply until the processes of an industry have evolved to the point of specific definition, standardization, measurement, and optimization. For an industry to effectively and rapidly ramp up to the quality standards demanded by the world market place, requires a smart environment that complements the human decision making and compensates for both human fallibilities and systems vulnerabilities. Health care is a traditional industry that straggles to meet the quality demands of the twenty first century: effectiveness, efficiency (economy) and safety.
  • As healthcare leadership examines the delivery of healthcare in America, a glaring deficit emerges: the lack of modern safety systems to reduce the iatrogenic injuries inflicted in the delivery of care. The physicians, nurses, and support staff are not careless, but rather the entire system is vulnerable. The Institutes of Medicine released a report in 2000, estimating that 3.7 percent of all hospitalizations are marred by an adverse event and forty-three percent of those adverse events occurred in surgery, a disproportionately high rate compared to all hospitalized patients.
  • Analysis of the events indicates that 70 percent of these events were preventable. A significant number of patient deaths are attributed to medical error, 44,000 to 98,000 per year. Regardless of which set of numbers is judged to be more accurate, expert opinion is that the rate of medical error, particularly surgical error, must be controlled.
  • An explosion of new technical surgical equipment and associated intricate surgical procedures has created a complex, high-risk environment for the modern surgeon. It harbors inefficiency as well as systemic vulnerability to error. Human errors lead to patient morbidity, mortality, and other adverse events. Many of the activities within the OR are disjointed. There is a need to organize the personnel around the central task in order to focus their intellectual and physical efforts. The operating room is plagued by poor acoustics and a surgical site that cannot be readily visualized by many members of the OR team. Therefore, the constructive oversight and suggestions of all team members cannot be accomplished because most of the team is simply “left out” of the procedure.
  • The disconnect between the anesthesiologist, circulating nurse and the hospital support network causes innumerable inefficiencies, distractions, and interpersonal tensions. Logistical demands of complex surgery, particularly endoscopic surgery, aggravate this situation within the OR, leading to miscommunications, non-communication, lack of efficient teamwork, and general failure of the OR personnel to form an effective learn.
  • The OR has evolved into a complex human-machine system in which traditional means of communication and control are no longer satisfactory. Now the human actors, including surgeons, anesthesiologists, and nursing staff, require an overarching system to facilitate their interactions, minimize errors, and allow the surgeon to concentrate on the task at hand; actually performing the surgical procedure. Confusion and lack of situational awareness on the part of all the OR team members degrades both safety and efficiency.
  • With complex equipment, people, and purposes, it is easy to see where conflict and difficulty maintaining healthy team dynamics arise. Humans have limits; there is a point at which multitasking becomes over-tasking. Furthermore, the rigid hierarchy has proven in many circumstances to inhibit subordinates from giving clues and corrections to obvious mistakes of the surgeon or anesthesiologist who are generally placed at the top of the hierarchical system. There are time pressures, safety concerns and basic tensions as the various player roles and parallel activities come together. Research shows that surgeons as well as other team members would prefer a more collaborative environment with team input and direction.
  • By way of example, looking at the transfer of materials, the circulator and scrub nurse provide the flow of instruments, implants and expendable items for the operation. They also clear specimens, unneeded instruments, and used expendables to reduce clutter. The circulator also completes a great deal of documentation including: basic paperwork recording surgical events and exact procedures performed, who is in the room, surgery start time, specimens, drugs administered, and material requisition and billing sheets.
  • The circulator shuttles between instrument and material storage rooms within and outside of the OR to obtain needed materials for the procedure. Outside shuttling is also facilitated by the OR clerk and manager who communicate with the hospital logistics system, the laboratory, radiology, among others, to provide material support.
  • The OR team does not function in a vacuum. During the course of surgery there are many messages relayed to the surgeon, anesthesiologist, and other team members. Some of these messages are pertinent to the surgery. Many are pertinent to other medical business or even personal business.
  • Neither the problems nor solutions are superficial. The problems are deeply buried in the details of the surgical process and the activities within the OR. They require a solution with intense observation, thoughtful analysis, re-engineering of the OR, and appropriate training of the actors.
  • What is needed in the art is an OR with: more effective, efficient, and safer processes, including planning, surgical, and anesthesia processes that do the right things correctly, quickly, and using scarce resources sparingly, so as to cause no undue harm to the patient; more complete, accurate, and timely situation awareness, including shared team knowledge of the patient, equipment, materials and supplies, processes, and team activities; more effective logistics, including a more proactive support process that provides what is needed, where it is needed, when it is needed; better communication about the state of the OR system and processes, team goals, requests, and directives; and more complete, accurate, and timely documentation that not only meets accounting and archiving purposes, but produces records in real-time that are immediately useful to the OR team through a process that is less time consuming and disruptive to other OR activities.
  • SUMMARY
  • An intelligent human-machine interface comprising an interface shell, a system agent and a function agent is provided in accordance with an embodiment of the present invention. The system agent includes one or more dynamic, knowledge-based software object sub-agents adapted to model and track the state of a work area. The function agent is adapted to model, track, and facilitate work area functions. The interface shell is adapted to provide a hardware and software interface between the system agent and the function agent. The intelligent human-machine interface is adapted to track the movement of specific instruments and actors. The intelligent human-machine interface is adapted to indicate key milestones in a work process.
  • In accordance with another embodiment, the intelligent human-machine interface further comprises means wherein voice recognition and specific workstation input identifies a human actor and holds the actor responsible for the accuracy and effort to accomplish a checklist-prescribed event. The interface shell is adapted to provide intelligent prompts projected on a monitor providing situational and logistics information.
  • In accordance with another embodiment, the intelligent human-machine interface further comprises a dynamic documentation system in communication with the function agents and system agents. The dynamic documentation system tracks events and anticipates the next likely step, cueing operator and team members.
  • In accordance with another embodiment, the intelligent human-machine interface further comprises a layering architecture, comprising a tracking layer, and equipment and supply management layer, a coordination layer, a situation awareness layer, and an oversight layer. The equipment and supply management layer adapted to take the information from the tracking layer and processes the information in regards to records, inventory and maintenance systems. The coordination layer is adapted to take information from the tracking layer and the equipment and supply management layer to develop an image of what is occurring in comparison to what an overall plan is based. The situational awareness layer is in communication with the tracking layer and adapted to provide output features to the various interfaces. The oversight layer is adapted to combine the information from the situational awareness layer with the function agents to determine if processes are being preformed correctly.
  • A method for providing an intelligent human-machine interface in accordance with an embodiment of the present invention comprises providing an interface shell, providing a system agent including one or more dynamic, knowledge-based software object sub-agents adapted to model and track the state of a work area, and providing a function agent adapted to model, track, and facilitate work area functions. The interface shell is adapted to provide a hardware and software interface between the system agent and the function agent. The method further comprises creating a system hierarchy model of the structural elements of a system and a function model of the operating room, identifying a set of sensor, actuator, and communication systems necessary to implement functionality, identifying component and interface specifications for the acquisition and integration of the physical components, creating function model software specifications, and utilizing a model based knowledge base to construct the hierarchy and operations.
  • In accordance with another embodiment, the method for providing an intelligent human-machine interface further comprises providing voice recognition and specific workstation input so as to identify a human actor and holds the actor responsible for the accuracy and effort to accomplish a checklist-prescribed event, the interface shell adapted to provide intelligent prompts projected on a monitor providing situational and logistics information.
  • In accordance with another embodiment, the method for providing an intelligent human-machine interface further comprises providing a layering architecture, comprising a tracking layer, an equipment and supply management layer adapted to takes the information from the tracking layer and processes the information in regards, to records, inventory and maintenance systems, a coordination layer adapted to take information from the tracking layer and the equipment and supply management layer to develop an image of what is occurring in comparison to what an overall plan is based, a situational awareness layer in communication with the tracking layer and adapted to provide output features of the various interfaces, and an oversight layer adapted to combine the information from the situational awareness with the function agents to determine if processes are being preformed correctly.
  • An intelligent human-machine interface for a medical operating room comprising an interface shell, a system agent, and a function agent is provided in accordance with an embodiment of the present invention. The system agent includes one or more dynamic, knowledge-based software object sub-agents adapted to model and track the state of the operating room. The function agent is adapted to model, track, and facilitate operating room functions. The interface shell is adapted to provide a hardware and software interface between the system agent and the function agent. The intelligent human-machine interface is adapted to track the movement of specific instruments and actors. The intelligent human-machine interface is adapted to indicate key milestones in a work process.
  • In accordance with another embodiment, the intelligent human-machine interface further comprises means wherein voice recognition and specific workstation input identifies a human actor and holds the actor responsible for the accuracy and effort to accomplish a checklist-prescribed event. The interface shell is adapted to provide intelligent prompts projected on a monitor providing situational and logistics information.
  • In accordance with another embodiment, the intelligent human-machine interface further comprises a dynamic documentation system in communication with the function agents and system agents. The dynamic documentation system tracks surgical events and anticipates the next likely step, cueing operator and team members.
  • In accordance with another embodiment, the intelligent human-machine interface further comprises a layering architecture, comprising a tracking layer, and equipment and supply management layer, a coordination layer, a situation awareness layer, and an oversight layer. The equipment and supply management layer adapted to take the information from the tracking layer and processes the information in regards to records, inventory and maintenance systems. The coordination layer is adapted to take information from the tracking layer and the equipment and supply management layer to develop an image of what is occurring in comparison to what an overall plan is based. The situational awareness layer is in communication with the tracking layer and adapted to provide output features to the various interfaces. The oversight layer is adapted to combine the information from the situational awareness layer with the function agents to determine if processes are being preformed correctly.
  • In accordance with another embodiment, the intelligent human-machine interface further comprises a layer adapted to connect to other intelligent human-machine interfaces through the internet to create a library of correct and incorrect procedures with aims to facilitate machine learning.
  • In accordance with another embodiment, the intelligent human-machine interface further comprises means to transmit changes aimed at process optimization to all human actors, mechanical elements, and support systems in order to enhance quality.
  • In accordance with another embodiment, the intelligent human-machine interface further comprises means wherein the agent and object based software architecture provides easy adaptability and expandability for the fast and efficient transmission of information between agents in the form of software robots.
  • An RFID sensor sheet is provided in accordance with an embodiment of the present invention. The RFID comprises an antenna array coupled to a film, and electronics adapted to provide power and a communication means for coupling to RFID detection electronics and communication electronics to communicate sensor data to an access point connected to a computer platform that supports the system's RFID middleware. The antenna array is adapted to create a specific volume of space that an RFID tagged object will be reliably detected. The RFID sensor sheet is adapted to register the identity of an RFID tagged item place therein.
  • The RFID sensor sheet further comprises a wireless transceiver in accordance with another embodiment of the present invention. The RFID sensor sheet further comprises electronics comprising control means to adjust the gain of the antenna array to adjust the sensing volume above the surface in accordance with another embodiment of the present invention.
  • A tracking system is provided, comprising an RFID sensor sheet and a video tracking system, in accordance with an embodiment of the present invention. The RFID sensor sheet comprises an antenna array coupled to a film, and electronics adapted to provide power and a communication means for coupling to RFID detection electronics and communication electronics to communicate sensor data to an access point connected to a computer platform that supports the system's RFID middleware. The antenna array is adapted to create a specific volume of space that an RFID tagged object will be reliably detected. The video tracking system comprises a camera adapted to be located such that its field of view is able to image a work object that is placed on a work surface.
  • BRIEF DESCRIPTION OF THE DRAWINGS
  • Like reference numbers generally indicate corresponding elements in the figures.
  • FIG. 1 is a schematic diagram showing the smart system as an interface for a plurality of OR elements, in accordance with an embodiment of the present invention;
  • FIG. 2 is a schematic diagram showing the smart system as a layered structure comprising an interface shell, a system agent, and a function agent, in accordance with an embodiment of the present invention;
  • FIG. 3 is a schematic diagram showing some of the hardware subsystems of the interface shell, in accordance with an embodiment of the present invention;
  • FIG. 4 is a schematic diagram showing some of the virtual elements, software representations, of the system agent, in accordance with an embodiment of the present invention;
  • FIGS. 5A and 5B is a schematic diagram showing some of the elements of a function agent associated with performing laparoscopic surgery, in accordance with an embodiment of the present invention;
  • FIGS. 6A-6I are schematic diagrams of underlying sub-function agents, in accordance with an embodiment of the present invention;
  • FIG. 7 is a schematic diagram showing some of the elements of the layering architecture, in accordance with an embodiment of the present invention;
  • FIG. 8 is a schematic diagram of a dynamic documentation system in accordance with the present invention;
  • FIG. 9 is a schematic diagram of a checklist system in accordance with the present invention;
  • FIG. 10 is a schematic diagram showing some of the elements of the dynamic documentation system integrated with function agents, in accordance with an embodiment of the present invention;
  • FIG. 11 is a top view of a RFID sensor sheet, in accordance with an embodiment of the present invention;
  • FIG. 12 is a side view of the RFID sensor sheet, in accordance with an embodiment of the present invention;
  • FIG. 13 is a side view of a video tracking system, in accordance with an embodiment of the present invention; and
  • FIG. 14 is a perspective view of a headset, in accordance with an embodiment of the present invention.
  • DETAILED DESCRIPTION
  • References will now be made to embodiments illustrated in the drawings and specific language which will be used to describe the same. It will nevertheless be understood that no limitation of the scope of the invention is thereby intended, such alterations and further modifications in the illustrated methods and apparatus, as such further applications of the principles of the invention as illustrated therein as being contemplated as would normally occur to one skilled in the art to which the invention relates.
  • “Agent” as used herein refers to a computer program that has the ability to perceive, reason and act in an autonomous manner in both a reactive and proactive fashion. A common view of an agent is that of an active object defined by a specific bounded process, and with the ability to communicate with other agents.
  • “Autonomy” as used herein refers to “under self-control”,
  • “Knowledge-Base” as used herein refers to the language to communicate assertion about the real world and provides the structure to logically store data and process that resemble the real world elements, interactions and their interrelationships. Each agent's attributes and methods represent a subset of the Knowledge-Base and the interactions and relationships between agents complete the overall Knowledge-Base.
  • “Agent architecture” as used herein refers to a particular method to build agents, so they can perceive, reason, and act autonomously among a community of other agents.
  • “Architecture” as used herein refers to the particular arrangement of the data, algorithms, and control flows, which the agent uses to decide what to do.
  • “Layered agent architecture” as used herein refers to the particular structure in which each agent's functions are arranged to accomplish multiple types of behavior, such as reactive behavior, pro-active behavior, logic based, behavior, cooperative behavior, among others.
  • “System architecture” as used herein refers to the structure or organization of the components (modules), the manner in which these components interact, and the structure of the data that is used by the components.
  • “Interface shell” as used herein refers to hardware and software required to host the agents and to link those agents with the structural, physical elements of the environment.
  • “Middleware” as used herein refers to a collection of infrastructure components that enable communication of different system components.
  • “System agents” as used herein refers to agents that model and represent the physical components within the real world system of interest so as to keep track of the state of its physical and hence system components, to make that state information available to other agents, and to recognize and inform other agents about existing or predicted non-normal conditions of that system. In general, anything related to a machine/instrument/person, such as, but not limited to, identifying, tracking, and characterizing, can be done with a system agent communicating with that entity through the interface shell.
  • “System agent mantle” as used herein refers to a collection of interrelated system agents.
  • “Function agent” as used herein refers to a repository of intelligence that tracks and compares the real world process to its knowledge base with what the process should be for efficient, effective and safe execution. In general, anything related to a process/function, such as, but not limited to, monitoring its process, documenting it, and alerting actors, is done by a function agent communicating with system agents and other function agents.
  • “Function agent core” as used herein refers to a set of interrelated function agents.
  • “Sub-function agent” as used herein refers in recognition that there is a hierarchy of functions, implying subordinate and superordinate relationships among some of the function agents. Sub-function agents are none-the-less function agents.
  • “Priority processing” as used herein refers to the way in which agents determine the priority of execution within the community of other agents, with respect to precedence of error reporting, cuing and warning, among others.
  • Embodiments in accordance with the present invention relate to methods and apparatus for an intelligent human-machine interface. By way of example, but not limited thereto, embodiments of methods and apparatus are presented of an intelligent human-machine interface for the operating room (OR), and more particularly, to systems and processes for real-time management and feedback of process control, situational awareness, logistics, communication, and documentation, herein referred to as smart system 100. One element of the smart system 100, among others, provides a knowledge base that organizes information and rules that enables an accurate, relevant and timely decision support system. The knowledge base is represented in a hierarchical structure of functions and systems. The smart system 100 serves as platform for the avoidance, detection and timely correction of errors; and as such, acts as a countermeasure to error.
  • FIG. 1 is a schematic diagram showing how smart system 100 presents as an interface for a plurality of OR elements, including, but not limited to, the OR facilities 110, hospital infrastructure 111, OR equipment 112, OR documents 113, OR team 114, and the patient 115, in accordance with an embodiment of the present invention.
  • FIG. 2 is a schematic diagram showing smart system 100 as a layered structure comprising an interface shell 120, a system agent 130, and a function agent 140, in accordance with an embodiment of the present invention. The interface shell 120 is a hardware and software interface between the systems, subsystems, and elements of the OR and the system agent 130 and the function agent 140. The interface shell 120 further comprises hardware and software required to host the system agent 130 and the function agent 140 and to link the function and system agents 130,140 with the structural elements of the OR.
  • FIG. 3 is a schematic diagram showing examples of the hardware subsystems 122 of the interface shell 120, in accordance with an embodiment of the present invention. Hardware subsystems 122 of the interface shell 120 include, but are not limited to, bar code sensors 10, radio frequency identification (RFID) sensors 11, localization sensors 12, digital video cameras 13, machine vision 14, intelligent tools (robots) 15, pushbuttons 16, touch panels 17, speech recognition systems 18, gesture recognition systems 19, large flat-panel displays 20, head-mounted displays 21, sound systems 22, wired and wireless data communication systems 23, and computer systems 24 required to process the data. The interface shell 120 obtains data from the hardware subsystems 122, communicates the data to the system agent 130 and function agent 140, and communicates information and commands from the function and system agents 130,140 back to the hardware subsystems 122.
  • FIG. 4 is a schematic diagram showing some of the virtual elements 132 (software representations) of the system agent 130, in accordance with an embodiment of the present invention. The system agent 130 comprises one or more system sub-agents 131 adapted to model and track the state of the OR. Every system, subsystem, and significant element of the OR, such as, but not limited to, the patient 30, the surgeon 31, the electro-surgery unit 32, a single sponge 33, has associated with it a dynamic, knowledge-based software object defined as a system sub-agent 131. The role of a system sub-agent 131 is as a liaison between the respective hardware subsystem 122 and the rest of smart system 100. The liaison roles include, but are not limited to:
  • maintaining a dynamic model of the hardware subsystem 122, including its structure (i.e., its subsystems and elements) and behavior (changes in state/status);
  • monitoring and tracking the state/status of the hardware subsystem 122, such as, but not limited to, the patient's blood pressure, the current settings of the electrosurgery unit 32, the physical location of a sponge 33;
  • anticipating the behavior of the hardware sub-system 122 by predicting its state/status into the future;
  • providing past, present, and projected hardware subsystem 122 state/status information to other system sub-agents 131 and the function agent 140;
  • alerting the function and system agents 130,140 and OR personnel to non-normal states of the hardware subsystem 122, such as, but not limited to, a sudden drop in the patient's blood pressure, or a drop in voltage in the electrosurgery unit 32;
  • relaying state/status information from other system sub-agents 131 to a hardware subsystem 122, such as, but not limited to, the patient's blood pressure to the surgeon 31 via a head-mounted display 21;
  • sending control information to the hardware subsystem 122, such as, but not limited to new settings and on/off signals to the electrosurgery unit 32;
  • translating speech, such as, but not limited to surgeon 31 comments, commands, and queries, to event and control codes recognizable by the smart system 100;
  • logging relevant time-stamped information such as, but not limited to the patient's blood pressure, from the hardware subsystem 12Z to a dynamic documentation file (DDF) 150;
  • performing diagnostics on its hardware subsystem 122;
  • sending data to the surgical situation display (SSD) 25; and
  • warning personnel of potential problems with the hardware subsystem 122 via personnel agents.
  • In accordance with an embodiment of the present invention, a personnel agent, a type of system sub-agent 131, is adapted to, such as, but not limited to: use a knowledge base derived from a predetermined person, such as, but not limited to, a surgeon 31; relay individual-specific information to the predetermined person; translate speech to system-recognizable information, queries and commands; and log notes to the DDF 150.
  • FIG. 5A is a schematic diagram showing an example of functions 144, 144A-144OO associated with a function agent 140 associated with performing laparoscopic surgery, in accordance with an embodiment of the present invention. The function agent 140 is adapted to model, track, and facilitate OR functions. A function is defined as a goal-directed process. By way of example, but not limited thereto, the process of surgery is represented as a hierarchy of functions 144, 144A-144OO and associated sub-function agents. The top of the hierarchy is the function 144 of a laparoscopic hysterectomy 144.
  • FIG. 5B is a schematic diagram continuing from the diagram of FIG. 5A. The function agent extends beyond the periphery and into the heart of the procedure and in the embodiment this would be laparoscopic hysterectomy extending downward from function 144O the steps and sub-steps would form individual nodes and hence function agents. Rules deriving from, such as, but not limited to, institutional policies, guidelines and professional organization guidelines and government regulations control these individual activities.
  • Each function 144 has associated with it a dynamic, knowledge-based object called a sub-function agent 244. The role of a sub-function agent 244 is to recognize when its function should begin, track the progress and status of the function, facilitate the performance of the function, and keep other system and function agents and personnel informed about the function.
  • FIG. 6A is a schematic diagram of the underlying sub-function agent 244 associated with the laparoscopic hysterectomy function 144, in accordance with an embodiment of the present invention. The associated sub-function agent 244 comprises, such as, but not limited to, inputs, mechanisms, controls and outputs. The inputs are associated with the patient, readiness of the OR, and documentation. The mechanisms comprise the actors, such as humans and machines, which perform the function, among others. The controls comprise the goal and issues associated with facilitating or constraining the function, such as, but not limited to, the goal outcome, patient factors, surgical system factors, philosophy, policies, procedures and practices. The outputs comprise issues related to the result of the function, such as, but not limited to the recovering patient, OR cleaning and restocking, surgical specimens and waste, and finished documentation.
  • FIG. 6B is a schematic diagram of the underlying sub-function agents 244A, 244B, 244C, 244D, 244E, 244F extending from laparoscopic hysterectomy function 144 and associated with respective second level sub-functions: plan the surgery 144A, prepare the patient for the surgery 144B, prepare the OR for the surgery 144C, perform the surgery 144D, initiate patient recovery 144E, and restore surgical system to neutral state 144F, respectively as shown in FIG. 5A, in accordance with an embodiment of the present invention.
  • FIG. 6C is a schematic diagram of the underlying sub-function agents 244G, 244H, 244I, 244J, 244K extending from perform surgery function 144D, and associated with respective third level sub-functions: support OR functions 144G, configure OR 144H (including logistics support), manage patient position 144I, manage patient physiology 144J, and perform surgical procedure 144K, in accordance with an embodiment of the present invention.
  • FIG. 6D is a schematic diagram of the underlying sub-function agents 244L, 244M, 244N, 244O, 244P, 244Q extending from perform surgical procedure function 144K: plan and assess 144L, create and maintain workspace 144M, prepare anatomic site 144N, perform procedure 144O, exit procedure site and region 144P, and close patient 144Q, in accordance with an embodiment of the present invention.
  • FIG. 6E is a schematic diagram of the underlying sub-function agents 244R, 244S, 244T, 244U, 244V, 244W extending from create and maintain workspace function 144M; plan and assess workspace 144R, insert and secure primary trocar 144S, insufflate abdomen 144T, insert and manage laparoscope 144U, insert secondary trocar 144V, and document workspace findings 144W, respectively, in accordance with an embodiment of the present invention.
  • FIG. 6F is a schematic diagram of the underlying sub-function agents 244X, 244Y, 244Z, 244AA extending from insert and secure primary trocar function 144S: plan and assess primary trocar 144X, open abdominal wall for primary trocar 144Y, insert blunt trocar as primary 144Z, and secure trocar sleeve to abdominal wall 144AA, respectively, in accordance with an embodiment of the present invention.
  • FIG. 6G is a schematic diagram of the underlying sub-function agents 244BB, 244CC, 244DD, 244EE, 244FF extending from insert and manage laparoscope function 144U: manage laparoscope 144B, connect light source and camera 144CC, insert laparoscope into trocar sleeve 144DD, orient camera 144EE, and maintain clear view of workspace 144FF, respectively, in accordance with an embodiment of the present invention.
  • FIG. 6H is a schematic diagram of the underlying sub-function agents 244GG, 244HH, 244II, 244JJ extending from insufflate abdomen function 144T: plan and assess insufflation 144GG, secure tubing to trocar 144HH, control insufflator system 144II, and maintain internal space 144JJ, respectively, in accordance with an embodiment of the present invention.
  • FIG. 6I is a schematic diagram of the underlying sub-function agents 244KK, 244LL, 244MM, 244NN, 244OO extending from insert secondary trocar function 144V: plan and assess secondary trocar 144KK, prepare secondary trocar 144LL, select sites for secondary trocar 144MM, incision for secondary trocar 144NN, and insert secondary trocar 144OO, respectively, in accordance with an embodiment of the present invention.
  • The function agent 140 is adapted to, such as, but not limited to: maintain a model of each sub-function agent, including its state (including pending, active, suspended, completed), stage, including to what extent the function has been completed and its goal is accomplished, and status, including satisfactory, marginal, unsatisfactory;
  • maintain procedural knowledge about the function, including the major steps in the procedure;
  • monitor all OR subsystems and elements relevant to the function via the respective system sub-agents;
  • know and determine when its function should be initiated;
  • cue personnel, via the respective system sub-agents, when its function is nearly ready to begin;
  • track the progress and performance of its function;
  • provide appropriate procedural cues to personnel, when needed;
  • determine what information is needed to complete the function and make it available;
  • provide decision support and recommendations, if requested;
  • recognize potential errors and inform personnel;
  • recognize when the function's progress and/or performance is unsatisfactory and inform personnel;
  • recognize when the function is completed;
  • log significant procedural events and other information to a documentation file;
  • resolve conflicts among subordinate function sub-agents;
  • monitor speech via respective system sub-agents;
  • log events to the DDF 150, including, but limited to text and images;
  • send filtered information to the SSD 25; and resolve conflicts among sub-function agents using prioritization rules.
  • The decision making process and activities involved in performing a surgical procedure contain complexity and subtlety that have long resisted reduction to a simple model of what occurs within an operation. Integrated Definition (IDEF) modeling captures the complexity of the task interrelationships and decision making, thereby allowing one to approach surgery at the appropriate analytical level for the individual steps involved in a surgical procedure.
  • IDEF is a group of modeling methods that can be used to describe operations in an enterprise. Currently, sixteen methods, from IDEF0 to IDEF14, including IDEFIX, are each designed to capture a particular type of information through modeling processes. For example. IDEF0 methods are used to model the functions of an enterprise, creating a graphical model that shows what controls the function, who performs the function, what resources are used in carrying out the function, what the function produces, and what relationships the function has to other functions.
  • Unified Modeling Language (UML) is another approach used to model real-world objects. UML specifies how to describe: the class of object, the object, association, responsibility, activity, interface, use case, package, sequence, collaboration, and state.
  • Smart system 100 functions are based on an expandable model of the surgery which integrates the declarative knowledge contained in surgical atlases, journals and texts into the computer code that guides the OR team and equipment through the central process and concurrent parallel activities within the OR. Construction of a function model of the OR using appropriate engineering tools provides the needed framework of for analysis and refinement of the central surgical process. The model will have the flexibility to follow the processes of an operation or set of operations as the surgeon elects to change the usual sequence of procedures or steps within a given procedure.
  • Process support does not limit the surgeon to a rigid script but rather follows the surgeon-directed flow of the procedure and insures that all of the loose ends come together neatly by the conclusion of the operation.
  • A process is provided below by way of example, but not limited thereto, as to the function of smart system 100, as applied to a surgeon attempting to clamp a blood vessel during a laparoscopic surgical procedure. The surgeon verbally requests a “medium microclip”. A speech recognition system associated with the surgeon interprets the surgeon's speech. A surgeon system sub-agent encodes the speech and communicates it to other agents. A control hemorrhaging function sub-agent recognizes the surgeon's intent as consistent with correct procedure. A scrub nurse mistakenly hands a small microclip tool to the surgeon who does not notice the error. An overhead camera tracks a small microclip tool from a Mayo table to the sterile field and communicates data to a small microclip tool system sub-agent. The small microclip tool system sub-agent communicates its position in the sterile field to the control hemorrhaging function sub-agent. The control hemorrhaging function sub-agent recognizes the discrepancy and informs the surgeon via the surgeon system sub-agent and a surgeon's head-mounted display. The surgeon returns the small microclip tool to the scrub nurse.
  • Structure and function models of the OR for respective forms of surgery are created and implemented in smart system 100. A system hierarchy model of the structural elements of the OR system and an IDEFO function model, for example, is created. The models are revised and expanded based on the experience and expertise the physicians on the team and with the help of other subject matter experts such as physicians, nurses, and technicians.
  • From the system hierarchy model, a set of sensor, actuator, and communication systems necessary to implement smart system 100 functionality is identified. Component and interface specifications for the acquisition and integration of the physical components are identified.
  • From the system hierarchy model, the IDEFO function model software specifications are created. The specification may be presented in, but not limited to, Unified Modeling Language (UML), Use Case, Class Object, Activity, and State chart diagrams. A model based knowledge base is utilized to construct the hierarchy and operations.
  • FIG. 7 is a schematic diagram showing some of the elements of the layering architecture, in accordance with an embodiment of the present invention. The smart system 100 achieves practicality through a layering architecture that starts from the most basic functions to the most complex. In embodiments of the smart system 100, layers include, but are not limited to: tracking layer 160; equipment and supply management layer 161; coordination layer 162; situational awareness layer 163; oversight layer 164; documentation layer 165; national surgical surveillance network layer 166; and artificial intelligence layer 167, interconnected by a computer system 24.
  • Each system agent and function agent is layered according to the specification needed for the entire system to provide the desired informational and control outputs. This intra-agent layering architecture provides, among others: a tracking layer; an equipment and supply management layer adapted to take the information from the tracking layer and processes the information in regards to records, inventory and maintenance systems: a coordination layer adapted to take information from the tracking layer and the equipment and supply management layer to develop an image of what is occurring in comparison to what an overall plan is based; a situational awareness layer in communication with the tracking layer and adapted to provide output features of the various interfaces; and an oversight layer adapted to combine the information from the situational awareness with the function agents to determine if processes are being preformed correctly, as well as other layers to accommodate other functions such as, but not limited to, artificial intelligence.
  • The system and function agents are then laced together with a network of threads running between the various agents in the community to form distinct networks at each of the specified hierarchical levels. The multiple network layers stack together, providing an organized information transfer and processing base to allow the agents to interact in a meaningful manner aligned by the core activities required the smart system 100 to generate the desired information and control outputs.
  • Each of these layers is of increasing complexity and relies on the underlying layer(s) to complete their functions. The tracking layer 160 is a superset of the system agents 130. The tracking layer 160 tracks the instruments, equipment and expendables, as well as, but not limited to the personnel, such as the surgeon, anesthesiologist, and patient. The tracking layer 160 relies on varied technologies including, but not limited to, bar coding, machine vision. EMFM transponder schemes, and LED beacon tracking systems within the OR.
  • The equipment and supply management layer 161 is the layer that is interactive, in that it takes the information from the tracking layer 160 and then processes that in regards to, among other things, the hospital records and inventory and maintenance systems for the entirety of the OR equipment and expendables.
  • The coordination layer 162 coordinates the myriad of data features from the tracking layer 160 and the equipment and supply management layer 161 to develop an image of what is occurring in comparison to what the overall plan is based on relevant predetermined surgical models. Within the coordination layer 162, the majority of the function agents 140 are collected. The coordination layer 162, with the equipment and supply management layer 161 and tracking layer 160, makes the broad base of the pyramid upon which more subtle and complex functions and data manipulation can occur.
  • The situational awareness layer 163 is where the surgical displays and the output features of the various interfaces, including the surgical workstations, reside, among other things. This is the first level of human-to-smart system 100 interaction. The situational awareness layer 163 provides decision support to the human actors by accessing the knowledge base, among other things, and communicates the appropriate data in the knowledge base to the human actors.
  • The oversight layer 164 combines the developing situation information and the situational awareness with the function agents 140 so that smart system 100 can determine if the processes are being preformed correctly and if there are any developing dangerous situations. The oversight layer 164 generates warnings and cues, among other things. Other items within the oversight layer 164 include, but not limited to, checklist data for human actor verification of key events within a given surgical plan. The oversight layer 164 contains the virtual mirror for the human team to examine their actions and activities in relationship to the ideal goals.
  • The documentation layer 165 takes the immense stream of data from the other layers 160, 161, 162, 163, 164 and organizes that information into reports for standard surgical documentation and/or provides data points that are used for surgical research on a national network basis, among other things.
  • The national surgical surveillance network 166 is a network of a plurality of systems 100 in communication to mine the documentation data and look for vulnerabilities, areas for improvement, increased effectiveness and efficiency.
  • The artificial intelligence layer 167 characterizes the patterns of smart system 100 as a macro network construct from all the data. This is a method of augmenting human analysis of the data and this information can stream downward toward the surveillance layer 166, documentation layer 165, and oversight layer 164, and then to the fundamental programming of the smart system 100 and network as a whole.
  • Looking into each layer, it is appreciated that there are software agents contained at the appropriate level of layers. Multiple threads of data and process data link these agents together. Substantially all of the operations and interrelationships of the OR are provided by smart system 100.
  • From one smart system 100 to another smart system 100, a standard protocol is utilized to ensure that documentation, tracking protocols, and processes are uniform throughout the systems 100. This enables effective interjection of artificial intelligence at the layer of national surgical surveillance network 166.
  • FIG. 8 is a schematic diagram of a dynamic documentation system (DDS) 150 in accordance with an embodiment of the present invention. The smart system 100 comprises the DDS 150 linked to the function agents 140 and system agents 130 by way of the computer system 24. Documented tasks include, but are not limited to: adherence to basic standards; cataloging significant peri- and intra-operative events; accurate billing; establishing a medical legal record; and research data.
  • In embodiments of the present invention, sensors are adapted to provide an automatic, accurate method to collect information with a minimum of human interaction in order to populate the OR database in real time. The sensors are used, among other things, to track material flow, activities and central processes occurring in the OR in real-time.
  • By way of example, but not limited thereto, sensors include video and audio sensors. These sensors are adapted to provide real-time photos and video documentation to track rapidly evolving events. This data enhances and strengthens the record, and ensures accurate recall on the part of human actors. Smart system 100 creates a surgical record.
  • Using modeling, such as, but not limited to, IDEF0-defined milestones of a respective surgical procedure, the video and audio sensor and equipment performance data is “tabbed” and archived into a master procedural record, allowing for rapid identification and playback. The data is also stamped chronologically so that time, motion and function are captured and the data can be collated accordingly.
  • In an embodiment in accordance with the present invention, dynamic documentation tabbing involves extemporaneous acknowledgement of the surgical team to agreed-upon milestone events, such as, but not limited to opening the abdomen, and taking a sponge count. The event enters the record as it occurs, correlating to the video and master data record. The documentation has XML or other appropriate mark up language, sub points, which are determined by system analysis as to major milestones within the surgical procedure, sensor data, and items of demonstrated vulnerability to error, among others. The video frames, speech and other portions of the overall data stream are tagged with multiple XML labels that allow smart system 100 to browse the data.
  • The OR process record is provided to determine adherence to best technique/quality models for the operation being preformed. The video systems and machine vision, coupled with enhanced playback and editing, is provided to help the surgeon recreate events within the OR for error correction. For example, but not limited thereto, a query is performed, such as, but not limited to, as to the location of a lost sponge or what the initial color and the texture of an organ or tissue prior to the completion of surgery.
  • XML tagging methods are known in the art of computer information systems.
  • A logical division of records is provided and adapted for analysis. Verbal commentary from the surgeon and open microphone comments from each OR participant is stored in a corresponding audio log. Voice recognition is provided so that a respective OR participant is recorded into the patient record tagged with the identification of the source. The surgeon and other team members dictate intentions, findings, or problems, among other things, into the record. The verbal actor inputs not only record events, but also provides aids for navigating through the procedure. Combined with keyboard inputs and updates, the verbal record creates an information rich record that captures the actors' situational awareness and decision process. The physical activities of surgery, such as the movement of specific instruments which are tagged, such as, but not limited to, by barcode and/or RFID, indicate key milestones in the procedure provide XML punctuation points for the video record indicating where the surgical team is in the surgical process.
  • FIG. 9 is a schematic diagram of a checklist system 152 in accordance with the present invention. Checklists are provided to the OR actors. Each surgical procedure has certain steps, methods and specific checks to insure surgical quality and patient safety. A checklist based on current practice distills down the items found to be essential as defined by the texts, professional guidelines, standard operating procedures and the primary items for best practice is provided. Smart system 100 monitors in real-time clear thought verification and definitive observed action throughout the process. Each element of the operation has its own checklist items that dovetail into a master checklist instilled into smart system 100.
  • Checklist information is prioritized according to the urgency or priority of actions. In one embodiment in accordance with the present invention, information is provided by monitors installed in the OR with which the user can navigate quickly through screens to locate information, such as by touch and voice command, among others. Personnel can find the best practice of a respective procedure, be it caused by anticipated or unanticipated events or conditions.
  • Dynamic documentation increases situational awareness on the part of OR team members. The inclusion of voice recognition and specific workstation input identifies the human actors and holds them responsible for the accuracy and effort to accomplish the checklist-prescribed event. The process meshes smoothly with the team members' activities, as well the overall activity in the OR. Intelligent prompts are conveniently packaged in the form of both predescribed inputs through a checklist, and the checklist can, in an embodiment, be projected on a flat screen monitor providing situational and logistics information as well, to which the OR team can view and respond. The end result is increased team member alertness, vigilance and orientation during the surgical process.
  • The checklist content is predetermined by recognized standards defined by governmental agencies, professional organization, textbooks, and standard practice. While the hospital and individual surgeon can include local items, the inclusion of standards of practice will insure a basic level of quality if the checklist is followed.
  • The smart system 100, by way of the DDS 150 of FIG. 8, prompts the actors for input throughout the procedure, in accordance with an embodiment of the present invention. In addition to “yes” (affirmative) or “no” (negative) responses, some prompts require the specific actor(s) to search out the information and verbalize the data, such as, but not limited to the “O2 saturation is 98% after intubation”; “sponge count is 26” or “a strong pulse is felt below the vascular graft”. Other prompts are provided to initiate free thought, for example: “Is there anything we could be doing now”; “do you anticipate any problems with the way things are going”; and “do you have any suggestions to improve things”? In this way, utterances are recorded contemporaneously with the event, capturing and recording for future evaluation and consideration.
  • Another human attention enhancing device is gaming, where the actor knows that an error is present and is rewarded for finding it. These devices will increase human alertness and help the OR crew be mentally nimble and focused.
  • FIG. 10 is a schematic diagram showing some of the elements of the dynamic documentation system 150 integrated with function agents 140, in accordance with an embodiment of the present invention. The dynamic documentation system 150 integrated with function agents 140 has enough forethought to track surgical events and anticipate the next likely step. The dynamic documentation system 150 cues the operator and team members.
  • The following is presented by way of example, but is not limited thereto, as an application of the dynamic documentation system 150. All of the injectable and oral medications are marked with barcodes 10 as well as conventional labels 27. Barcodes 10 are referenced as each step in the process for automated tracking and elimination of confusion. A second barcode reader is built in to the IV pump, as well as an LCD display screen. The barcode reader verifies the identity and dose of the injectable drug. System 100 cross-checks patient allergies, prescribes a dosing schedule, and offers drug cross-reactions and special considerations. As the syringe goes into the port, the barcode information is captured, allowing smart system 100 to make the necessary checks and project information onto the screen in ready view of the nurse or physician. The medication name flashes on the screen, along with the amount, dosage, concentration, and other information as appropriate. These prompts serve as a ready check for the provider, insuring correctness of the intended action.
  • If for example the anesthesiologist intends to give drug “A” but has forgotten the patient allergy history, smart system 100 would flash a warning giving the doctor a chance to correct the error. An electronic stopcock would then close preventing drug administration. The event would be documented and captured. The warnings could be overridden with a voice command and the safety stop reversed if the physician or nurse determines the drug must be administered despite the possible risks.
  • Smart system 100 makes the operator take time to reconsider and confirm actions. Events are documented as they occur. Using electronic instrumentation, either in the syringe, IV line, or other surgical instrumentation, the exact dosage of medications, the power settings, among others, can be put into the record exactly at the time the event occurs. In this manner, there would be master logs of the events and administration of drugs. This log would then be altered with verbal or typewritten updates as to the part of the procedure that was occurring so that the entire context of the different activities is preserved. The dynamic documentation process will free the OR personnel from much of the paperwork they are plagued with, allowing concentration on direct surgical support.
  • Each human actor in the OR must have access to the pertinent information in order to understand the “OR systems.” Information must be given at an appropriate level for them to intelligently function above the level of reflex reaction. The actors must be aware of the “state” of things within the OR, such as, but not limited to, the patient and the equipment instruments. Defining the current “state” of an object does not have full meaning in itself and alone would be an imperfect fragment of information. Temporal context is required and state information is framed in the past, present, and future predictions. State information is contained in the individual system agent.
  • The state of the patient, captured by the patient system agent, can be defined as the aggregate of, but not limited to: clinical history; physical exam findings; current laboratory and radiology findings; and current physiological state of the patient. Clinical history includes identifying data, medical history, allergies, medications, and family history, among other things. The clinical history database follows the standard framework of medical history format currently taught in medical and nursing schools: history of present illness, including current working diagnosis, differential diagnoses and symptoms: past medical history, including actively treated diagnoses, inactive diagnoses, treating or managing physicians for each listed diagnosis; past surgical history; allergies, including allergenic substance, and associated types of reaction; usual medications, dosage and administration instructions, prescribing physician, date began, degree of patient compliance, time and date of last dose, intended medical condition for each medication; and family history, including type of disease, relative with disease, basis of the relative's diagnosis, among other things.
  • Within this clinical history, prior lab and radiology information pertinent to the diagnosis is captured. The clinical history is summarized in the form of diagnosis; the working diagnosis and differential diagnosis, as well as co-morbid disease processes, among other things.
  • The history of the present illness documents the data supporting the preoperative working diagnosis. The supporting symptoms and signs, as well as pathologic diagnoses can be captured by, among other ways, the ICDS 9 codes.
  • Under each diagnosis found in clinical history, a hierarchical series of ICDS 9 codes are arranged from the broadest and most inclusive diagnosis followed by the ICDS9 codes for the supporting symptoms. The ICSD9 conventions specify pathology and location as well as grading as to the severity. For example, most disease processes are set up in 1, 2, 3 manner (mild, moderate or severe). Additional special disease processes are defined by lab values, such as heart disease, 30 percent occlusion of vessels, versus 60 percent, versus 90 percent. The ICDS 9 codes typically accommodate all of this data, with expanded and high resolution (specific) coding of the patient's condition being the insurance and hospital industry standard. The lesser codes catalogue symptoms, physical exam findings, and impressions such as: “right lower quadrant pain”, “angina pain”, “tenderness”, “immobility of knee”. The second tier of codes would also annotate location and severity. The catalog of symptoms and clinical signs find ready application during surgery, as the surgeon assesses the physical findings upon opening or laparoscopy and tries to correlate the intra-operative, pathological findings to the patient's actual complaints.
  • Past medical history (PMH) includes the diagnoses, both active and inactive, that are established in the patient's medical history. PMH diagnosis are set up in a hierarchical priority as to impact on life, and graded as to how assured the diagnosis was established.
  • The past medial history module documents methods confirming the diagnosis: whether based on clinical signs and symptoms alone, versus radiographic proof, versus surgical and biopsy proof. The PMH may include diagnoses made by various physicians. Oftentimes, the surgeon and anesthesiologist need access to the diagnosing physicians; therefore, each diagnosis needs to include a data link (telephone number, email) to the physician who made the diagnosis, and the physician or entity that is currently managing that problem. If the problem diagnosis rises to significance, the managing physician could be readily consulted to aid in evaluation and management.
  • A full catalogue of the patient's drug and environmental allergies is included, comprising the allergen substance and the resultant adverse reaction. The adverse reaction would be specific: anaphylactoid reactions versus hives, versus dyspnea, versus psychological dread. Additional piece of information with each substance or allergen would be the certainty that the reported allergy is true.
  • The catalogue of the patient's usual medications includes pharmacologic substances (prescription. OTC, and herbal/folk medicines) that are taken on a regular basis. The list includes the name of the medication, dosage, administration directions, and prescribing physician. Data would include when the medication was started, the degree of patient compliance, and the time and date of the last dose.
  • The past medial history module includes the family disease history, and specifies the disease and afflicted individuals in the family tree, as well as the method of confirmation (hearsay versus autopsy, laparoscopy, surgical or conjecture). Additionally, family history could include information, such as, but not limited to, on anesthesia reactions and malignant hyperthermia.
  • Laboratory findings references preoperative data not including the stream of current lab values generated within the surgery. These baselines include the various tests (CSC, Dig Level, chem, screen, etc.), with times, dates, and if applicable, a trend graph of the multiple data points for lab drawn on a repetitive basis. Catalogues provide precise alphanumeric tags of laboratory tests and values.
  • Radiology studies include the type of study, date, facility, and radiologist. It will have a summary of the findings typically found in radiographic reports. If the radiograph image is a portion of an electronic data pool, the retrieval address and code would be included to summon the image for OR viewing. This includes EKG, echocardiography, and pulmonary function test results reported in the standardized language of the American College of Cardiology and Pulmonary Medicine.
  • Notable physical findings that the surgeon and anesthesiologist want referenced would be compiled into a database log according to the routine history and physical (H&P) format. These significant findings include: measurements, locations, and data that should be correlated with the patient's complaints in the history of present illness (HPI), and the intra-operative findings at the time of exploration. The physical findings data aids in confirming the surgical site (left, right, anterior, posterior) and determines the incision site.
  • Anesthesia would also focus on the airway to include Mallenpetti Class, Grade on previous direct laryngoscopy, dental status, and range of motion during neck extension, among other things.
  • The present patient physiological state is established. The current patient data includes, among other things:
  • Location—The LED or RFID tracking system will note the patient's exact location in the room at any given time;
  • Position—In what physical position on the operating table is the patient, such as, but not limited to. Trendelenburg tilt or specific surgical position such as dorsal lithotomy, along with the time durations in each position;
  • Tourniquet Time—Tracks the duration that specific vessels are clamped closed, with alarms based on current recommendations:
  • Pump and Shunt Times—Tracks the duration that specific bypass type devices are employed;
  • Cardiovascular Vitals (CV) Signs—Includes pulse rate, blood pressure, oximetry data and cardiac tracing. EKG type descriptors such as regularity versus irregular rhythm and segment changes would be recorded. Many existing software packages employ automatic cardiac tracing analysis programs that are able to recognize rhythm and segment changes. Access to prior EKG tracings via the past medical history (PMH) allows comparisons to be made intra-operatively. When other more invasive instrumentation becomes necessary, the CV signs could be expanded to record, such as, but not limited to, blood gas readings, and arterial pressures. The entirety of the CV signs data is captured electronically from the patient monitoring and anesthesia systems; and
  • Pulmonary Data—Includes tidal volume, inhalation and exhalation volumes and pressures, O2 saturation, and end tidal CO2 saturation derived from anesthesia machine system.
  • The state of the OR system is established, in accordance with an embodiment of the present invention. Referring again to FIGS. 2 and 3, the OR characteristics that are stored in the system agents include the dimensions, contents, temperature, pressure and airflow, among other things. It also includes safety items such as smoke and fire detectors, electrical load, among others. The information of each of the OR entities create a virtual blueprint and detailed equipment map. The room attributes would include the scheduling requirements for the intended surgery which is linked with the hospital's information and logistic system.
  • The surgical table is characterized. Table position and configuration define the current function. The configuration includes the attachments and the way the table is physically folded to support the patient in precise surgical position for anatomic access. The configuration might be in a lithotomic, supine, colorectal or neurosurgical configuration. Configuration also includes table tilt (inclination, declination, or lateral tilt). These variations impact the patient in terms of stress on patient joints, difficulty with breathing or ventilation, among others, making the location of the table within in the OR floor plan and its relationship to the actors and furniture a pertinent concern.
  • Identification and tracking of instruments and expendables, among other things, is provided, in accordance with an embodiment of the present invention. To facilitate identification and tracking, a tracking device, such as, but not limited to, radio frequency identification (RFID), is utilized. The item has associated with it a RFID tag that can be sensed by sensors within a given RFID sensing field.
  • FIG. 11 is a top view of a RFID sensor sheet 170, in accordance with an embodiment of the present invention. The RFID sensor sheet 170 comprises an antenna array 172 coupled to a film 171, and electronics 173. The electronics 173 provides power and a communication means for coupling to RFID detection electronics and wired and/or wireless communication electronics to communicate sensor data to an access point connected to a computer platform that supports the system's RFID middleware. The wireless communication transceiver provides a no-touch conduit to adjust the RFID's performance settings. The unit includes a self contained rechargeable battery power source.
  • FIG. 12 is a side view of the RFID sensor sheet 170, in accordance with an embodiment of the present invention. The antenna array 172 is adapted to create a specific volume of space 175 that an RFID tagged object will be reliably detected. The film 171 serves as a platform to mount the antenna array 172 to any suitable surface 174, such as, but not limited to a table top.
  • The RFID sensor sheet 170 provides for rapidly configuring any work surface or work space into an RFID sensor shell for tracking RFID tagged objects within the work environment. The RFID sensor sheet 170 readily turns a chosen surface, such as a countertop, into a waypoint sensing station to monitor both inventory (material flow) and process flow. Sensor shell waypoints are logically chosen from key locations derived from the process model and in turn, the information captured from these waypoints of the sensor shell provide a source of metrics to manage the overall process.
  • FIG. 13 is a side view of a video tracking system 180, in accordance with an embodiment of the present invention. The camera 181 is located such that its field of view 182 is able to image a work object 183 that is placed on a work surface 174. The sensor shell accommodates video images from a wireless video camera 181 mounted above or in similar manner so that the camera 181 has an unobstructed view of area of interest. The camera utilizes adhesive or conventional mounting methods. The camera includes identification means, including, but not limited to, barcode readers and microbar code readers.
  • In accordance with another embodiment of the present invention, the RFID sheet 170 of FIG. 12 and the video tracking system 180 of FIG. 13 is used in combination.
  • The RFID sheet 170 antenna array 172 provides a discreet sensing volume. In effect, the system creates an “RFID box” that registers the identity of the RFID tagged item place within. The video image and barcode information provide primary data or redundant data. The film 171 is provided with adhesive such that the RFID sheet 170 can readily be placed and adhered onto or under a shelf or cabinet. Once the RFID sheet 170 is in place, the RFID box or volume 175 is on the shelf, ready to act as a sensor for that particular work or storage station. The RFID sheet 170 is readily mounted onto cabinet shelves, table tops, doorways, segments of conveyor belts, in corners of the room, on walls, on ceilings, among others. The adhesive provides for rapid installation of the RFID sheet 170 creating useful reception volumes and shapes. In an embodiment, the film 171 serves as a platform to mount the RFID electronics and a wireless transceiver 173. Mounting the components together as a single package makes the physical installation of the “RFID box” a simple single step. A RFID sensing shell is readily created in the given room or in multiple rooms by utilization of wireless technology.
  • In accordance with another embodiment, the RFID electronics 173 comprises a control means to adjust the gain of the antenna array 172 to adjust the volume 175 above the surface that one wants to capture information. This in turn determines the sensitivity and the performance in terms of false positives and negatives of the system. The sensitivity of the antenna array 172 and other items is controlled through the wireless transmitter of the electronics 173.
  • The economic importance of this hardware implementation is that a tracking system for virtual simulation and a virtual world is created. The hardware implementation is adapted for retrofitting what already exists without incurring great installation expenses.
  • In other embodiments in accordance with the present invention, the RFID sheet 170 is coupled to the work surface using any suitable means, such as, but not limited to, mechanical fasteners.
  • FIG. 14 is a perspective view of a headset 190, in accordance with an embodiment of the present invention. The headset 190 comprises eyeglasses 191, a camera 198, a light 193, a microphone 192, an LED display 195, and antenna 196, headphone electronics 199, and transmitting electronics 197. A light weight microphone 192 and headphones 199 are integrated into the protective glasses 191 providing a convenient intercom headset network that remedies many of the acoustic problems within the OR. The controller 197 is adapted such that a user can direct a command toward a particular individual, wherein the volume is increased sufficiently for the target individual to take notice and the command to be heard. In the other individual's headsets that are not the target of receiving the message, the message would be quieter. An example includes a surgeon asking for a mayo scissors would be as such: “pass mayo scissors” and this would be preferentially amplified in the headset of the scrub nurse, who would physically pass the scissors. An example of the selected volume enhancement would be a surgeon request for a specific stapler that was not on the sterile field. The inventory control manager would know where the various items were and since it would not be within the sterile field, the circulator would also receive the request. Therefore, a request such as “pass or obtain endo G1 stapler V12” would amplify in both the circulator and scrub tech's headset but would be muted to anesthesia. Certain key words like “attention” could be interpreted by the controller to ensure the message is passed to all within the room at a suitable volume for understanding. The communication system described above could function in the above “smart mode” or an “open channel” dependent on the team's desires.
  • Referring again to FIG. 3, the surgical situation display 20 (SSD) serves as a visual reminder of the central goal and sub-goals to achieve the desired endpoint. The requirements for successful goal accomplishment fragments into a multitude of decision tasks, physical execution to the surgical procedure, maintenance of anesthesia and patient wellbeing, and all the logistical support tasks to make the surgery possible.
  • There are also forms of passive communication in that the surgical image and agenda board provides a reference to the circulator, other technicians and anesthesia as to exactly what portion of the procedure is being conducted at the immediate point in time. In addition to surgical images, agenda and record information such as medication logs and fluid balance logs are passive forms of communication, which help to orient the team members and cut down on extraneous questions.
  • Actor Characterization
  • Surgeon identification is established by means such as, but not limited to, hand written signature, voice recognition, fingerprint and iris signature. Once positively identified, the surgeon is marked with a tracker beacon fitted onto their protective glasses, which emits their specific RFID/LED transponder code. The transponder tracking system monitors the surgeon's location, position and posture, and field of view. The tracking data set helps objectively define the surgeon's present state on a moment-by-moment basis.
  • The protective glasses are provided with eye movement sensors to determine the object the surgeon is looking at.
  • Current activity is tracked to characterize what is the surgeon is currently involved with, such as making the opening incision, analyzing findings, planning an action, resting, and taking an urgent phone call, among others.
  • Human stress and strain is tracked and characterized. Human factors data includes, fatigue, social stress, strain, among others. Reaction time and cognitive reaction time is monitored.
  • Surgeon's Preference Card is characterized. One of the most indispensable pieces of information for the surgeon is instrument and equipment preference to accomplish particular procedures. Smart system 100 defines this for planned procedures, as well as at what occurred ad hoc within the progress of the surgery. A surgeon's preference card would include such things as: ergometric aids including stools, corrective glasses, surgical glove size and type, steps: logistic requirements (chromic versus Vicryl, versus permanent sutures); type of needles; type of staples; sequence; and standby equipment, among others.
  • The state of the surgeon includes capabilities defined by qualifications, training and experience. The credentials include board status, specific training, hospital credentials, total volume of the specific type of procedure, and possibly the date of last similar case.
  • Anesthesiologist data would be similar to a surgeon's: identify, qualification, preferences and equipment needs, which are dictated by the type of case being performed, and the patient's body habitus and medical history. What the anesthesiologist is currently doing is an important piece of information. In addition, CRNA Anesthetists require back up MD/DO anesiologist backup in case an anesthetic event occurs outside their scope of practice or individual capabilities and documentation of anesthesiology and their location.
  • The first assistant is identified, RFID/LED marked and confirmed, along with the other qualifications. The first assistant preferences would include ergometric aids such as stools, corrective glasses, surgical glove size and type, steps, among others. Activities of the first assistant are tracked.
  • The scrub nurse is identified, RFID/LED marked and confirmed, along with the other qualifications. Scrub nurse preferences include glove size, lifts, and various ergonomic aides required to perform a job. What the Scrub nurse is currently doing is tracked.
  • The circulator is also identified. RFID/LED marked and confirmed, along with the other qualifications. The circulator performs the majority of documentation and supply retrieval tasks; therefore, her or his specific display and interface monitor configurations would be included in the preferences. Activities of the circulator are tracked.
  • Other technicians and OR personnel have substantially similar considerations and tracking.
  • Equipment Characterization
  • The anesthesia machine is characterized. State data includes the contents within the reservoirs of anesthetic gas, the tubing to deliver the anesthetic, and the monitors and associated devices for the delivery and elimination of the anesthetic, including vacuum pressure for suction, pipeline gases O2. N2O and air, and circuit size pediatric vs. adult. The manufacturer's model number, serial number, modifications and maintenance history form the central points in identification. The operating status, error codes, self test data and internal operating data contained in the internal electronics provide a source for defining the current operational status of the machine. Gross functionality is confirmed with the daily and pre-case checks by the supervisor and operator. Also included is important anesthesia machine data on “state”, including location of backup units and parts within the hospital.
  • The patient physiologic monitors are characterized. These electronic sensors define patient physiology such as EKG machines, pulse oximetry, arterial blood gas, among others. Each component has an operational state whether it is working and providing patient data. Internal operational data includes device settings, self-test status, error codes, and internal function data that the devices may share. Switchology is often the problem when things fail to work; therefore, the switch configuration is included in state data. Also included is the location of spare expendable attachments, such as leads and catheters.
  • The Intravenous System is characterized. The administration system includes: type, rate and volumes of fluid being administered noting flow, total amount administered, and the amount still in reserve in the bag; location of the IV port(s) (commonly, there are multiple IV sites running at one time, so the “state” data of each fluid type and IV site is continuously monitored; central line administration of fluids; status whether the overall system is functioning as defined IV fluid and drug plan; port information, including who placed the IV site and when; hardware considerations, including types of IV pumps, serviceability, capabilities and the electronic communication protocols available to extract that data; patentancy and gauge or lumen size, including different lumen sizes are required for different uses of IV administration such as blood product, crystalloid resuscitation versus total peripheral nutrition, among others, and information regarding the component spares and their locations.
  • The endoscopy system is characterized. The endoscopy systems provide a visual reference for evaluation of the surgical site, facilitates instrument movement within the operative workspace, and enables assistants to aid accomplishing the procedure itself. Endoscopy may have photo integration methods as well as video image enhancement. Endoscopy and laparoscopy systems are typically of three components: the optical component, the camera, and the lighting.
  • Specific information is cataloged within each subsystem:
  • Endoscope/laparoscope Optics (Optical component)—An endoscope is characterized by usual use, such as colonscope, laparoscope, cystoscope, and hysteroscope, rigid or flexible, shaft diameter, length and lens angle. Within the identifying data are the manufacture, model and serial numbers. The identifying and characterizing data determine compatibility with different light cords, light sources and cameras. Service records provide necessary information, including the validation of broken optical fiber test and if there is any history of scratches or fluid leakage into the optical elements. Another type of optical information is the presence of anti-fog lens coating. Additional information on capabilities including presence of an operating channel, laser compatibility, and photo interrogation capabilities is provided. Location of spare scopes and adaptors is characterized in event of equipment failure or component incompatibility.
  • The video camera is characterized. Camera data includes the type of camera: manufacture, chip, coupler size and compatibility, resolution, error codes, performance data, maintenance and manufactures notices. Switchology is often the problem when things fail to work therefore the camera control box switch configuration is included in state data.
  • The endoscopic light source is characterized. The identity and characteristics of the light source is defined as to if it is operable, compatible with endoscope equipment, amount of illumination currently being produced, the type of mode, including automatic illumination, auto shutter versus manual, and error data from the internal workings. Other data within the maintenance history might include the last time the light was changed, the type of light it needs, is there a spare light in the house if it goes down and where it is located. Switchology is often the problem when the endoscope system fails to work therefore the light source control box switch configuration is included in state data.
  • The fiberoptic light cord is characterized. The identity and characteristics of the light cord includes manufacture, model, inventory number, cord diameter, length, coupler type and compatibly. Operability data includes the current light transmissibility percent of the cord and maintenance history.
  • The patient image monitors are characterized. In an endoscopic procedure, commonly there are monitors, such as a cathode ray type television screen to display the patient image. These monitors have basic technical specification and capability, which would be part of the state. In addition, the state includes the source of signal it is currently displaying, if the monitor cable connections are secure and carrying signals normally. Switchology is often the problem when the endoscopy system fail to work therefore the monitor switch configuration is included in state data. Any error codes and problems noted within the monitor are also characterized.
  • Beyond operation there is the monitor's physical location and position in relationship to OR floor plan, the actors and other “furniture.” Ergonomic considerations include the height for comfortable viewing by the surgeon, assistant and the rest of the surgical team as well as correct screen tilt necessary for glare reduction.
  • The electro surgical system is characterized. Electrical Surgical Units (ESU) cut, coagulate or destroy tissue via electrical current heating effects generated by microwave-type interactions upon the tissue at the instrument tip. Commonly, monopolar ESU generators produce specific wave trains sculpted for cutting functions or for coagulatory tissue effects. The wavetrains deliver high RMS wattages to the tip of the bovie pencil and hence the patient. The monopolar ESU instruments require a secure patient grounding pad to prevent electrical burns distant from the surgical site due to a grounding fault. The monopolar ESU contains self monitoring circuits that alert the OR staff via error codes and associated hazard data. The specific operations data available to be shared depends upon the machine's processing electronics and availability of communication ports. The location of the ESU box and bovie tip is characterized. The different cord compatibilities and location of spare accessories is characterized.
  • A second type of ESU is a bipolar current generator which directs the EMF energy between two closely spaced “Kleppenger” paddles: the first paddle for current delivery and the second paddle scavenges the electrical energy so to minimize collateral burn or damage. The Kleppenger paddles provide a means to localize application of coagulation energy. This instrument, in addition to wattage, has current flow measurement. The current flow measurement determines if something is thoroughly desiccated and hence adequately coagulated by the bipolar devices. A variant of the bipolar devices is the bipolar scissors, in which the paddles are incorporated into scissors blades for electro-coagulation prior to cutting the captured tissue.
  • Another variant of electrical instruments is the argon gas coagulator that delivers current through a gas stream of argon directing the ESU energy to the desired point of treatment.
  • Lasers are identified as to manufacture, model, serial number. The attributes would be the type of laser, the calibration of the laser and its operating specification. The settings include the type of wave train, including pulse, super pulse, continuous, and power density delivered. Other information includes compatibility of the laser to other equipment such as laparoscopy, hand ports, and operating microscope. Operability data includes internal diagnostics and self test codes, maintenance history and pre-case inspection status.
  • As new personnel or equipment is introduced to the OR, a model would be composed to define his/her/its state and function.
  • In terms of pertinent data though, only certain pieces of this data would be pertinent and only at certain times. The systems agent will apply methods as to what and when to communicate.
  • Instruments are characterized. Instruments provide for physical manipulation of tissue and can be grouped according to physical operation such as clamps, staplers, finger forceps, scalpels, among others. Surgical instruments include all of the nondisposable instruments within the OR as well as one-time use disposable instruments such as laparoscopic Metzenbaum scissors. The instrument state is defined by the standard nomenclature based on catalog code, dimensions and material characteristics. Each instrument possesses a specific name, catalogue number, as well as the inventory identification number. To facilitate machine vision and scanner identification, micro barcodes could be etched in multiple places on the instrument as to identify it. Within each instrument's database is the maintenance history, including whether the instrument is sharp or dull, whether it works correctly, whether it has problems that make it unserviceable, when was it last sterilized, is it sterile or nonsterile, has it exceeded shelf-life for sterility, among others; and the location of spare instruments.
  • Materials and supplies, such as sponges are characterized. Each individual entity would be identified along with its attributes: manufacture, radio or non-radio-opaque; RFID marker and code; IR marker and code; dimensions; current location; prior location, including the supply room, on the back table, on the mayo stand, and within the wound and patient's body cavity; sterile or contaminated or soiled; what is the item's final disposition, is it in the trash can, has it been transported away from the OR, and the location of spare sponges, among others.
  • Clips come in various sizes and various materials, such as stainless steel, titanium, dissolvable plastic. They are catalogued as to what their purposes are. Most clips are housed in disposable clip appliers; however, some clips use permanent instrument clip appliers. Like other instruments and objects within the OR, the clip application system has location and serviceability requirements. The disposable clip appliers are identifiable, such as with a bar-coded similar to the other nondisposable instruments and be named according to catalog code and standard nomenclature. Means of ID tracking is provided. Location of spare clips is included in the database.
  • A suture is a strand of sterile cord that can be plain or attached to needles. A suture's characteristics include: needle type and size, suture material, including Vicryl, silk, and prolene, length of suture material, and caliber. Sutures have, as with some of the other materials, status as to whether used or unused. There are free sutures without needles referred to as free ties that are packaged in groups of five identical pre-cut strands. The free tie suture strands pose no significant hazard in themselves even the non-absorbable materials rarely cause mischief. In terms of automatically identifying the sutures by sensors, both needle and plain sutures are typically packaged in foil pack containing a plastic holder. Barcode is placed on either the plastic holder or foil package. Until the suture item is called to use, most scrub techs do not remove them from the package or disposable plastic needle guard holder. Therefore, the package provides a marker as to the location of suture and needle. In terms of free sutures, similar bar-coding could tell you how many were used and opened.
  • Airways are an integral part of anesthesia delivery. There are different types such as intratracheal tubes, LMA versus varied types, among others. They come in lengths and caliber. They all have state, including location and availability. Knowing the patient's weight, height and age allows the call-up suggesting suitable airway size.
  • Tubes include other tubes such as Foley catheters for urinary drainage; possible wound drainage devices such as Jackson Pratt drains, joint drainage type devices such as Penrose. All of these have type and substance, length and caliber. They are amenable to bar-coding. They also have the need for marking as to location and status of use, unused or discarded.
  • The surgery is a process that physically alters the patient's anatomy through incision, drainage, excision, reconstruction, implantation, among others, in order to diagnosis and treat. The surgical process transforms the patient's physiological state to a more advantageous state for healing, function, cosmesis and the relief of suffering.
  • The team members must anticipate the next steps in the central and parallel process. Smart system 100 prompts will cue the OR team members what the function model anticipates as well as a prompt for free thought.
  • Beyond basic standards and safety limitations, there is likely a best practice for any given procedure, patient, surgeon, and facility. Moreover, within classes of procedures and patients there are likely to be best practices within the procedure itself. The resultant guidelines of “best practice” for applying a specific operation may include indications, contraindications, operative time limitations, the type of suture used, the type of stitch or the sequence of procedures, among others. By the analysis of the work of expert surgeons in similar situations, one can get clues as to what that best practice is and more importantly, what are the key decision points of best practice, including doing something a certain way at a certain time for the best possible outcome. Best practices include the steps of particular procedure, including what is necessary and unnecessary. Presently, many of these fundamental surgical issues cannot be answered despite vigorous debates about surgical practices occurring in the various surgical communities and subspecialties.
  • Smart system 100 provides a master framework for organizing and testing the multiple hypotheses of the “what and how” mechanics being debated. With an appropriate analytical framework the decision points, technique, and patient parameters will come into focus. Smart system 100 will gather sufficient data by providing a large enough surveillance network to gain the statistical power necessary to determine what best practice is. Once the methods of best practice are recognized and the guidelines defined, smart system 100 will be a conduit to disseminate that knowledge to the surgical team in the OR.
  • In terms of direct support of the surgical process, occasionally there are unexpected findings that surface, including what to do with an anomalous vessel, what to check for, among others. Many times, there may not be another expert surgeon to provide advice for the surgeon confronted with the unexpected to make optimal decisions. First, by providing software input as to critical features of a given contingency or in effect an intra-operative emergency checklist will clarify the surgeon's thought. Additionally, through video link, and/or auditory link, an expert surgeon can be found real time to offer advice.
  • Looking at the logistical support of surgery, many times the circulator, scrub or supply clerk is lost in details and cannot focus on the task at hand. Smart system 100 provides the available reference within the OR for information about, the equipment and instrument management tasks required of them to accomplish their assigned tasks efficiently. Certain equipment, such as some staplers, has an intricate setup. Many times the individual has had limited contact with the device in question and he/she may require a brief focused tutorial. Successful surgery requires the OR team to possess and nimbly apply a great deal of knowledge about the surgical operation, its logistical support, and various contingencies plan for common complications. The required information is made readily available in conveniently usable form for all team members within the OR.
  • Smart system 100 continually reminds the actors of their goals, their weaknesses, and provides a personal notebook or virtual coach at ready reference to prompt the actors on what to do in a procedure. Coaching and visualization has been shown to enhance performance. Expert surgeons have images and rehearse the procedure mentally prior to stepping into the operating room. The coaching notebook presents relevant data, clues, as well as other human performance enhancement tools for relaxation and visualization.
  • Smart system 100 provides the management of the full spectrum of the OR's permanent surgical equipment, instruments, expendable supplies, medications and disposable devices. Smart system 100 accommodates identifiers, such as, but not limited to, barcode, RF/magnetic markers, and transponder systems to track these items. System 100 tracks all supplies, down to every last sponge, needle and clip. Equipment information, including temperature, electrical resistance, and actuation time, is gathered for determination of pre-failure patterns that indicate impending failure.
  • Conventional surgical instruments include scalpels, clamps, and endoscopic instruments, among others, are characterized and tracked. The flow of instruments to and from the surgeon is tracked, the ready availability of the instruments is determined, the state of the instruments present is determined, and the recording of the specific instruments used is recorded for billing.
  • Disposable devices include staplers and suturing devices, are characterized and tracked. The flow of devices to and from the surgeon is tracked, the ready availability of the devices is determined, and the recording of the devices used is recorded for billing, and the recording of the devices used for disposables inventory management.
  • Expendable materials management, including sutures and clips is characterized and reported. The flow of materials to and from the surgeon is characterized and tracked, the ready availability of the materials is tracked, the recording of the materials used for billing, and the recording of the materials used for “disposables” inventory management.
  • Sponges and lap pads are characterized and tracked, including complete tracking of sponges and lap pads placed within and in transient to the surgical site, the ready availability of the sponges and lap pads, the recording of the sponges and lap pads used for billing, and the recording of the sponges and lap pads used for “disposables” inventory management.
  • Medications are characterized and tracked, including the timely flow and availability, ensuring that the correct medication is administered to the patient, ensuring no obvious medical contraindications or allergies before administering medication, ensure the correct route of administration, including oral. IV, IM, other modes, ensure the correct dose of medication is administered given the body weight, BMI, surface area, renal or liver function of the patient, and documentation of the above.
  • IV fluids are characterized and tracked, including timely availability, ensuring the correct flow rate, ensuring correct IV fluid type is selected for electrolytes and patient condition, recording total fluids, and verifying correct medications and dose of medication in IV fluid.
  • Pump fluids are characterized and tracked, including timely availability, correct type check, ensuring no evidence of overload of fluid balance, and correct pressures.
  • Implants, including vascular, orthopedic, and others, are characterized and tracked, to ensure that the intended implant and alternates are in house prior to patient entering OR. The flow of implants to and from the surgeon, the ready availability of the implants when needed, the recording of the implants used for billing, and the recording of the implants used for “disposables” inventory management is provided.
  • Critical spares, including equipment and supplies is characterized and tracked, including emergency medications for anesthesia and code conditions, extra sutures, clips, and expendables for emergencies such as bleeding, and key disposable instruments that tend to break or malfunction such as bipolar cautery.
  • The anesthesia machine is characterized and tracked, including the service record to ensure gases and anesthetics medications are of the correct type and sufficient reserve, certified operable, and that the standard operations check is done.
  • Anesthesia ancillary equipment, such as the laryngoscope, is characterized and tracked, including the service record, certified operable, and the standard operations check is done.
  • The OR table is characterized and tracked, including the sanitary condition, whether configured, operable, and whether the correct attachments are available and functional.
  • Patient monitors, including automatic blood pressure cuff and EKG, are characterized and tracked, including the service record, whether certified operable, and the standard operations check is done.
  • Electrosurgical units are characterized and tracked, including the service record, whether certified operable, the standard operations check is done, ancillary expendable equipment is compatible with the machine, including the cord types and plug types, and all connections are firmly secure, including patient ground pad.
  • Endoscopy equipment is characterized and tracked, including the service record, an operable light source serviced and operable insufflations, serviced and operable camera and monitor, and serviced and operable photographic equipment.
  • Maintaining correct equipment position during surgery is characterized and tracked, ensuring that the cords and connections can reach, ensuring that monitors are visible to the team members without obstruction, ensuring the lights are adjusted and positioned for optimal illumination of the surgery and support activity, ensuring the patient position is adjusted according to the needs of the surgery, such as the Trandelenberg position, high lithotomy/low lithotomy, tilting, among others, power settings and operating parameters adjusted properly, ensuring furniture such as mayo and back table or ergonomically placed, and ensuring proper surgeon and assistant ergonomics such as step stool, among others.
  • The business message traffic is prioritized. There are some messages that have a higher priority than other messages. The dispatch of outgoing calls and messages is important. At times, there are moments that the surgeon or other members can talk to someone else by telephone. At other junctures, email messages or voicemail messages may be more appropriate. In terms of email and voicemail messages, there are some standard problems, such as to increase the dose or decrease the dose, which a menu of the standard problems or questions is provided and an alpha numeric message dispensed via hospital network or internet.
  • Verbal messages of medication changes is printed on one of the situation monitors so that the physician, nurse, or anesthesiologist who is handling the call will actually see what they are sending and verify prior to sending the message. In terms of some hospital business, more reliance on written messages makes better assurance of proper action on the part of the recipient.
  • The Internet is a very useful modality in terms of accessing information and expert help. Internet can be used for sending patient images, verbal transmission as well as eye-to-eye contact with expert help. The expert could receive the surgical images, obtain the medication log, vital signs, among other things. Access to a broad array of data and images enables the expert tele-consultant to readily understand the situation and give sound advice via the Internet.
  • There is advice and information within the hospital that many times is not readily available. Prior radiographic studies, lab tests, or discussions with the radiologist or pathologist may be needed intra-operatively. Using smart system 100 in communication with the hospital network, one can access these images and access direct discussion with the experts. Similar activities can be done with logistical support and actually talking with the supply clerk and having them display an item to the circulator prior to sending it up.
  • Within the hospital network connection there is also medical records that may be more extensive and have free stream data not available on the patient's state module or the patient agent software. This could be accessed if need be or dispatched if in paper format.
  • Hospital network connections are also helpful for querying in-house physicians that are logged in. For example, a surgeon in the OR can communicate with an urologist if needed for a particular opinion or for surgical assistance. The system can query the hospital database and if there is an individual with the qualifications available, that person can be paged and immediately brought to the OR to render assistance or advice. This prevents searching for a particular doctor. Also this method is used to make telephonic connection or audiovisual connection with specialty people that are on the hospital network that may or may not be in-house.
  • The sensor shell and system/function agent-based software combination that is based on the desired process model may have application in manufacturing and other domains. Tracking sensors in accordance with embodiments of the present invention allow for the rapid and relatively inexpensive installation of a RFID/video/LED sensor shell into rooms and on specific furniture.
  • In other embodiment in accordance with the present invention, smart system 100 is operated at planes of automation and intelligence suitable for a particular purpose. Smart system 100 can be configured from a basic reminder and documentation aid to evolve into an “expert system” to implement TQM and safety countermeasures and finally a system that can learn and make suggestions to enhance the surgical/healthcare/work environment.
  • Smart system 100 is described in further detail below, in accordance with embodiments of the present invention.
  • A knowledge-base provides the language to communicate assertion about the real world system under consideration, such as, but not limited to the operating room (OR), and provides the structure to logically store the real world information gathered from experts. The knowledge-base includes an ontology that logically organizes and stores data and process that resemble the real world elements, interactions and their interrelationships.
  • Engineering modeling is used as a tool to elicit, acquire and capture experts' knowledge about the OR environment and processes. The engineering function models, such as IDEF0. UML, among others, provide the specification to create the knowledge-base that represents a cyber world simulation of the process of surgery. The knowledge-base is contained within the community of agents.
  • Each agent's attributes and methods represent elements of the knowledge-base and the interactions and relationships between agents contribute the overall knowledge-base.
  • The power of smart system 100 is proportional to the finest of granularity of the engineering model used to create the knowledge-base. The hierarchical nature of the knowledge-base coupled with the fine granularity of the function model provides a means to logically prioritize and coordinate message communicating and priority within the community of agents. The finer the level of detail in the hierarchical model the lesser the amount of complexity at each agent in terms of data to be handled, among other things.
  • In an embodiment of the smart system 100, each individual agent's information is also stored in a central database that maintains a separate repository for ease of data mining, data recovery in case of data loss, and machine learning.
  • Agent architecture is a particular method to build individual agents so they can perceive, reason, and act autonomously among a community of other agents. The term architecture refers to the particular arrangement of the data, algorithms, and control flows, which the agent uses to decide what to do. In other words, the architecture is the way in which the agents' behavior is organized and governed. Specific method examples include: layering, logic based agents, reactive agents and belief-desire-intention agents.
  • Layered agent architecture is a particular structure in which each individual agent's functions are arranged to accomplish multiple types of behavior, such as reactive behavior, pro-active behavior, logic based, behavior, cooperative behavior, among others. In other words, it is an abstract division of labor within the individual agent.
  • System architecture refers to the overall structure of all the elements of the defined system including software, hardware and human actors: as well as the ways in which that structure provides conceptual integrity for the system. In its simples form, architecture is the structure or organization of the components, also referred to as modules, the manner in which these components interact, and the structure of the data that is used by the components.
  • Smart system 100 acts as an intelligent interface to integrate the structural elements of the OR around the processes of surgery. The intelligence of smart system 100 is highly modular, embodied in discrete, dynamic, knowledge-based software objects called agents, organized in a three-layer system architecture comprised of interface shell, system agents mantle and function agents core.
  • The interface shell is a hardware and software interface between the systems, subsystems, and elements of any system of interest, such as the OR, and the agents. Referring to FIGS. 1 and 2, the outer layer of smart system 100 is the interface shell, consisting of hardware and software required to host the agents and to link those agents with the structural physical elements of the OR. The shell includes such elements as bar codes and radio tag sensors, localization sensors, digital video cameras, pushbuttons and touch panels, speech and gesture recognition systems, large flat-panel and head-mounted displays, sound systems and speakers, wired and wireless data communication systems, and the smart system 100 computer processors (CPUs), among others. Besides hosting the smart system 100 software, the shell obtains data from OR physical components, communicates it to agents, and communicates information and commands from the agents back to the OR physical components.
  • The physical components are part of the interface shell, and use software middleware to communicate with each other using the corresponding system agent. For example, again referring to FIGS. 1 and 2, patient data flows up one of the middleware spokes, into the system agent mantle then into the function agent core and back down through the system agent mantle and middleware spoke to the OR team as relevant information.
  • Middleware refers to a collection of infrastructure components that enable communication between different system components. It includes communication protocols, data structures, routers, and switches as well as their associated software, among other things.
  • System agents (SA) model and represent the physical components within the real world system of interest. In the OR these physical component include the patient, personnel, equipment, tools, and materials. The purpose of a system agent is to, among other things, keep track of the state of its physical and hence system components, to make that state information available to other agents, and to recognize and inform other agents and personnel about existing or predicted non-normal conditions of that system.
  • A system agent, among other things, monitors and records the state of its system, projects system state into the future, provides state information (past, present, future) to other agents, logs state information to the dynamic documentation file (DDF), performs diagnostics on its system, sends control information to its system (settings, on/off signals, etc), sends information to the surgical situation display (SSD), and warns personnel of potential problems with system via personnel agents.
  • A personnel agent, a kind of system agent, uses knowledge base derived from its person, relays individual-specific information to its person (surgeon, etc.), translates speech to system-recognizable information, queries, commands, and logs notes to the DDF.
  • Example system agents include, but are not limited to, Patient System Agent (PtAgt), O2 Monitor System Agent (O2MonAgt), Surgeon System Agent (SurgAgt). Anesthesiologist Agent (AnesthAgt), Anesthesia Machine System Agent (AMachAgt), Laparoscope System Agent (LapAgt). Sponge SA (SpongeAgt), and Surgical Situation Display System Agent (SSDAgt).
  • Each individual system agent has an identity, attributes that represent data, and methods to that allow the system agent to do its job. The system agent methods follow a layered architecture as defined above. Provided below is a more detailed description of these elements within the agent, as well as the layering found in the agent's methods, in accordance with embodiment of the present invention.
  • The system agent identity is the information that corresponds to specific real world objects within the system such as the physical components of the OR, both machine and human. Attributes are the properties of the individual physical element that are represented and tracked with in the corresponding system agent. Such information include the location of the object within the OR, physical status (i.e. dirty, clean, discarded, etc), among others. The attributes information is communicated with the central information system as well as with other system agents and function agents. The communication process is handled by the methods within the communication layer, described below.
  • Methods are the procedural lines of code that animate the system agents to perform their specific functions or tasks. The system agent methods follow a layered architecture as described below.
  • The communication layer provides the protocols and functions to allow the exchange of information with other system agents and function agents, as well as with other elements of the interface shell. For example, protocols suitable for communication include the TCP/IP, and the OSI, among others. The following are examples of the types of communication that can occur: Person to Person (P to P), Person to Graphical User Interfaces (P to GUIs), Agent to Agent (A to A), smart system 100 to Wireless/Local Area Network (WAN/LAN) and World Wide Web (WWW).
  • The situational awareness layer provides the computational processes to manipulate, update and the report the real world data to maintain an understanding of the current state of the OR and the surgical process. The manipulated data is stored within the agent in its attributes and it is shared with other agents as well as the central information system (Central Database) through the communications layer.
  • The coordination layer provides the computational process to determine priority of execution with in the agent community. The priority is determined based on the combination of the agents identity and the particular active function agent calling the system agent to action.
  • The warning and cues layer provides the computational process to monitor critical individual attributes and/or critical combination of attributes. The criticality is determined by predetermined thresholds of system's operational acceptability. Additionally, these warnings and cues constitute the decision support systems (DSS) that is implemented through artificial intelligence algorithms that provide means to extract the expert knowledge captured in knowledge-base residing in each system and function agents and the community of agents as a whole. The knowledge-base permeates the entire smart system 100 architecture and the manipulation of the knowledge base leads to machine based learning.
  • The function agents (FA) are the key determinants of criticality of information to be presented to the human actors through the coordination layer and then the communication layer in turn.
  • The dynamic documentation layer provides the computational process to mark, catalog and assemble understandable and organized reports for the human actors to interpret and consider. At the individual agent level, the dynamic documentation layer marks the data with XML tags, for example, to indicate chronology and associated OR processes and subprocesses. At the knowledge-base level (the community of agents) the dynamic documentation layer provides means to organize and catalog information in a usable and understandable fashion for the human actors to readily interpret. Reporting may be in the form of written documents, graphical representation, video and/or voice format and any other medium supported by the interface shell and/or requested by the human actor.
  • The function agents core is a repository of function agents that tracks and compares the real world process to its knowledge base with what the process should be for efficient, effective and safe execution. Function agents model and represent the functions that are performed in the OR, including planning functions, surgical functions, and logistical functions. The purpose of a function agent is to recognize when a function should begin, track the progress and status of a function, facilitate the performance of a function, and keep other agents and personnel informed about the function. These function agents are derived from the same engineering models that facilitated the experts' knowledge elicitation, acquisition, and capture. The function agents form a part of the knowledge-base.
  • A function agent uses procedural knowledge (e.g., a formal procedure or checklist), monitors all relevant systems via system agents, monitors information relevant to the function, recognizes when its functions should be initiated, cues personnel when its function is nearly ready to begin, tracks the progress and performance of its function, provides cues to personnel on how to proceed, determines what information is needed to proceed and makes it available, provides decision support, recommendations, recognizes potential errors and informs personnel, recognizes when its function's progress or performance is unsatisfactory and informs personnel, recognizes when its function is completed, logs significant events to DDF (text, images), sends information to the SSD, interacts with other function agents, and resolves conflicts among sub-functions agents using prioritization rules.
  • By way of an example, functions of an OR (or any complex system) form a hierarchy, with the most general function at the top, which is broken into successively more detailed functions down the hierarchy. Function agents are organized in a hierarchy as well, for example, as follows, in accordance with an embodiment of the present invention.
  • I. Perform laparoscopic surgery function agent (Agt)
  • A. Plan surgery Agt
  • B. Prepare Patient for surgery Agt
  • C. Perform surgery Agt
  • i. Maintain Patient physiological state Agt
  • ii. Optimize Patient position Agt
  • iii. Perform surgical procedure Agt
  • a. Create and maintain surgical workspace Agt
  • b. Plan and assess workspace Agt
  • c. Insert and secure trocar(s) Agt
  • d. Inflate abdomen Agt
  • e. Insert and position laparoscope Agt
  • f. Document workspace creation Agt
  • iv. Prepare procedure site Agt
  • D. Exit procedure site and region Agt
  • E. Close Patient Agt
  • F. Provide logistical support Agt
  • G. Initiate Patient recovery Agt
  • H. Restore Surgical Sys to neutral state Agt
  • The Individual function agents are part of a layered architecture so as to support their component function within the system as a whole. The identity of a function agent corresponds to its name, which describes its task and goals, as well as the location within the hierarchy of the knowledge-base structure, as derived from the engineering models (IDEF0, UML, among others).
  • The function agent attributes contain the properties of the individual task to be tracked, performed, and updated. These attributes contain the status of completion of the agent's goal, such as complete, incomplete, in progress or faulty completed/marginal completed. The function agents contain pertinent system agent's information and communicate to them in order to determine state of progress of the particular function agent's goal and tasks. The information maintained in the FA is in the form of data structures, or logical sentences that provide task measurement and description.
  • The communication layer provides the protocols and functions to allow the exchange of information with other system agents and function agents, as well as with other elements of the interface shell. Some of the protocols used for communication include the TCP/IP, and the OSI. Communication between function agents and system agents, as well as between function agents and other function agents are provided.
  • The situational awareness layer provides the computational processes to manipulate, update and report the real world data to maintain an understanding of the current state of the OR and the surgical process. The manipulated data is stored within the agent in its attributes and it is shared with other agents as well as the central Information system (Central Database) through the communications layer.
  • The coordination layer provides the computational process to determine priority of execution with in the agent community. The priority is determined based on the combination of the agents Identity and the particular location of the FA within the knowledge-base hierarchy.
  • The warning and cues layer provides the computational process to monitor critical individual attributes and/or critical combination of attributes. The criticality is determined by predetermined thresholds of system's operational acceptability. Additionally, these warnings and cues constitute the decision support systems (DSS) that is implemented through Artificial Intelligence algorithms that provide means to extract the expert knowledge captured in knowledge-base residing in each system and function agents and the community of agents as a whole. The knowledge base permeates the entire smart system 100 architecture and the manipulation of the knowledge base leads to machine based learning.
  • The function agent adds the chronological and procedural organization of the data based on the knowledge-based hierarchy of FA. In effect the FA stamps the data stream with its associated process node identifier.
  • The performance monitoring layer provides the computational process to compare real world current states to the defined performance standards. The performance standards are also stored within the FA and constitute a component of the knowledge-base, extracted from the engineering models that acquired the expert's knowledge.
  • The performance monitoring layer also recognized potential errors by implementing artificial intelligence algorithms. This error identification provides a mechanism for error trapping and a countermeasure to mishap. Additionally, recognized opportunities for improvement and initiates the communication with the corresponding SA that represents the human actors.
  • The process navigation layer provides the computational processes to reproduce the virtual global work flow map that includes all of the interlacing subprocess within the OR. The data transmitted from the various SA to the FA provide the location of the current OR situation in relationship to the overall OR process, which in turn orients the human actors within the OR and tasks at hand.
  • For the smart system 100 there are important real world performance factors and guidelines that govern the proper execution of each FA and hence these guidelines dictate the content of the methods within each agent. Sources for guidelines and defining performance factors come form textbooks, journal articles, published professional guidelines, expert interviews, governmental policy directives, among others. These guidelines can be classified in the general categories of: safety management, timely execution: rational utilization of resources: team management; adherence to medical/surgical principles, such as infection control, blood loss minimization, tissue damage minimization, surgical access and visualization, and proactive treatment of medical problems.
  • The above general categories are controls and constraints for the operation of each FA at the higher level of the knowledge-base hierarchy, and they correspondently discompose in parallel following the function agent decomposition so that each child FA has specific directive that govern their specific activities. In other words, two hierarchical trees merge together, one being branches of the FA hierarchy and the other the branches of the various guidelines that spring from the controls and constraints tree.
  • Examples of controls and constraints within the “adherence to medical/surgical Principles” category include, but not limited to: minimization of infection by adherence to sterile technique, minimization of tissue damage, among others. In turn the instances brake down to finer detail corresponding to each FA. For example, in the case of a dirty sponge interacting with the “create initial incision” FA, the agent's guideline as defined in standard surgical and nursing textbooks would trigger a warning to discard or redrape any object that the soiled sponge came into contact with. In essence, the model, for example the IDEF0 model, captures the documents and directives from the experts and then takes those rules and turns them into computational operations within the methods section of each agent, thereby, the entire system is powered by the expert knowledge.
  • Priority processing refers to the way in which agents determine the priority of execution within the community of other agents, with respect to precedence of error reporting, cuing and warning, among others. At the agent level the situation awareness, warning and cues, and coordination layers identify and mange sequence of execution with in each individual agent. For example, if an error is made, or a non-compliance with a directive has occurred, the agent will attempt to communicate to the respective actor managing that particular activity through his/her SA. However, when multiple communication threads are initiated and communicated concurrently by different FA and SA in an attempt to use the same interfaces, such as an LCD or headset, a process for determining priority of presentation and assignment of medium of presentation according to the individual actors responsible for the correction of the error or acting on the opportunity, is provided.
  • This process of priority assignment occurs with in the coordination layer of the agents and is marked with the specific XML tag, for example. By the process of hierarchical decomposition of functions into less complex functions the number of potential problems with each finitely granulated FA becomes a significantly smaller number, and thus the number of messages competing for the actors' attention becomes manageable and can be easily distributed through the interfaces resources, such as the LCD or headset. Specifically, well recognized algorithms for competitive and cooperative agent inter working together are provided. These algorithms are implemented to govern the activities of FA and SA in cooperative/competitive situations.
  • While the invention has been described in connection with specific embodiments thereof, it will be understood that it is capable of further modification, and this application is intended to cover any variations, uses, or adaptations of the invention following, in general, the principles of the invention and including such departures from the present disclosure as come within known or customary practice in the art to which the invention pertains and as may be applied to the essential features hereinbefore set forth, and as fall within the scope of the invention and the limits of the appended claims.

Claims (24)

1. An intelligent human-machine interface comprising:
an interface shell;
a system agent including one or more dynamic, knowledge-based software object sub-agents adapted to model and track the state of a work area; and
a function agent adapted to model, track, and facilitate work area functions, the interface shell adapted to provide a hardware and software interface between the system agent and the function agent.
2. The intelligent human-machine interface of claim 1, further comprising:
a dynamic documentation system in communication with the function agents and system agents.
3. The intelligent human-machine interface of claim 1, adapted to track the movement of specific instruments.
4. The intelligent human-machine interface of claim 3, adapted to indicate key milestones in a work process.
5. The intelligent human-machine interface of claim 2, wherein voice recognition and specific workstation input identifies a human actor and holds the actor responsible for the accuracy and effort to accomplish a checklist-prescribed event, the interface shell adapted to provide intelligent prompts projected on a monitor providing situational and logistics information.
6. The intelligent human-machine interface of claim 2, wherein the dynamic documentation system tracks events and anticipates the next likely step, cueing operator and team members.
7. (canceled)
8. A method for providing an intelligent human-machine interface comprising:
providing an interface shell;
providing a system agent including one or more dynamic, knowledge-based software object sub-agents adapted to model and track the state of a work area; and
providing a function agent adapted to model, track, and facilitate work area functions, the interface shell adapted to provide a hardware and software interface between the system agent and the function agent.
9. The method of claim 8, further comprising:
providing a dynamic documentation system in communication with the function agents and system agents.
10. The method of claim 8, wherein the interface shell is adapted to track the movement of specific instruments.
11. (canceled)
12. The method of claim 8, further comprising:
providing voice recognition and specific workstation input so as to identify a human actor and holds the actor responsible for the accuracy and effort to accomplish a checklist-prescribed event, the interface shell adapted to provide intelligent prompts projected on a monitor providing situational and logistics information.
13. The method of claim 9, wherein the dynamic documentation system tracks events and anticipates the next likely step, cueing operator and team members.
14. The method of claim 8, further comprising:
providing a layering architecture, comprising:
a tracking layer;
an equipment and supply management layer adapted to takes the information from the tracking layer and processes the information in regards to records, inventory and maintenance systems;
a coordination layer adapted to take information from the tracking layer and the equipment and supply management layer to develop an image of what is occurring in comparison to what an overall plan is based;
a situational awareness layer in communication with the tracking layer and adapted to provide output features of the various interfaces; and
an oversight layer is adapted to combine the information from the situational awareness with the function agents to determine if processes are being preformed correctly.
15. An intelligent human-machine interface for an operating room, comprising:
an interface shell;
a system agent including one or more dynamic, knowledge-based software object sub-agents adapted to model and track the state of the operating room; and
a function agent adapted to model, track, and facilitate operating room functions, the interface shell adapted to provide a hardware and software interface between the system agent and the function agent.
16. The intelligent human-machine interface for an operating room of claim 15, further comprising:
a dynamic documentation system in communication with the function agents and system agents.
17. The intelligent human-machine interface for an operating room of claim 15, further comprising means to track the movement of specific instruments in communication with the function agent.
18. (canceled)
19. The intelligent human-machine interface for an operating room of claim 16, further comprising means for voice recognition and specific operating room input adapted to identify a human actor and hold the actor responsible for the accuracy and effort to accomplish a checklist-prescribed event, the interface shell adapted to provide intelligent prompts projected on a monitor providing situational and logistics information.
20. The intelligent human-machine interface for an operating room of claim 16, wherein the dynamic documentation system tracks surgical events and anticipates the next likely step, cueing operator and team members.
21. (canceled)
22. The intelligent human-machine interface of claim 15, further comprising: means to transmit changes aimed at process optimization to all human actors, mechanical elements, and support systems in order to enhance quality.
23. The intelligent human-machine interface of claim 15, further comprising means for providing decision support to the human actors involved in the process.
24-30. (canceled)
US12/091,056 2005-10-20 2006-10-20 Intelligent human-machine interface Abandoned US20090299924A1 (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
US12/091,056 US20090299924A1 (en) 2005-10-20 2006-10-20 Intelligent human-machine interface

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US11/255,593 US7966269B2 (en) 2005-10-20 2005-10-20 Intelligent human-machine interface
PCT/US2006/060138 WO2007048137A2 (en) 2005-10-20 2006-10-20 Intelligent human-machine interface
US12/091,056 US20090299924A1 (en) 2005-10-20 2006-10-20 Intelligent human-machine interface

Related Parent Applications (1)

Application Number Title Priority Date Filing Date
US11/255,593 Division US7966269B2 (en) 2005-10-20 2005-10-20 Intelligent human-machine interface

Publications (1)

Publication Number Publication Date
US20090299924A1 true US20090299924A1 (en) 2009-12-03

Family

ID=37963427

Family Applications (2)

Application Number Title Priority Date Filing Date
US11/255,593 Expired - Fee Related US7966269B2 (en) 2005-10-20 2005-10-20 Intelligent human-machine interface
US12/091,056 Abandoned US20090299924A1 (en) 2005-10-20 2006-10-20 Intelligent human-machine interface

Family Applications Before (1)

Application Number Title Priority Date Filing Date
US11/255,593 Expired - Fee Related US7966269B2 (en) 2005-10-20 2005-10-20 Intelligent human-machine interface

Country Status (2)

Country Link
US (2) US7966269B2 (en)
WO (1) WO2007048137A2 (en)

Cited By (19)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20070215700A1 (en) * 2006-03-17 2007-09-20 Siemens Corporate Research, Inc. R.F.I.D. Enabled Storage Bin and Method For Tracking Inventory
US20080243543A1 (en) * 2007-03-30 2008-10-02 Searete Llc, A Limited Liability Corporation Of The State Of Delaware Effective response protocols for health monitoring or the like
US20100131874A1 (en) * 2008-11-26 2010-05-27 General Electric Company Systems and methods for an active listener agent in a widget-based application
US8099286B1 (en) * 2008-05-12 2012-01-17 Rockwell Collins, Inc. System and method for providing situational awareness enhancement for low bit rate vocoders
US20120323597A1 (en) * 2011-06-17 2012-12-20 Jeffrey Scot Woolford Consolidated Healthcare and Resource Management System
US8572556B2 (en) 2010-12-31 2013-10-29 Starlims Corporation Graphically based method for developing connectivity drivers
US20140286533A1 (en) * 2013-03-25 2014-09-25 University Of Rochester Method And System For Recognizing And Assessing Surgical Procedures From Video
US9123002B2 (en) 2011-05-27 2015-09-01 Abbott Informatics Corporation Graphically based method for developing rules for managing a laboratory workflow
US9268619B2 (en) 2011-12-02 2016-02-23 Abbott Informatics Corporation System for communicating between a plurality of remote analytical instruments
DE102015205463A1 (en) * 2015-03-25 2016-09-29 Georg-August-Universität Göttingen Stiftung Öffentlichen Rechts Bereich Universitätsmedizin Technique for forming audio environments in the operating room
US9665956B2 (en) 2011-05-27 2017-05-30 Abbott Informatics Corporation Graphically based method for displaying information generated by an instrument
EP3055785A4 (en) * 2013-10-07 2017-06-07 President and Fellows of Harvard College Computer implemented method, computer system and software for reducing errors associated with a situated interaction
WO2018172204A1 (en) * 2017-03-23 2018-09-27 Bayer Aktiengesellschaft Supporting patients in the repeated taking of drugs
US10755700B2 (en) 2017-06-23 2020-08-25 Ascension Health Alliance Systems and methods for operating a voice-based artificial intelligence controller
WO2021216535A1 (en) * 2020-04-20 2021-10-28 Avail Medsystems, Inc. Systems and methods for medical procedure preparation
WO2022050310A1 (en) * 2020-09-03 2022-03-10 テルモ株式会社 Program, information processing device, information processing method and model generation method
WO2022157701A1 (en) * 2021-01-22 2022-07-28 Cilag Gmbh International Pre-surgical and surgical processing for surgical data context
US11426255B2 (en) 2019-02-21 2022-08-30 Theator inc. Complexity analysis and cataloging of surgical footage
EP3928325B1 (en) * 2019-02-21 2023-07-05 Theator Inc. Systems and methods to enable automatically populating a post-operative report of a surgical procedure

Families Citing this family (597)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6769767B2 (en) * 2001-04-30 2004-08-03 Qr Spex, Inc. Eyewear with exchangeable temples housing a transceiver forming ad hoc networks with other devices
US20070084897A1 (en) 2003-05-20 2007-04-19 Shelton Frederick E Iv Articulating surgical stapling instrument incorporating a two-piece e-beam firing mechanism
US9060770B2 (en) 2003-05-20 2015-06-23 Ethicon Endo-Surgery, Inc. Robotically-driven surgical instrument with E-beam driver
US11890012B2 (en) 2004-07-28 2024-02-06 Cilag Gmbh International Staple cartridge comprising cartridge body and attached support
US8215531B2 (en) 2004-07-28 2012-07-10 Ethicon Endo-Surgery, Inc. Surgical stapling instrument having a medical substance dispenser
US11246590B2 (en) 2005-08-31 2022-02-15 Cilag Gmbh International Staple cartridge including staple drivers having different unfired heights
US10159482B2 (en) 2005-08-31 2018-12-25 Ethicon Llc Fastener cartridge assembly comprising a fixed anvil and different staple heights
US11484312B2 (en) 2005-08-31 2022-11-01 Cilag Gmbh International Staple cartridge comprising a staple driver arrangement
US7934630B2 (en) 2005-08-31 2011-05-03 Ethicon Endo-Surgery, Inc. Staple cartridges for forming staples having differing formed staple heights
US9237891B2 (en) 2005-08-31 2016-01-19 Ethicon Endo-Surgery, Inc. Robotically-controlled surgical stapling devices that produce formed staples having different lengths
US7669746B2 (en) 2005-08-31 2010-03-02 Ethicon Endo-Surgery, Inc. Staple cartridges for forming staples having differing formed staple heights
US7966269B2 (en) 2005-10-20 2011-06-21 Bauer James D Intelligent human-machine interface
US20070106317A1 (en) 2005-11-09 2007-05-10 Shelton Frederick E Iv Hydraulically and electrically actuated articulation joints for surgical instruments
US8820603B2 (en) 2006-01-31 2014-09-02 Ethicon Endo-Surgery, Inc. Accessing data stored in a memory of a surgical instrument
US20110024477A1 (en) 2009-02-06 2011-02-03 Hall Steven G Driven Surgical Stapler Improvements
US20110290856A1 (en) 2006-01-31 2011-12-01 Ethicon Endo-Surgery, Inc. Robotically-controlled surgical instrument with force-feedback capabilities
US11224427B2 (en) 2006-01-31 2022-01-18 Cilag Gmbh International Surgical stapling system including a console and retraction assembly
US20120292367A1 (en) 2006-01-31 2012-11-22 Ethicon Endo-Surgery, Inc. Robotically-controlled end effector
US11278279B2 (en) 2006-01-31 2022-03-22 Cilag Gmbh International Surgical instrument assembly
US11793518B2 (en) 2006-01-31 2023-10-24 Cilag Gmbh International Powered surgical instruments with firing system lockout arrangements
US7845537B2 (en) 2006-01-31 2010-12-07 Ethicon Endo-Surgery, Inc. Surgical instrument having recording capabilities
US7753904B2 (en) 2006-01-31 2010-07-13 Ethicon Endo-Surgery, Inc. Endoscopic surgical instrument with a handle that can articulate with respect to the shaft
US8186555B2 (en) 2006-01-31 2012-05-29 Ethicon Endo-Surgery, Inc. Motor-driven surgical cutting and fastening instrument with mechanical closure system
US8708213B2 (en) 2006-01-31 2014-04-29 Ethicon Endo-Surgery, Inc. Surgical instrument having a feedback system
US8992422B2 (en) 2006-03-23 2015-03-31 Ethicon Endo-Surgery, Inc. Robotically-controlled endoscopic accessory channel
US20070273517A1 (en) * 2006-05-26 2007-11-29 Navin Govind Apparatus and method for integrated healthcare management
US8322455B2 (en) 2006-06-27 2012-12-04 Ethicon Endo-Surgery, Inc. Manually driven surgical cutting and fastening instrument
WO2008023464A1 (en) * 2006-08-25 2008-02-28 The Nippon Dental University Medical training apparatus
US7506791B2 (en) 2006-09-29 2009-03-24 Ethicon Endo-Surgery, Inc. Surgical stapling instrument with mechanical mechanism for limiting maximum tissue compression
US10568652B2 (en) 2006-09-29 2020-02-25 Ethicon Llc Surgical staples having attached drivers of different heights and stapling instruments for deploying the same
US20080097176A1 (en) * 2006-09-29 2008-04-24 Doug Music User interface and identification in a medical device systems and methods
US8684253B2 (en) * 2007-01-10 2014-04-01 Ethicon Endo-Surgery, Inc. Surgical instrument with wireless communication between a control unit of a robotic system and remote sensor
US8652120B2 (en) 2007-01-10 2014-02-18 Ethicon Endo-Surgery, Inc. Surgical instrument with wireless communication between control unit and sensor transponders
US11291441B2 (en) * 2007-01-10 2022-04-05 Cilag Gmbh International Surgical instrument with wireless communication between control unit and remote sensor
US11039836B2 (en) 2007-01-11 2021-06-22 Cilag Gmbh International Staple cartridge for use with a surgical stapling instrument
US8540128B2 (en) 2007-01-11 2013-09-24 Ethicon Endo-Surgery, Inc. Surgical stapling device with a curved end effector
US10332620B2 (en) * 2007-01-15 2019-06-25 Allscripts Software, Llc Universal application integrator
US8727197B2 (en) 2007-03-15 2014-05-20 Ethicon Endo-Surgery, Inc. Staple cartridge cavity configuration with cooperative surgical staple
US11857181B2 (en) 2007-06-04 2024-01-02 Cilag Gmbh International Robotically-controlled shaft based rotary drive systems for surgical instruments
US8931682B2 (en) 2007-06-04 2015-01-13 Ethicon Endo-Surgery, Inc. Robotically-controlled shaft based rotary drive systems for surgical instruments
US9507375B2 (en) * 2007-06-05 2016-11-29 Samsung Electronics Co., Ltd. Display apparatus and method for recognizing location
US7753245B2 (en) 2007-06-22 2010-07-13 Ethicon Endo-Surgery, Inc. Surgical stapling instruments
US11849941B2 (en) 2007-06-29 2023-12-26 Cilag Gmbh International Staple cartridge having staple cavities extending at a transverse angle relative to a longitudinal cartridge axis
US20090023417A1 (en) * 2007-07-19 2009-01-22 Motorola, Inc. Multiple interactive modes for using multiple earpieces linked to a common mobile handset
US7819298B2 (en) 2008-02-14 2010-10-26 Ethicon Endo-Surgery, Inc. Surgical stapling apparatus with control features operable with one hand
US9179912B2 (en) 2008-02-14 2015-11-10 Ethicon Endo-Surgery, Inc. Robotically-controlled motorized surgical cutting and fastening instrument
US8636736B2 (en) 2008-02-14 2014-01-28 Ethicon Endo-Surgery, Inc. Motorized surgical cutting and fastening instrument
US7866527B2 (en) 2008-02-14 2011-01-11 Ethicon Endo-Surgery, Inc. Surgical stapling apparatus with interlockable firing system
US8573465B2 (en) 2008-02-14 2013-11-05 Ethicon Endo-Surgery, Inc. Robotically-controlled surgical end effector system with rotary actuated closure systems
US8758391B2 (en) 2008-02-14 2014-06-24 Ethicon Endo-Surgery, Inc. Interchangeable tools for surgical instruments
BRPI0901282A2 (en) 2008-02-14 2009-11-17 Ethicon Endo Surgery Inc surgical cutting and fixation instrument with rf electrodes
US9770245B2 (en) 2008-02-15 2017-09-26 Ethicon Llc Layer arrangements for surgical staple cartridges
US9005230B2 (en) 2008-09-23 2015-04-14 Ethicon Endo-Surgery, Inc. Motorized surgical instrument
US11648005B2 (en) 2008-09-23 2023-05-16 Cilag Gmbh International Robotically-controlled motorized surgical instrument with an end effector
US8210411B2 (en) 2008-09-23 2012-07-03 Ethicon Endo-Surgery, Inc. Motor-driven surgical cutting instrument
US9386983B2 (en) 2008-09-23 2016-07-12 Ethicon Endo-Surgery, Llc Robotically-controlled motorized surgical instrument
US8608045B2 (en) 2008-10-10 2013-12-17 Ethicon Endo-Sugery, Inc. Powered surgical cutting and stapling apparatus with manually retractable firing system
US8799048B2 (en) * 2008-11-14 2014-08-05 Novell, Inc. Techniques for visual integration of meeting space in calendar systems
US8517239B2 (en) 2009-02-05 2013-08-27 Ethicon Endo-Surgery, Inc. Surgical stapling instrument comprising a magnetic element driver
CN102341048A (en) 2009-02-06 2012-02-01 伊西康内外科公司 Driven surgical stapler improvements
US8514097B2 (en) * 2009-08-14 2013-08-20 Michael William Boise Glasses with sound activated lights
US8394053B2 (en) * 2009-11-06 2013-03-12 Crisi Medical Systems, Inc. Medication injection site and data collection system
US8220688B2 (en) 2009-12-24 2012-07-17 Ethicon Endo-Surgery, Inc. Motor-driven surgical cutting instrument with electric actuator directional control assembly
US8851354B2 (en) 2009-12-24 2014-10-07 Ethicon Endo-Surgery, Inc. Surgical cutting instrument that analyzes tissue thickness
DE102010001084A1 (en) * 2010-01-21 2011-07-28 Höhne, Jens, Dr., 80331 Simulator and method for simulating the treatment of a biological tissue
US8702674B2 (en) 2010-04-27 2014-04-22 Crisi Medical Systems, Inc. Medication and identification information transfer apparatus
US9101534B2 (en) 2010-04-27 2015-08-11 Crisi Medical Systems, Inc. Medication and identification information transfer apparatus
US8328082B1 (en) * 2010-05-30 2012-12-11 Crisi Medical Systems, Inc. Medication container encoding, verification, and identification
US8606596B1 (en) 2010-06-27 2013-12-10 Crisi Medical Systems, Inc. Medication waste and data collection system
US8783543B2 (en) 2010-07-30 2014-07-22 Ethicon Endo-Surgery, Inc. Tissue acquisition arrangements and methods for surgical stapling devices
US9629814B2 (en) 2010-09-30 2017-04-25 Ethicon Endo-Surgery, Llc Tissue thickness compensator configured to redistribute compressive forces
US11298125B2 (en) 2010-09-30 2022-04-12 Cilag Gmbh International Tissue stapler having a thickness compensator
US9211120B2 (en) 2011-04-29 2015-12-15 Ethicon Endo-Surgery, Inc. Tissue thickness compensator comprising a plurality of medicaments
US9016542B2 (en) 2010-09-30 2015-04-28 Ethicon Endo-Surgery, Inc. Staple cartridge comprising compressible distortion resistant components
US9386988B2 (en) 2010-09-30 2016-07-12 Ethicon End-Surgery, LLC Retainer assembly including a tissue thickness compensator
US10945731B2 (en) 2010-09-30 2021-03-16 Ethicon Llc Tissue thickness compensator comprising controlled release and expansion
US11849952B2 (en) 2010-09-30 2023-12-26 Cilag Gmbh International Staple cartridge comprising staples positioned within a compressible portion thereof
US11812965B2 (en) 2010-09-30 2023-11-14 Cilag Gmbh International Layer of material for a surgical end effector
US9282962B2 (en) 2010-09-30 2016-03-15 Ethicon Endo-Surgery, Llc Adhesive film laminate
US8695866B2 (en) 2010-10-01 2014-04-15 Ethicon Endo-Surgery, Inc. Surgical instrument having a power control circuit
CN102525815A (en) * 2010-12-27 2012-07-04 四川恩威制药有限公司 Method of concurrently using working indicator lamp of traditional Chinese medicine extracting tank for multistage alarming
CA2834649C (en) 2011-04-29 2021-02-16 Ethicon Endo-Surgery, Inc. Staple cartridge comprising staples positioned within a compressible portion thereof
US9072535B2 (en) 2011-05-27 2015-07-07 Ethicon Endo-Surgery, Inc. Surgical stapling instruments with rotatable staple deployment arrangements
US11207064B2 (en) 2011-05-27 2021-12-28 Cilag Gmbh International Automated end effector component reloading system for use with a robotic system
US9078809B2 (en) 2011-06-16 2015-07-14 Crisi Medical Systems, Inc. Medication dose preparation and transfer system
US8620682B2 (en) * 2011-06-20 2013-12-31 Cerner Innovation, Inc. Smart clinical care room
US8727981B2 (en) 2011-06-20 2014-05-20 Cerner Innovation, Inc. Ambient sensing of patient discomfort
US20130127620A1 (en) 2011-06-20 2013-05-23 Cerner Innovation, Inc. Management of patient fall risk
US8655680B2 (en) 2011-06-20 2014-02-18 Cerner Innovation, Inc. Minimizing disruption during medication administration
US10293107B2 (en) 2011-06-22 2019-05-21 Crisi Medical Systems, Inc. Selectively Controlling fluid flow through a fluid pathway
US9744298B2 (en) 2011-06-22 2017-08-29 Crisi Medical Systems, Inc. Selectively controlling fluid flow through a fluid pathway
US9037282B2 (en) * 2011-06-24 2015-05-19 The Boeing Company Manufacturing control system
US9646375B2 (en) 2011-07-09 2017-05-09 Gauss Surgical, Inc. Method for setting a blood transfusion parameter
US10426356B2 (en) 2011-07-09 2019-10-01 Gauss Surgical, Inc. Method for estimating a quantity of a blood component in a fluid receiver and corresponding error
US9047663B2 (en) 2011-07-09 2015-06-02 Gauss Surgical Method for triggering blood salvage
US9870625B2 (en) 2011-07-09 2018-01-16 Gauss Surgical, Inc. Method for estimating a quantity of a blood component in a fluid receiver and corresponding error
US8897523B2 (en) 2011-07-09 2014-11-25 Gauss Surgical System and method for counting surgical samples
US10546481B2 (en) 2011-07-12 2020-01-28 Cerner Innovation, Inc. Method for determining whether an individual leaves a prescribed virtual perimeter
US9741227B1 (en) 2011-07-12 2017-08-22 Cerner Innovation, Inc. Method and process for determining whether an individual suffers a fall requiring assistance
US9044230B2 (en) 2012-02-13 2015-06-02 Ethicon Endo-Surgery, Inc. Surgical cutting and fastening instrument with apparatus for determining cartridge and firing motion status
US9569593B2 (en) * 2012-03-08 2017-02-14 Nuance Communications, Inc. Methods and apparatus for generating clinical reports
US9569594B2 (en) 2012-03-08 2017-02-14 Nuance Communications, Inc. Methods and apparatus for generating clinical reports
BR112014024102B1 (en) 2012-03-28 2022-03-03 Ethicon Endo-Surgery, Inc CLAMP CARTRIDGE ASSEMBLY FOR A SURGICAL INSTRUMENT AND END ACTUATOR ASSEMBLY FOR A SURGICAL INSTRUMENT
BR112014024098B1 (en) 2012-03-28 2021-05-25 Ethicon Endo-Surgery, Inc. staple cartridge
CN104379068B (en) 2012-03-28 2017-09-22 伊西康内外科公司 Holding device assembly including tissue thickness compensation part
CN104662559B (en) 2012-05-14 2019-02-05 高斯外科公司 System and method for estimating the amount of the blood constituent in liquid tank
WO2013173356A1 (en) 2012-05-14 2013-11-21 Gauss Surgical System and methods for managing blood loss of a patient
US11871901B2 (en) 2012-05-20 2024-01-16 Cilag Gmbh International Method for situational awareness for surgical network or surgical network connected device capable of adjusting function based on a sensed situation or usage
US9101358B2 (en) 2012-06-15 2015-08-11 Ethicon Endo-Surgery, Inc. Articulatable surgical instrument comprising a firing drive
US9289256B2 (en) 2012-06-28 2016-03-22 Ethicon Endo-Surgery, Llc Surgical end effectors having angled tissue-contacting surfaces
US11278284B2 (en) 2012-06-28 2022-03-22 Cilag Gmbh International Rotary drive arrangements for surgical instruments
US9226751B2 (en) 2012-06-28 2016-01-05 Ethicon Endo-Surgery, Inc. Surgical instrument system including replaceable end effectors
US9204879B2 (en) 2012-06-28 2015-12-08 Ethicon Endo-Surgery, Inc. Flexible drive member
US10930400B2 (en) * 2012-06-28 2021-02-23 LiveData, Inc. Operating room checklist system
BR112014032776B1 (en) 2012-06-28 2021-09-08 Ethicon Endo-Surgery, Inc SURGICAL INSTRUMENT SYSTEM AND SURGICAL KIT FOR USE WITH A SURGICAL INSTRUMENT SYSTEM
US20140001231A1 (en) 2012-06-28 2014-01-02 Ethicon Endo-Surgery, Inc. Firing system lockout arrangements for surgical instruments
JP6290201B2 (en) 2012-06-28 2018-03-07 エシコン・エンド−サージェリィ・インコーポレイテッドEthicon Endo−Surgery,Inc. Lockout for empty clip cartridge
US9282974B2 (en) 2012-06-28 2016-03-15 Ethicon Endo-Surgery, Llc Empty clip cartridge lockout
AU2013290340B2 (en) * 2012-07-16 2017-10-26 Valco Acquisition Llc Medical procedure monitoring system
US20140081659A1 (en) 2012-09-17 2014-03-20 Depuy Orthopaedics, Inc. Systems and methods for surgical and interventional planning, support, post-operative follow-up, and functional recovery tracking
CN105122249B (en) * 2012-12-31 2018-06-15 加里·斯蒂芬·舒斯特 Decision is carried out using algorithm or Analysis of programming
JP6382235B2 (en) 2013-03-01 2018-08-29 エシコン・エンド−サージェリィ・インコーポレイテッドEthicon Endo−Surgery,Inc. Articulatable surgical instrument with a conductive path for signal communication
JP6345707B2 (en) 2013-03-01 2018-06-20 エシコン・エンド−サージェリィ・インコーポレイテッドEthicon Endo−Surgery,Inc. Surgical instrument with soft stop
US10143830B2 (en) 2013-03-13 2018-12-04 Crisi Medical Systems, Inc. Injection site information cap
US9629629B2 (en) 2013-03-14 2017-04-25 Ethicon Endo-Surgey, LLC Control systems for surgical instruments
US9332987B2 (en) 2013-03-14 2016-05-10 Ethicon Endo-Surgery, Llc Control arrangements for a drive member of a surgical instrument
EP2976764A4 (en) * 2013-03-23 2016-11-30 Controlrad Systems Inc Operating room environment
BR112015026109B1 (en) 2013-04-16 2022-02-22 Ethicon Endo-Surgery, Inc surgical instrument
US9844368B2 (en) 2013-04-16 2017-12-19 Ethicon Llc Surgical system comprising first and second drive systems
US20150053746A1 (en) 2013-08-23 2015-02-26 Ethicon Endo-Surgery, Inc. Torque optimization for surgical instruments
JP6416260B2 (en) 2013-08-23 2018-10-31 エシコン エルエルシー Firing member retractor for a powered surgical instrument
US9066755B1 (en) * 2013-12-13 2015-06-30 DePuy Synthes Products, Inc. Navigable device recognition system
US10096223B1 (en) 2013-12-18 2018-10-09 Cerner Innovication, Inc. Method and process for determining whether an individual suffers a fall requiring assistance
US9729833B1 (en) 2014-01-17 2017-08-08 Cerner Innovation, Inc. Method and system for determining whether an individual takes appropriate measures to prevent the spread of healthcare-associated infections along with centralized monitoring
US10078956B1 (en) 2014-01-17 2018-09-18 Cerner Innovation, Inc. Method and system for determining whether an individual takes appropriate measures to prevent the spread of healthcare-associated infections
US10225522B1 (en) 2014-01-17 2019-03-05 Cerner Innovation, Inc. Method and system for determining whether an individual takes appropriate measures to prevent the spread of healthcare-associated infections
EP3205270B1 (en) * 2014-01-29 2018-12-19 Becton, Dickinson and Company Wearable electronic device for enhancing visualization during insertion of an invasive device
US9962161B2 (en) 2014-02-12 2018-05-08 Ethicon Llc Deliverable surgical instrument
US9733663B2 (en) 2014-03-26 2017-08-15 Ethicon Llc Power management through segmented circuit and variable voltage protection
BR112016021943B1 (en) 2014-03-26 2022-06-14 Ethicon Endo-Surgery, Llc SURGICAL INSTRUMENT FOR USE BY AN OPERATOR IN A SURGICAL PROCEDURE
US10004497B2 (en) 2014-03-26 2018-06-26 Ethicon Llc Interface systems for use with surgical instruments
WO2015160997A1 (en) 2014-04-15 2015-10-22 Gauss Surgical, Inc. Method for estimating a quantity of a blood component in a fluid canister
EP3132253B1 (en) 2014-04-15 2019-02-13 Gauss Surgical, Inc. Method for estimating a quantity of a blood component in a fluid canister
JP6532889B2 (en) 2014-04-16 2019-06-19 エシコン エルエルシーEthicon LLC Fastener cartridge assembly and staple holder cover arrangement
BR112016023825B1 (en) 2014-04-16 2022-08-02 Ethicon Endo-Surgery, Llc STAPLE CARTRIDGE FOR USE WITH A SURGICAL STAPLER AND STAPLE CARTRIDGE FOR USE WITH A SURGICAL INSTRUMENT
US10327764B2 (en) 2014-09-26 2019-06-25 Ethicon Llc Method for creating a flexible staple line
US10561422B2 (en) 2014-04-16 2020-02-18 Ethicon Llc Fastener cartridge comprising deployable tissue engaging members
JP6636452B2 (en) 2014-04-16 2020-01-29 エシコン エルエルシーEthicon LLC Fastener cartridge including extension having different configurations
US20150297223A1 (en) 2014-04-16 2015-10-22 Ethicon Endo-Surgery, Inc. Fastener cartridges including extensions having different configurations
US20150332196A1 (en) * 2014-05-15 2015-11-19 Heinz-Werner Stiller Surgical Workflow Support System
US9830484B1 (en) 2014-06-25 2017-11-28 Amazon Technologies, Inc. Tracking locations and conditions of objects based on RFID signals
US9811955B2 (en) 2014-06-25 2017-11-07 Amazon Technologies, Inc. Wearable RFID devices with manually activated RFID tags
US9449295B2 (en) 2014-06-25 2016-09-20 Amazon Technologies, Inc. Tracking transactions by confluences and sequences of RFID signals
US9792796B1 (en) 2014-06-25 2017-10-17 Amazon Technologies, Inc. Monitoring safety compliance based on RFID signals
US20160000514A1 (en) * 2014-07-03 2016-01-07 Alan Ellman Surgical vision and sensor system
US10111679B2 (en) 2014-09-05 2018-10-30 Ethicon Llc Circuitry and sensors for powered medical device
BR112017004361B1 (en) 2014-09-05 2023-04-11 Ethicon Llc ELECTRONIC SYSTEM FOR A SURGICAL INSTRUMENT
US11311294B2 (en) 2014-09-05 2022-04-26 Cilag Gmbh International Powered medical device including measurement of closure state of jaws
US10579959B2 (en) 2014-09-10 2020-03-03 Cerner Innovation, Inc. Intelligent routing of radio-frequency identification data
US10105142B2 (en) 2014-09-18 2018-10-23 Ethicon Llc Surgical stapler with plurality of cutting elements
CA2961970A1 (en) * 2014-09-23 2016-03-31 Surgical Safety Technologies Inc. Operating room black-box device, system, method and computer readable medium
JP6648119B2 (en) 2014-09-26 2020-02-14 エシコン エルエルシーEthicon LLC Surgical stapling buttress and accessory materials
US11523821B2 (en) 2014-09-26 2022-12-13 Cilag Gmbh International Method for creating a flexible staple line
US10076325B2 (en) 2014-10-13 2018-09-18 Ethicon Llc Surgical stapling apparatus comprising a tissue stop
US9924944B2 (en) 2014-10-16 2018-03-27 Ethicon Llc Staple cartridge comprising an adjunct material
US9996167B2 (en) 2014-10-27 2018-06-12 Amazon Technologies, Inc. Dynamic RFID-based input devices
US10517594B2 (en) 2014-10-29 2019-12-31 Ethicon Llc Cartridge assemblies for surgical staplers
US11141153B2 (en) 2014-10-29 2021-10-12 Cilag Gmbh International Staple cartridges comprising driver arrangements
US11504192B2 (en) 2014-10-30 2022-11-22 Cilag Gmbh International Method of hub communication with surgical instrument systems
US9844376B2 (en) 2014-11-06 2017-12-19 Ethicon Llc Staple cartridge comprising a releasable adjunct material
US10736636B2 (en) 2014-12-10 2020-08-11 Ethicon Llc Articulatable surgical instrument system
US9844375B2 (en) 2014-12-18 2017-12-19 Ethicon Llc Drive arrangements for articulatable surgical instruments
US9987000B2 (en) 2014-12-18 2018-06-05 Ethicon Llc Surgical instrument assembly comprising a flexible articulation system
US9844374B2 (en) 2014-12-18 2017-12-19 Ethicon Llc Surgical instrument systems comprising an articulatable end effector and means for adjusting the firing stroke of a firing member
US10004501B2 (en) 2014-12-18 2018-06-26 Ethicon Llc Surgical instruments with improved closure arrangements
MX2017008108A (en) 2014-12-18 2018-03-06 Ethicon Llc Surgical instrument with an anvil that is selectively movable about a discrete non-movable axis relative to a staple cartridge.
US10085748B2 (en) 2014-12-18 2018-10-02 Ethicon Llc Locking arrangements for detachable shaft assemblies with articulatable surgical end effectors
US10090068B2 (en) 2014-12-23 2018-10-02 Cerner Innovation, Inc. Method and system for determining whether a monitored individual's hand(s) have entered a virtual safety zone
US10524722B2 (en) 2014-12-26 2020-01-07 Cerner Innovation, Inc. Method and system for determining whether a caregiver takes appropriate measures to prevent patient bedsores
US10091463B1 (en) 2015-02-16 2018-10-02 Cerner Innovation, Inc. Method for determining whether an individual enters a prescribed virtual zone using 3D blob detection
US11154301B2 (en) 2015-02-27 2021-10-26 Cilag Gmbh International Modular stapling assembly
US10687806B2 (en) 2015-03-06 2020-06-23 Ethicon Llc Adaptive tissue compression techniques to adjust closure rates for multiple tissue types
US10441279B2 (en) 2015-03-06 2019-10-15 Ethicon Llc Multiple level thresholds to modify operation of powered surgical instruments
US9808246B2 (en) 2015-03-06 2017-11-07 Ethicon Endo-Surgery, Llc Method of operating a powered surgical instrument
US10548504B2 (en) 2015-03-06 2020-02-04 Ethicon Llc Overlaid multi sensor radio frequency (RF) electrode system to measure tissue compression
US9924961B2 (en) 2015-03-06 2018-03-27 Ethicon Endo-Surgery, Llc Interactive feedback system for powered surgical instruments
US9901342B2 (en) 2015-03-06 2018-02-27 Ethicon Endo-Surgery, Llc Signal and power communication system positioned on a rotatable shaft
JP2020121162A (en) 2015-03-06 2020-08-13 エシコン エルエルシーEthicon LLC Time dependent evaluation of sensor data to determine stability element, creep element and viscoelastic element of measurement
US9993248B2 (en) 2015-03-06 2018-06-12 Ethicon Endo-Surgery, Llc Smart sensors with local signal processing
US10245033B2 (en) 2015-03-06 2019-04-02 Ethicon Llc Surgical instrument comprising a lockable battery housing
US10617412B2 (en) 2015-03-06 2020-04-14 Ethicon Llc System for detecting the mis-insertion of a staple cartridge into a surgical stapler
CN107615395B (en) * 2015-03-26 2021-02-05 外科安全技术公司 Operating room black box apparatus, system, method and computer readable medium for event and error prediction
US10213201B2 (en) 2015-03-31 2019-02-26 Ethicon Llc Stapling end effector configured to compensate for an uneven gap between a first jaw and a second jaw
US10342478B2 (en) 2015-05-07 2019-07-09 Cerner Innovation, Inc. Method and system for determining whether a caretaker takes appropriate measures to prevent patient bedsores
WO2016187071A1 (en) 2015-05-15 2016-11-24 Gauss Surgical, Inc. Systems and methods for assessing fluids from a patient
US10555675B2 (en) 2015-05-15 2020-02-11 Gauss Surgical, Inc. Method for projecting blood loss of a patient during a surgery
WO2016187072A1 (en) 2015-05-15 2016-11-24 Gauss Surgical, Inc. Methods and systems for characterizing fluids from a patient
US9892611B1 (en) 2015-06-01 2018-02-13 Cerner Innovation, Inc. Method for determining whether an individual enters a prescribed virtual zone using skeletal tracking and 3D blob detection
US10373226B1 (en) 2015-06-16 2019-08-06 Amazon Technologies, Inc. Interactive parking facilities
US11058425B2 (en) 2015-08-17 2021-07-13 Ethicon Llc Implantable layers for a surgical instrument
US10238386B2 (en) 2015-09-23 2019-03-26 Ethicon Llc Surgical stapler having motor control based on an electrical parameter related to a motor current
US10105139B2 (en) 2015-09-23 2018-10-23 Ethicon Llc Surgical stapler having downstream current-based motor control
US10299878B2 (en) 2015-09-25 2019-05-28 Ethicon Llc Implantable adjunct systems for determining adjunct skew
US11890015B2 (en) 2015-09-30 2024-02-06 Cilag Gmbh International Compressible adjunct with crossing spacer fibers
US10285699B2 (en) 2015-09-30 2019-05-14 Ethicon Llc Compressible adjunct
US10327777B2 (en) 2015-09-30 2019-06-25 Ethicon Llc Implantable layer comprising plastically deformed fibers
US10980539B2 (en) 2015-09-30 2021-04-20 Ethicon Llc Implantable adjunct comprising bonded layers
US10353564B2 (en) 2015-12-21 2019-07-16 Sap Se Graphical user interface with virtual extension areas
JP6934253B2 (en) 2015-12-23 2021-09-15 ガウス サージカル, インコーポレイテッドGauss Surgical, Inc. How to assess the amount of blood components in a surgical fabric
WO2017112913A1 (en) 2015-12-23 2017-06-29 Gauss Surgical, Inc. System and method for estimating an amount of a blood component in a volume of fluid
US10368865B2 (en) 2015-12-30 2019-08-06 Ethicon Llc Mechanisms for compensating for drivetrain failure in powered surgical instruments
US10292704B2 (en) 2015-12-30 2019-05-21 Ethicon Llc Mechanisms for compensating for battery pack failure in powered surgical instruments
US10265068B2 (en) 2015-12-30 2019-04-23 Ethicon Llc Surgical instruments with separable motors and motor control circuits
US10614288B2 (en) 2015-12-31 2020-04-07 Cerner Innovation, Inc. Methods and systems for detecting stroke symptoms
US11213293B2 (en) 2016-02-09 2022-01-04 Cilag Gmbh International Articulatable surgical instruments with single articulation link arrangements
BR112018016098B1 (en) 2016-02-09 2023-02-23 Ethicon Llc SURGICAL INSTRUMENT
US20170224332A1 (en) 2016-02-09 2017-08-10 Ethicon Endo-Surgery, Llc Surgical instruments with non-symmetrical articulation arrangements
US11224426B2 (en) 2016-02-12 2022-01-18 Cilag Gmbh International Mechanisms for compensating for drivetrain failure in powered surgical instruments
US10448948B2 (en) 2016-02-12 2019-10-22 Ethicon Llc Mechanisms for compensating for drivetrain failure in powered surgical instruments
US10617413B2 (en) 2016-04-01 2020-04-14 Ethicon Llc Closure system arrangements for surgical cutting and stapling devices with separate and distinct firing shafts
US11607239B2 (en) 2016-04-15 2023-03-21 Cilag Gmbh International Systems and methods for controlling a surgical stapling and cutting instrument
US10456137B2 (en) 2016-04-15 2019-10-29 Ethicon Llc Staple formation detection mechanisms
US10357247B2 (en) 2016-04-15 2019-07-23 Ethicon Llc Surgical instrument with multiple program responses during a firing motion
US10492783B2 (en) 2016-04-15 2019-12-03 Ethicon, Llc Surgical instrument with improved stop/start control during a firing motion
US10426467B2 (en) 2016-04-15 2019-10-01 Ethicon Llc Surgical instrument with detection sensors
US10828028B2 (en) 2016-04-15 2020-11-10 Ethicon Llc Surgical instrument with multiple program responses during a firing motion
US10335145B2 (en) 2016-04-15 2019-07-02 Ethicon Llc Modular surgical instrument with configurable operating mode
US11179150B2 (en) 2016-04-15 2021-11-23 Cilag Gmbh International Systems and methods for controlling a surgical stapling and cutting instrument
US11317917B2 (en) 2016-04-18 2022-05-03 Cilag Gmbh International Surgical stapling system comprising a lockable firing assembly
US20170296173A1 (en) 2016-04-18 2017-10-19 Ethicon Endo-Surgery, Llc Method for operating a surgical instrument
US10368867B2 (en) 2016-04-18 2019-08-06 Ethicon Llc Surgical instrument comprising a lockout
US10353534B2 (en) 2016-05-13 2019-07-16 Sap Se Overview page in multi application user interface
US10579238B2 (en) 2016-05-13 2020-03-03 Sap Se Flexible screen layout across multiple platforms
US10346184B2 (en) 2016-05-13 2019-07-09 Sap Se Open data protocol services in applications and interfaces across multiple platforms
US10318253B2 (en) 2016-05-13 2019-06-11 Sap Se Smart templates for use in multiple platforms
US11370113B2 (en) 2016-09-06 2022-06-28 Verily Life Sciences Llc Systems and methods for prevention of surgical mistakes
JP6747956B2 (en) * 2016-12-07 2020-08-26 株式会社OPExPARK Information integration device
US11090048B2 (en) 2016-12-21 2021-08-17 Cilag Gmbh International Method for resetting a fuse of a surgical instrument shaft
US10695055B2 (en) 2016-12-21 2020-06-30 Ethicon Llc Firing assembly comprising a lockout
US10426471B2 (en) 2016-12-21 2019-10-01 Ethicon Llc Surgical instrument with multiple failure response modes
US10588631B2 (en) 2016-12-21 2020-03-17 Ethicon Llc Surgical instruments with positive jaw opening features
US10888322B2 (en) 2016-12-21 2021-01-12 Ethicon Llc Surgical instrument comprising a cutting member
US20180168633A1 (en) 2016-12-21 2018-06-21 Ethicon Endo-Surgery, Llc Surgical stapling instruments and staple-forming anvils
US20180168615A1 (en) 2016-12-21 2018-06-21 Ethicon Endo-Surgery, Llc Method of deforming staples from two different types of staple cartridges with the same surgical stapling instrument
MX2019007311A (en) 2016-12-21 2019-11-18 Ethicon Llc Surgical stapling systems.
US10568624B2 (en) 2016-12-21 2020-02-25 Ethicon Llc Surgical instruments with jaws that are pivotable about a fixed axis and include separate and distinct closure and firing systems
US20180168625A1 (en) 2016-12-21 2018-06-21 Ethicon Endo-Surgery, Llc Surgical stapling instruments with smart staple cartridges
JP7010956B2 (en) 2016-12-21 2022-01-26 エシコン エルエルシー How to staple tissue
US10682138B2 (en) 2016-12-21 2020-06-16 Ethicon Llc Bilaterally asymmetric staple forming pocket pairs
US10918385B2 (en) 2016-12-21 2021-02-16 Ethicon Llc Surgical system comprising a firing member rotatable into an articulation state to articulate an end effector of the surgical system
US10959727B2 (en) 2016-12-21 2021-03-30 Ethicon Llc Articulatable surgical end effector with asymmetric shaft arrangement
CN110099619B (en) 2016-12-21 2022-07-15 爱惜康有限责任公司 Lockout device for surgical end effector and replaceable tool assembly
US11134942B2 (en) 2016-12-21 2021-10-05 Cilag Gmbh International Surgical stapling instruments and staple-forming anvils
US10856868B2 (en) 2016-12-21 2020-12-08 Ethicon Llc Firing member pin configurations
US10973516B2 (en) 2016-12-21 2021-04-13 Ethicon Llc Surgical end effectors and adaptable firing members therefor
US11419606B2 (en) 2016-12-21 2022-08-23 Cilag Gmbh International Shaft assembly comprising a clutch configured to adapt the output of a rotary firing member to two different systems
US10147184B2 (en) 2016-12-30 2018-12-04 Cerner Innovation, Inc. Seizure detection
JP7268879B2 (en) 2017-01-02 2023-05-08 ガウス サージカル,インコーポレイテッド Tracking Surgical Items Predicting Duplicate Imaging
CN108279890B (en) * 2017-01-06 2021-12-24 阿里巴巴集团控股有限公司 Component publishing method, component constructing method and graphical machine learning algorithm platform
US11229368B2 (en) 2017-01-13 2022-01-25 Gauss Surgical, Inc. Fluid loss estimation based on weight of medical items
US10915303B2 (en) 2017-01-26 2021-02-09 Sap Se Run time integrated development and modification system
US9836654B1 (en) 2017-02-28 2017-12-05 Kinosis Ltd. Surgical tracking and procedural map analysis tool
USD890784S1 (en) 2017-06-20 2020-07-21 Ethicon Llc Display panel with changeable graphical user interface
USD879808S1 (en) 2017-06-20 2020-03-31 Ethicon Llc Display panel with graphical user interface
US11090046B2 (en) 2017-06-20 2021-08-17 Cilag Gmbh International Systems and methods for controlling displacement member motion of a surgical stapling and cutting instrument
US11382638B2 (en) 2017-06-20 2022-07-12 Cilag Gmbh International Closed loop feedback control of motor velocity of a surgical stapling and cutting instrument based on measured time over a specified displacement distance
US10980537B2 (en) 2017-06-20 2021-04-20 Ethicon Llc Closed loop feedback control of motor velocity of a surgical stapling and cutting instrument based on measured time over a specified number of shaft rotations
US10307170B2 (en) 2017-06-20 2019-06-04 Ethicon Llc Method for closed loop control of motor velocity of a surgical stapling and cutting instrument
US10646220B2 (en) 2017-06-20 2020-05-12 Ethicon Llc Systems and methods for controlling displacement member velocity for a surgical instrument
US10881396B2 (en) 2017-06-20 2021-01-05 Ethicon Llc Surgical instrument with variable duration trigger arrangement
US11517325B2 (en) 2017-06-20 2022-12-06 Cilag Gmbh International Closed loop feedback control of motor velocity of a surgical stapling and cutting instrument based on measured displacement distance traveled over a specified time interval
US11071554B2 (en) 2017-06-20 2021-07-27 Cilag Gmbh International Closed loop feedback control of motor velocity of a surgical stapling and cutting instrument based on magnitude of velocity error measurements
US11653914B2 (en) 2017-06-20 2023-05-23 Cilag Gmbh International Systems and methods for controlling motor velocity of a surgical stapling and cutting instrument according to articulation angle of end effector
US10624633B2 (en) 2017-06-20 2020-04-21 Ethicon Llc Systems and methods for controlling motor velocity of a surgical stapling and cutting instrument
USD879809S1 (en) 2017-06-20 2020-03-31 Ethicon Llc Display panel with changeable graphical user interface
US10779820B2 (en) 2017-06-20 2020-09-22 Ethicon Llc Systems and methods for controlling motor speed according to user input for a surgical instrument
US10888321B2 (en) 2017-06-20 2021-01-12 Ethicon Llc Systems and methods for controlling velocity of a displacement member of a surgical stapling and cutting instrument
US10881399B2 (en) 2017-06-20 2021-01-05 Ethicon Llc Techniques for adaptive control of motor velocity of a surgical stapling and cutting instrument
US10813639B2 (en) 2017-06-20 2020-10-27 Ethicon Llc Closed loop feedback control of motor velocity of a surgical stapling and cutting instrument based on system conditions
US10772629B2 (en) 2017-06-27 2020-09-15 Ethicon Llc Surgical anvil arrangements
US20180368844A1 (en) 2017-06-27 2018-12-27 Ethicon Llc Staple forming pocket arrangements
US10993716B2 (en) 2017-06-27 2021-05-04 Ethicon Llc Surgical anvil arrangements
US11324503B2 (en) 2017-06-27 2022-05-10 Cilag Gmbh International Surgical firing member arrangements
US10856869B2 (en) 2017-06-27 2020-12-08 Ethicon Llc Surgical anvil arrangements
US11266405B2 (en) 2017-06-27 2022-03-08 Cilag Gmbh International Surgical anvil manufacturing methods
US11484310B2 (en) 2017-06-28 2022-11-01 Cilag Gmbh International Surgical instrument comprising a shaft including a closure tube profile
US11259805B2 (en) 2017-06-28 2022-03-01 Cilag Gmbh International Surgical instrument comprising firing member supports
USD869655S1 (en) 2017-06-28 2019-12-10 Ethicon Llc Surgical fastener cartridge
US10903685B2 (en) 2017-06-28 2021-01-26 Ethicon Llc Surgical shaft assemblies with slip ring assemblies forming capacitive channels
US10765427B2 (en) 2017-06-28 2020-09-08 Ethicon Llc Method for articulating a surgical instrument
EP3420947B1 (en) 2017-06-28 2022-05-25 Cilag GmbH International Surgical instrument comprising selectively actuatable rotatable couplers
US11246592B2 (en) 2017-06-28 2022-02-15 Cilag Gmbh International Surgical instrument comprising an articulation system lockable to a frame
US11478242B2 (en) 2017-06-28 2022-10-25 Cilag Gmbh International Jaw retainer arrangement for retaining a pivotable surgical instrument jaw in pivotable retaining engagement with a second surgical instrument jaw
US10716614B2 (en) 2017-06-28 2020-07-21 Ethicon Llc Surgical shaft assemblies with slip ring assemblies with increased contact pressure
US11564686B2 (en) 2017-06-28 2023-01-31 Cilag Gmbh International Surgical shaft assemblies with flexible interfaces
USD906355S1 (en) 2017-06-28 2020-12-29 Ethicon Llc Display screen or portion thereof with a graphical user interface for a surgical instrument
US11007022B2 (en) 2017-06-29 2021-05-18 Ethicon Llc Closed loop velocity control techniques based on sensed tissue parameters for robotic surgical instrument
US10932772B2 (en) 2017-06-29 2021-03-02 Ethicon Llc Methods for closed loop velocity control for robotic surgical instrument
US10898183B2 (en) 2017-06-29 2021-01-26 Ethicon Llc Robotic surgical instrument with closed loop feedback techniques for advancement of closure member during firing
US11432877B2 (en) 2017-08-02 2022-09-06 Medtech S.A. Surgical field camera system that only uses images from cameras with an unobstructed sight line for tracking
US11944300B2 (en) 2017-08-03 2024-04-02 Cilag Gmbh International Method for operating a surgical system bailout
US11471155B2 (en) 2017-08-03 2022-10-18 Cilag Gmbh International Surgical system bailout
US11304695B2 (en) 2017-08-03 2022-04-19 Cilag Gmbh International Surgical system shaft interconnection
US10978187B2 (en) 2017-08-10 2021-04-13 Nuance Communications, Inc. Automated clinical documentation system and method
US11316865B2 (en) 2017-08-10 2022-04-26 Nuance Communications, Inc. Ambient cooperative intelligence system and method
US10743872B2 (en) 2017-09-29 2020-08-18 Ethicon Llc System and methods for controlling a display of a surgical instrument
USD907647S1 (en) 2017-09-29 2021-01-12 Ethicon Llc Display screen or portion thereof with animated graphical user interface
US10765429B2 (en) 2017-09-29 2020-09-08 Ethicon Llc Systems and methods for providing alerts according to the operational state of a surgical instrument
US11399829B2 (en) 2017-09-29 2022-08-02 Cilag Gmbh International Systems and methods of initiating a power shutdown mode for a surgical instrument
USD917500S1 (en) 2017-09-29 2021-04-27 Ethicon Llc Display screen or portion thereof with graphical user interface
USD907648S1 (en) 2017-09-29 2021-01-12 Ethicon Llc Display screen or portion thereof with animated graphical user interface
US10729501B2 (en) 2017-09-29 2020-08-04 Ethicon Llc Systems and methods for language selection of a surgical instrument
US11510741B2 (en) 2017-10-30 2022-11-29 Cilag Gmbh International Method for producing a surgical instrument comprising a smart electrical system
US11911045B2 (en) 2017-10-30 2024-02-27 Cllag GmbH International Method for operating a powered articulating multi-clip applier
US11026687B2 (en) 2017-10-30 2021-06-08 Cilag Gmbh International Clip applier comprising clip advancing systems
US11311342B2 (en) 2017-10-30 2022-04-26 Cilag Gmbh International Method for communicating with surgical instrument systems
US11564756B2 (en) 2017-10-30 2023-01-31 Cilag Gmbh International Method of hub communication with surgical instrument systems
US11317919B2 (en) 2017-10-30 2022-05-03 Cilag Gmbh International Clip applier comprising a clip crimping system
US11229436B2 (en) 2017-10-30 2022-01-25 Cilag Gmbh International Surgical system comprising a surgical tool and a surgical hub
US11291510B2 (en) 2017-10-30 2022-04-05 Cilag Gmbh International Method of hub communication with surgical instrument systems
US11129636B2 (en) 2017-10-30 2021-09-28 Cilag Gmbh International Surgical instruments comprising an articulation drive that provides for high articulation angles
US11801098B2 (en) 2017-10-30 2023-10-31 Cilag Gmbh International Method of hub communication with surgical instrument systems
US11090075B2 (en) 2017-10-30 2021-08-17 Cilag Gmbh International Articulation features for surgical end effector
US11134944B2 (en) 2017-10-30 2021-10-05 Cilag Gmbh International Surgical stapler knife motion controls
US10779903B2 (en) 2017-10-31 2020-09-22 Ethicon Llc Positive shaft rotation lock activated by jaw closure
US10842490B2 (en) 2017-10-31 2020-11-24 Ethicon Llc Cartridge body design with force reduction based on firing completion
US10743874B2 (en) 2017-12-15 2020-08-18 Ethicon Llc Sealed adapters for use with electromechanical surgical instruments
US10779825B2 (en) 2017-12-15 2020-09-22 Ethicon Llc Adapters with end effector position sensing and control arrangements for use in connection with electromechanical surgical instruments
US11033267B2 (en) 2017-12-15 2021-06-15 Ethicon Llc Systems and methods of controlling a clamping member firing rate of a surgical instrument
US10779826B2 (en) 2017-12-15 2020-09-22 Ethicon Llc Methods of operating surgical end effectors
US10743875B2 (en) 2017-12-15 2020-08-18 Ethicon Llc Surgical end effectors with jaw stiffener arrangements configured to permit monitoring of firing member
US11197670B2 (en) 2017-12-15 2021-12-14 Cilag Gmbh International Surgical end effectors with pivotal jaws configured to touch at their respective distal ends when fully closed
US10966718B2 (en) 2017-12-15 2021-04-06 Ethicon Llc Dynamic clamping assemblies with improved wear characteristics for use in connection with electromechanical surgical instruments
US10828033B2 (en) 2017-12-15 2020-11-10 Ethicon Llc Handheld electromechanical surgical instruments with improved motor control arrangements for positioning components of an adapter coupled thereto
US10869666B2 (en) 2017-12-15 2020-12-22 Ethicon Llc Adapters with control systems for controlling multiple motors of an electromechanical surgical instrument
US10687813B2 (en) 2017-12-15 2020-06-23 Ethicon Llc Adapters with firing stroke sensing arrangements for use in connection with electromechanical surgical instruments
US11006955B2 (en) 2017-12-15 2021-05-18 Ethicon Llc End effectors with positive jaw opening features for use with adapters for electromechanical surgical instruments
US11071543B2 (en) 2017-12-15 2021-07-27 Cilag Gmbh International Surgical end effectors with clamping assemblies configured to increase jaw aperture ranges
US10716565B2 (en) 2017-12-19 2020-07-21 Ethicon Llc Surgical instruments with dual articulation drivers
US11045270B2 (en) 2017-12-19 2021-06-29 Cilag Gmbh International Robotic attachment comprising exterior drive actuator
US10835330B2 (en) 2017-12-19 2020-11-17 Ethicon Llc Method for determining the position of a rotatable jaw of a surgical instrument attachment assembly
US10729509B2 (en) 2017-12-19 2020-08-04 Ethicon Llc Surgical instrument comprising closure and firing locking mechanism
USD910847S1 (en) 2017-12-19 2021-02-16 Ethicon Llc Surgical instrument assembly
US11020112B2 (en) 2017-12-19 2021-06-01 Ethicon Llc Surgical tools configured for interchangeable use with different controller interfaces
US11311290B2 (en) 2017-12-21 2022-04-26 Cilag Gmbh International Surgical instrument comprising an end effector dampener
US11129680B2 (en) 2017-12-21 2021-09-28 Cilag Gmbh International Surgical instrument comprising a projector
US11179152B2 (en) 2017-12-21 2021-11-23 Cilag Gmbh International Surgical instrument comprising a tissue grasping system
US11076853B2 (en) 2017-12-21 2021-08-03 Cilag Gmbh International Systems and methods of displaying a knife position during transection for a surgical instrument
US11602393B2 (en) 2017-12-28 2023-03-14 Cilag Gmbh International Surgical evacuation sensing and generator control
US11317937B2 (en) 2018-03-08 2022-05-03 Cilag Gmbh International Determining the state of an ultrasonic end effector
US11423007B2 (en) 2017-12-28 2022-08-23 Cilag Gmbh International Adjustment of device control programs based on stratified contextual data in addition to the data
US11304763B2 (en) 2017-12-28 2022-04-19 Cilag Gmbh International Image capturing of the areas outside the abdomen to improve placement and control of a surgical device in use
US11612444B2 (en) 2017-12-28 2023-03-28 Cilag Gmbh International Adjustment of a surgical device function based on situational awareness
US10987178B2 (en) 2017-12-28 2021-04-27 Ethicon Llc Surgical hub control arrangements
US11096693B2 (en) 2017-12-28 2021-08-24 Cilag Gmbh International Adjustment of staple height of at least one row of staples based on the sensed tissue thickness or force in closing
US11576677B2 (en) 2017-12-28 2023-02-14 Cilag Gmbh International Method of hub communication, processing, display, and cloud analytics
US10944728B2 (en) 2017-12-28 2021-03-09 Ethicon Llc Interactive surgical systems with encrypted communication capabilities
US11051876B2 (en) 2017-12-28 2021-07-06 Cilag Gmbh International Surgical evacuation flow paths
US11857152B2 (en) 2017-12-28 2024-01-02 Cilag Gmbh International Surgical hub spatial awareness to determine devices in operating theater
US11744604B2 (en) 2017-12-28 2023-09-05 Cilag Gmbh International Surgical instrument with a hardware-only control circuit
US11633237B2 (en) 2017-12-28 2023-04-25 Cilag Gmbh International Usage and technique analysis of surgeon / staff performance against a baseline to optimize device utilization and performance for both current and future procedures
US11937769B2 (en) 2017-12-28 2024-03-26 Cilag Gmbh International Method of hub communication, processing, storage and display
US10755813B2 (en) 2017-12-28 2020-08-25 Ethicon Llc Communication of smoke evacuation system parameters to hub or cloud in smoke evacuation module for interactive surgical platform
US11818052B2 (en) 2017-12-28 2023-11-14 Cilag Gmbh International Surgical network determination of prioritization of communication, interaction, or processing based on system or device needs
US11273001B2 (en) 2017-12-28 2022-03-15 Cilag Gmbh International Surgical hub and modular device response adjustment based on situational awareness
US11464559B2 (en) 2017-12-28 2022-10-11 Cilag Gmbh International Estimating state of ultrasonic end effector and control system therefor
US11559308B2 (en) 2017-12-28 2023-01-24 Cilag Gmbh International Method for smart energy device infrastructure
US11253315B2 (en) 2017-12-28 2022-02-22 Cilag Gmbh International Increasing radio frequency to create pad-less monopolar loop
US11786251B2 (en) 2017-12-28 2023-10-17 Cilag Gmbh International Method for adaptive control schemes for surgical network control and interaction
US11266468B2 (en) 2017-12-28 2022-03-08 Cilag Gmbh International Cooperative utilization of data derived from secondary sources by intelligent surgical hubs
US11166772B2 (en) 2017-12-28 2021-11-09 Cilag Gmbh International Surgical hub coordination of control and communication of operating room devices
US20190200981A1 (en) 2017-12-28 2019-07-04 Ethicon Llc Method of compressing tissue within a stapling device and simultaneously displaying the location of the tissue within the jaws
US11069012B2 (en) 2017-12-28 2021-07-20 Cilag Gmbh International Interactive surgical systems with condition handling of devices and data capabilities
US11147607B2 (en) 2017-12-28 2021-10-19 Cilag Gmbh International Bipolar combination device that automatically adjusts pressure based on energy modality
US11571234B2 (en) 2017-12-28 2023-02-07 Cilag Gmbh International Temperature control of ultrasonic end effector and control system therefor
US11424027B2 (en) 2017-12-28 2022-08-23 Cilag Gmbh International Method for operating surgical instrument systems
US11419667B2 (en) 2017-12-28 2022-08-23 Cilag Gmbh International Ultrasonic energy device which varies pressure applied by clamp arm to provide threshold control pressure at a cut progression location
US10966791B2 (en) 2017-12-28 2021-04-06 Ethicon Llc Cloud-based medical analytics for medical facility segmented individualization of instrument function
US11291495B2 (en) 2017-12-28 2022-04-05 Cilag Gmbh International Interruption of energy due to inadvertent capacitive coupling
US10932872B2 (en) 2017-12-28 2021-03-02 Ethicon Llc Cloud-based medical analytics for linking of local usage trends with the resource acquisition behaviors of larger data set
US10943454B2 (en) 2017-12-28 2021-03-09 Ethicon Llc Detection and escalation of security responses of surgical instruments to increasing severity threats
US11540855B2 (en) 2017-12-28 2023-01-03 Cilag Gmbh International Controlling activation of an ultrasonic surgical instrument according to the presence of tissue
US11160605B2 (en) 2017-12-28 2021-11-02 Cilag Gmbh International Surgical evacuation sensing and motor control
US11257589B2 (en) 2017-12-28 2022-02-22 Cilag Gmbh International Real-time analysis of comprehensive cost of all instrumentation used in surgery utilizing data fluidity to track instruments through stocking and in-house processes
US11100631B2 (en) 2017-12-28 2021-08-24 Cilag Gmbh International Use of laser light and red-green-blue coloration to determine properties of back scattered light
US11304699B2 (en) 2017-12-28 2022-04-19 Cilag Gmbh International Method for adaptive control schemes for surgical network control and interaction
US11278281B2 (en) 2017-12-28 2022-03-22 Cilag Gmbh International Interactive surgical system
US11234756B2 (en) 2017-12-28 2022-02-01 Cilag Gmbh International Powered surgical tool with predefined adjustable control algorithm for controlling end effector parameter
US11076921B2 (en) 2017-12-28 2021-08-03 Cilag Gmbh International Adaptive control program updates for surgical hubs
US11432885B2 (en) 2017-12-28 2022-09-06 Cilag Gmbh International Sensing arrangements for robot-assisted surgical platforms
US10892995B2 (en) 2017-12-28 2021-01-12 Ethicon Llc Surgical network determination of prioritization of communication, interaction, or processing based on system or device needs
US11304720B2 (en) 2017-12-28 2022-04-19 Cilag Gmbh International Activation of energy devices
US11376002B2 (en) 2017-12-28 2022-07-05 Cilag Gmbh International Surgical instrument cartridge sensor assemblies
US11179208B2 (en) 2017-12-28 2021-11-23 Cilag Gmbh International Cloud-based medical analytics for security and authentication trends and reactive measures
US20190201039A1 (en) 2017-12-28 2019-07-04 Ethicon Llc Situational awareness of electrosurgical systems
US20190201118A1 (en) 2017-12-28 2019-07-04 Ethicon Llc Display arrangements for robot-assisted surgical platforms
US11202570B2 (en) 2017-12-28 2021-12-21 Cilag Gmbh International Communication hub and storage device for storing parameters and status of a surgical device to be shared with cloud based analytics systems
US11786245B2 (en) 2017-12-28 2023-10-17 Cilag Gmbh International Surgical systems with prioritized data transmission capabilities
US20190201146A1 (en) 2017-12-28 2019-07-04 Ethicon Llc Safety systems for smart powered surgical stapling
US11308075B2 (en) 2017-12-28 2022-04-19 Cilag Gmbh International Surgical network, instrument, and cloud responses based on validation of received dataset and authentication of its source and integrity
US11589888B2 (en) 2017-12-28 2023-02-28 Cilag Gmbh International Method for controlling smart energy devices
US11304745B2 (en) * 2017-12-28 2022-04-19 Cilag Gmbh International Surgical evacuation sensing and display
US11659023B2 (en) 2017-12-28 2023-05-23 Cilag Gmbh International Method of hub communication
US11678881B2 (en) 2017-12-28 2023-06-20 Cilag Gmbh International Spatial awareness of surgical hubs in operating rooms
US10643446B2 (en) 2017-12-28 2020-05-05 Cerner Innovation, Inc. Utilizing artificial intelligence to detect objects or patient safety events in a patient room
US11832899B2 (en) 2017-12-28 2023-12-05 Cilag Gmbh International Surgical systems with autonomously adjustable control programs
US11446052B2 (en) 2017-12-28 2022-09-20 Cilag Gmbh International Variation of radio frequency and ultrasonic power level in cooperation with varying clamp arm pressure to achieve predefined heat flux or power applied to tissue
US11389164B2 (en) 2017-12-28 2022-07-19 Cilag Gmbh International Method of using reinforced flexible circuits with multiple sensors to optimize performance of radio frequency devices
US20190206569A1 (en) * 2017-12-28 2019-07-04 Ethicon Llc Method of cloud based data analytics for use with the hub
US11026751B2 (en) 2017-12-28 2021-06-08 Cilag Gmbh International Display of alignment of staple cartridge to prior linear staple line
US11903601B2 (en) 2017-12-28 2024-02-20 Cilag Gmbh International Surgical instrument comprising a plurality of drive systems
US11056244B2 (en) 2017-12-28 2021-07-06 Cilag Gmbh International Automated data scaling, alignment, and organizing based on predefined parameters within surgical networks
US11109866B2 (en) 2017-12-28 2021-09-07 Cilag Gmbh International Method for circular stapler control algorithm adjustment based on situational awareness
US11410259B2 (en) 2017-12-28 2022-08-09 Cilag Gmbh International Adaptive control program updates for surgical devices
US11179175B2 (en) 2017-12-28 2021-11-23 Cilag Gmbh International Controlling an ultrasonic surgical instrument according to tissue location
US11284936B2 (en) 2017-12-28 2022-03-29 Cilag Gmbh International Surgical instrument having a flexible electrode
US10849697B2 (en) 2017-12-28 2020-12-01 Ethicon Llc Cloud interface for coupled surgical devices
US11311306B2 (en) 2017-12-28 2022-04-26 Cilag Gmbh International Surgical systems for detecting end effector tissue distribution irregularities
US11666331B2 (en) 2017-12-28 2023-06-06 Cilag Gmbh International Systems for detecting proximity of surgical end effector to cancerous tissue
US11896322B2 (en) 2017-12-28 2024-02-13 Cilag Gmbh International Sensing the patient position and contact utilizing the mono-polar return pad electrode to provide situational awareness to the hub
US10695081B2 (en) 2017-12-28 2020-06-30 Ethicon Llc Controlling a surgical instrument according to sensed closure parameters
US11364075B2 (en) 2017-12-28 2022-06-21 Cilag Gmbh International Radio frequency energy device for delivering combined electrical signals
US11419630B2 (en) 2017-12-28 2022-08-23 Cilag Gmbh International Surgical system distributed processing
US10892899B2 (en) 2017-12-28 2021-01-12 Ethicon Llc Self describing data packets generated at an issuing instrument
US11464535B2 (en) 2017-12-28 2022-10-11 Cilag Gmbh International Detection of end effector emersion in liquid
US11324557B2 (en) 2017-12-28 2022-05-10 Cilag Gmbh International Surgical instrument with a sensing array
US10758310B2 (en) 2017-12-28 2020-09-01 Ethicon Llc Wireless pairing of a surgical device with another device within a sterile surgical field based on the usage and situational awareness of devices
US11832840B2 (en) 2017-12-28 2023-12-05 Cilag Gmbh International Surgical instrument having a flexible circuit
US11864728B2 (en) 2017-12-28 2024-01-09 Cilag Gmbh International Characterization of tissue irregularities through the use of mono-chromatic light refractivity
US11529187B2 (en) 2017-12-28 2022-12-20 Cilag Gmbh International Surgical evacuation sensor arrangements
US11896443B2 (en) 2017-12-28 2024-02-13 Cilag Gmbh International Control of a surgical system through a surgical barrier
US11559307B2 (en) 2017-12-28 2023-01-24 Cilag Gmbh International Method of robotic hub communication, detection, and control
US20190201139A1 (en) 2017-12-28 2019-07-04 Ethicon Llc Communication arrangements for robot-assisted surgical platforms
US11045591B2 (en) 2017-12-28 2021-06-29 Cilag Gmbh International Dual in-series large and small droplet filters
US11132462B2 (en) 2017-12-28 2021-09-28 Cilag Gmbh International Data stripping method to interrogate patient records and create anonymized record
US10482321B2 (en) 2017-12-29 2019-11-19 Cerner Innovation, Inc. Methods and systems for identifying the crossing of a virtual barrier
US20190272147A1 (en) 2018-03-05 2019-09-05 Nuance Communications, Inc, System and method for review of automated clinical documentation
US11250383B2 (en) 2018-03-05 2022-02-15 Nuance Communications, Inc. Automated clinical documentation system and method
US11515020B2 (en) 2018-03-05 2022-11-29 Nuance Communications, Inc. Automated clinical documentation system and method
US11189379B2 (en) * 2018-03-06 2021-11-30 Digital Surgery Limited Methods and systems for using multiple data structures to process surgical data
US11589915B2 (en) 2018-03-08 2023-02-28 Cilag Gmbh International In-the-jaw classifier based on a model
US11259830B2 (en) 2018-03-08 2022-03-01 Cilag Gmbh International Methods for controlling temperature in ultrasonic device
US11389188B2 (en) 2018-03-08 2022-07-19 Cilag Gmbh International Start temperature of blade
US11278280B2 (en) 2018-03-28 2022-03-22 Cilag Gmbh International Surgical instrument comprising a jaw closure lockout
US11213294B2 (en) 2018-03-28 2022-01-04 Cilag Gmbh International Surgical instrument comprising co-operating lockout features
US11090047B2 (en) 2018-03-28 2021-08-17 Cilag Gmbh International Surgical instrument comprising an adaptive control system
US11471156B2 (en) 2018-03-28 2022-10-18 Cilag Gmbh International Surgical stapling devices with improved rotary driven closure systems
US10973520B2 (en) 2018-03-28 2021-04-13 Ethicon Llc Surgical staple cartridge with firing member driven camming assembly that has an onboard tissue cutting feature
US11207067B2 (en) 2018-03-28 2021-12-28 Cilag Gmbh International Surgical stapling device with separate rotary driven closure and firing systems and firing member that engages both jaws while firing
US11096688B2 (en) 2018-03-28 2021-08-24 Cilag Gmbh International Rotary driven firing members with different anvil and channel engagement features
US11219453B2 (en) 2018-03-28 2022-01-11 Cilag Gmbh International Surgical stapling devices with cartridge compatible closure and firing lockout arrangements
US11259806B2 (en) 2018-03-28 2022-03-01 Cilag Gmbh International Surgical stapling devices with features for blocking advancement of a camming assembly of an incompatible cartridge installed therein
US20210205027A1 (en) * 2018-05-30 2021-07-08 Intuitive Surgical Operations, Inc. Context-awareness systems and methods for a computer-assisted surgical system
US11619524B2 (en) 2018-07-03 2023-04-04 Brandon Moore Dental equipment monitoring system
US11039834B2 (en) 2018-08-20 2021-06-22 Cilag Gmbh International Surgical stapler anvils with staple directing protrusions and tissue stability features
US11253256B2 (en) 2018-08-20 2022-02-22 Cilag Gmbh International Articulatable motor powered surgical instruments with dedicated articulation motor arrangements
US10842492B2 (en) 2018-08-20 2020-11-24 Ethicon Llc Powered articulatable surgical instruments with clutching and locking arrangements for linking an articulation drive system to a firing drive system
US10856870B2 (en) 2018-08-20 2020-12-08 Ethicon Llc Switching arrangements for motor powered articulatable surgical instruments
US10779821B2 (en) 2018-08-20 2020-09-22 Ethicon Llc Surgical stapler anvils with tissue stop features configured to avoid tissue pinch
US11207065B2 (en) 2018-08-20 2021-12-28 Cilag Gmbh International Method for fabricating surgical stapler anvils
USD914878S1 (en) 2018-08-20 2021-03-30 Ethicon Llc Surgical instrument anvil
US11291440B2 (en) 2018-08-20 2022-04-05 Cilag Gmbh International Method for operating a powered articulatable surgical instrument
US11324501B2 (en) 2018-08-20 2022-05-10 Cilag Gmbh International Surgical stapling devices with improved closure members
US11083458B2 (en) 2018-08-20 2021-08-10 Cilag Gmbh International Powered surgical instruments with clutching arrangements to convert linear drive motions to rotary drive motions
US10912559B2 (en) 2018-08-20 2021-02-09 Ethicon Llc Reinforced deformable anvil tip for surgical stapler anvil
US11045192B2 (en) 2018-08-20 2021-06-29 Cilag Gmbh International Fabricating techniques for surgical stapler anvils
US11678925B2 (en) 2018-09-07 2023-06-20 Cilag Gmbh International Method for controlling an energy module output
US10922936B2 (en) 2018-11-06 2021-02-16 Cerner Innovation, Inc. Methods and systems for detecting prohibited objects
US11291444B2 (en) 2019-02-19 2022-04-05 Cilag Gmbh International Surgical stapling assembly with cartridge based retainer configured to unlock a closure lockout
US11464511B2 (en) 2019-02-19 2022-10-11 Cilag Gmbh International Surgical staple cartridges with movable authentication key arrangements
US11369377B2 (en) 2019-02-19 2022-06-28 Cilag Gmbh International Surgical stapling assembly with cartridge based retainer configured to unlock a firing lockout
US11357503B2 (en) 2019-02-19 2022-06-14 Cilag Gmbh International Staple cartridge retainers with frangible retention features and methods of using same
US11317915B2 (en) 2019-02-19 2022-05-03 Cilag Gmbh International Universal cartridge based key feature that unlocks multiple lockout arrangements in different surgical staplers
US11172929B2 (en) 2019-03-25 2021-11-16 Cilag Gmbh International Articulation drive arrangements for surgical systems
US11696761B2 (en) 2019-03-25 2023-07-11 Cilag Gmbh International Firing drive arrangements for surgical systems
US11147551B2 (en) 2019-03-25 2021-10-19 Cilag Gmbh International Firing drive arrangements for surgical systems
US11147553B2 (en) 2019-03-25 2021-10-19 Cilag Gmbh International Firing drive arrangements for surgical systems
CN113795190A (en) * 2019-03-27 2021-12-14 麻省总医院 Intraoperative clinical decision support system
US11452528B2 (en) 2019-04-30 2022-09-27 Cilag Gmbh International Articulation actuators for a surgical instrument
US11648009B2 (en) 2019-04-30 2023-05-16 Cilag Gmbh International Rotatable jaw tip for a surgical instrument
US11426251B2 (en) 2019-04-30 2022-08-30 Cilag Gmbh International Articulation directional lights on a surgical instrument
US11903581B2 (en) 2019-04-30 2024-02-20 Cilag Gmbh International Methods for stapling tissue using a surgical instrument
US11432816B2 (en) 2019-04-30 2022-09-06 Cilag Gmbh International Articulation pin for a surgical instrument
US11253254B2 (en) 2019-04-30 2022-02-22 Cilag Gmbh International Shaft rotation actuator on a surgical instrument
US11471157B2 (en) 2019-04-30 2022-10-18 Cilag Gmbh International Articulation control mapping for a surgical instrument
US11043207B2 (en) 2019-06-14 2021-06-22 Nuance Communications, Inc. System and method for array data simulation and customized acoustic modeling for ambient ASR
US11227679B2 (en) 2019-06-14 2022-01-18 Nuance Communications, Inc. Ambient clinical intelligence system and method
US11216480B2 (en) 2019-06-14 2022-01-04 Nuance Communications, Inc. System and method for querying data points from graph data structures
USD952144S1 (en) 2019-06-25 2022-05-17 Cilag Gmbh International Surgical staple cartridge retainer with firing system authentication key
USD950728S1 (en) 2019-06-25 2022-05-03 Cilag Gmbh International Surgical staple cartridge
USD964564S1 (en) 2019-06-25 2022-09-20 Cilag Gmbh International Surgical staple cartridge retainer with a closure system authentication key
US11350938B2 (en) 2019-06-28 2022-06-07 Cilag Gmbh International Surgical instrument comprising an aligned rfid sensor
US11219455B2 (en) 2019-06-28 2022-01-11 Cilag Gmbh International Surgical instrument including a lockout key
US11464601B2 (en) 2019-06-28 2022-10-11 Cilag Gmbh International Surgical instrument comprising an RFID system for tracking a movable component
US11051807B2 (en) 2019-06-28 2021-07-06 Cilag Gmbh International Packaging assembly including a particulate trap
US11224497B2 (en) 2019-06-28 2022-01-18 Cilag Gmbh International Surgical systems with multiple RFID tags
US11684434B2 (en) 2019-06-28 2023-06-27 Cilag Gmbh International Surgical RFID assemblies for instrument operational setting control
US11523822B2 (en) 2019-06-28 2022-12-13 Cilag Gmbh International Battery pack including a circuit interrupter
US11638587B2 (en) 2019-06-28 2023-05-02 Cilag Gmbh International RFID identification systems for surgical instruments
US11771419B2 (en) 2019-06-28 2023-10-03 Cilag Gmbh International Packaging for a replaceable component of a surgical stapling system
US11553971B2 (en) 2019-06-28 2023-01-17 Cilag Gmbh International Surgical RFID assemblies for display and communication
US11298132B2 (en) 2019-06-28 2022-04-12 Cilag GmbH Inlernational Staple cartridge including a honeycomb extension
US11497492B2 (en) 2019-06-28 2022-11-15 Cilag Gmbh International Surgical instrument including an articulation lock
US11246678B2 (en) 2019-06-28 2022-02-15 Cilag Gmbh International Surgical stapling system having a frangible RFID tag
US11298127B2 (en) 2019-06-28 2022-04-12 Cilag GmbH Interational Surgical stapling system having a lockout mechanism for an incompatible cartridge
US11259803B2 (en) 2019-06-28 2022-03-01 Cilag Gmbh International Surgical stapling system having an information encryption protocol
US11291451B2 (en) 2019-06-28 2022-04-05 Cilag Gmbh International Surgical instrument with battery compatibility verification functionality
US11376098B2 (en) 2019-06-28 2022-07-05 Cilag Gmbh International Surgical instrument system comprising an RFID system
US11660163B2 (en) 2019-06-28 2023-05-30 Cilag Gmbh International Surgical system with RFID tags for updating motor assembly parameters
US11399837B2 (en) 2019-06-28 2022-08-02 Cilag Gmbh International Mechanisms for motor control adjustments of a motorized surgical instrument
US11531807B2 (en) 2019-06-28 2022-12-20 Nuance Communications, Inc. System and method for customized text macros
US11426167B2 (en) 2019-06-28 2022-08-30 Cilag Gmbh International Mechanisms for proper anvil attachment surgical stapling head assembly
US11478241B2 (en) 2019-06-28 2022-10-25 Cilag Gmbh International Staple cartridge including projections
US11627959B2 (en) 2019-06-28 2023-04-18 Cilag Gmbh International Surgical instruments including manual and powered system lockouts
US20210012888A1 (en) * 2019-07-12 2021-01-14 Tagnos, Inc. Command system using data capture and alerts
US10758309B1 (en) 2019-07-15 2020-09-01 Digital Surgery Limited Methods and systems for using computer-vision to enhance surgical tool control during surgeries
US11456063B2 (en) 2019-09-08 2022-09-27 Novadontics Llc Dental patient management system
US11670408B2 (en) 2019-09-30 2023-06-06 Nuance Communications, Inc. System and method for review of automated clinical documentation
US11911032B2 (en) 2019-12-19 2024-02-27 Cilag Gmbh International Staple cartridge comprising a seating cam
US11234698B2 (en) 2019-12-19 2022-02-01 Cilag Gmbh International Stapling system comprising a clamp lockout and a firing lockout
US11529137B2 (en) 2019-12-19 2022-12-20 Cilag Gmbh International Staple cartridge comprising driver retention members
US11291447B2 (en) 2019-12-19 2022-04-05 Cilag Gmbh International Stapling instrument comprising independent jaw closing and staple firing systems
US11504122B2 (en) 2019-12-19 2022-11-22 Cilag Gmbh International Surgical instrument comprising a nested firing member
US11701111B2 (en) 2019-12-19 2023-07-18 Cilag Gmbh International Method for operating a surgical stapling instrument
US11529139B2 (en) 2019-12-19 2022-12-20 Cilag Gmbh International Motor driven surgical instrument
US11464512B2 (en) 2019-12-19 2022-10-11 Cilag Gmbh International Staple cartridge comprising a curved deck surface
US11446029B2 (en) 2019-12-19 2022-09-20 Cilag Gmbh International Staple cartridge comprising projections extending from a curved deck surface
US11931033B2 (en) 2019-12-19 2024-03-19 Cilag Gmbh International Staple cartridge comprising a latch lockout
US11576672B2 (en) 2019-12-19 2023-02-14 Cilag Gmbh International Surgical instrument comprising a closure system including a closure member and an opening member driven by a drive screw
US11607219B2 (en) 2019-12-19 2023-03-21 Cilag Gmbh International Staple cartridge comprising a detachable tissue cutting knife
US11304696B2 (en) 2019-12-19 2022-04-19 Cilag Gmbh International Surgical instrument comprising a powered articulation system
US11844520B2 (en) 2019-12-19 2023-12-19 Cilag Gmbh International Staple cartridge comprising driver retention members
US11559304B2 (en) 2019-12-19 2023-01-24 Cilag Gmbh International Surgical instrument comprising a rapid closure mechanism
USD975278S1 (en) 2020-06-02 2023-01-10 Cilag Gmbh International Staple cartridge
USD974560S1 (en) 2020-06-02 2023-01-03 Cilag Gmbh International Staple cartridge
USD975851S1 (en) 2020-06-02 2023-01-17 Cilag Gmbh International Staple cartridge
USD976401S1 (en) 2020-06-02 2023-01-24 Cilag Gmbh International Staple cartridge
USD967421S1 (en) 2020-06-02 2022-10-18 Cilag Gmbh International Staple cartridge
USD966512S1 (en) 2020-06-02 2022-10-11 Cilag Gmbh International Staple cartridge
USD975850S1 (en) 2020-06-02 2023-01-17 Cilag Gmbh International Staple cartridge
US20220031320A1 (en) 2020-07-28 2022-02-03 Cilag Gmbh International Surgical instruments with flexible firing member actuator constraint arrangements
US11779330B2 (en) 2020-10-29 2023-10-10 Cilag Gmbh International Surgical instrument comprising a jaw alignment system
USD1013170S1 (en) 2020-10-29 2024-01-30 Cilag Gmbh International Surgical instrument assembly
USD980425S1 (en) 2020-10-29 2023-03-07 Cilag Gmbh International Surgical instrument assembly
US11896217B2 (en) 2020-10-29 2024-02-13 Cilag Gmbh International Surgical instrument comprising an articulation lock
US11452526B2 (en) 2020-10-29 2022-09-27 Cilag Gmbh International Surgical instrument comprising a staged voltage regulation start-up system
US11717289B2 (en) 2020-10-29 2023-08-08 Cilag Gmbh International Surgical instrument comprising an indicator which indicates that an articulation drive is actuatable
US11844518B2 (en) 2020-10-29 2023-12-19 Cilag Gmbh International Method for operating a surgical instrument
US11617577B2 (en) 2020-10-29 2023-04-04 Cilag Gmbh International Surgical instrument comprising a sensor configured to sense whether an articulation drive of the surgical instrument is actuatable
US11222103B1 (en) 2020-10-29 2022-01-11 Nuance Communications, Inc. Ambient cooperative intelligence system and method
US11534259B2 (en) 2020-10-29 2022-12-27 Cilag Gmbh International Surgical instrument comprising an articulation indicator
US11931025B2 (en) 2020-10-29 2024-03-19 Cilag Gmbh International Surgical instrument comprising a releasable closure drive lock
US11517390B2 (en) 2020-10-29 2022-12-06 Cilag Gmbh International Surgical instrument comprising a limited travel switch
US11627960B2 (en) 2020-12-02 2023-04-18 Cilag Gmbh International Powered surgical instruments with smart reload with separately attachable exteriorly mounted wiring connections
US11737751B2 (en) 2020-12-02 2023-08-29 Cilag Gmbh International Devices and methods of managing energy dissipated within sterile barriers of surgical instrument housings
US11678882B2 (en) 2020-12-02 2023-06-20 Cilag Gmbh International Surgical instruments with interactive features to remedy incidental sled movements
US11890010B2 (en) 2020-12-02 2024-02-06 Cllag GmbH International Dual-sided reinforced reload for surgical instruments
US11944296B2 (en) 2020-12-02 2024-04-02 Cilag Gmbh International Powered surgical instruments with external connectors
US11849943B2 (en) 2020-12-02 2023-12-26 Cilag Gmbh International Surgical instrument with cartridge release mechanisms
US11653920B2 (en) 2020-12-02 2023-05-23 Cilag Gmbh International Powered surgical instruments with communication interfaces through sterile barrier
US11744581B2 (en) 2020-12-02 2023-09-05 Cilag Gmbh International Powered surgical instruments with multi-phase tissue treatment
US11653915B2 (en) 2020-12-02 2023-05-23 Cilag Gmbh International Surgical instruments with sled location detection and adjustment features
US11925349B2 (en) 2021-02-26 2024-03-12 Cilag Gmbh International Adjustment to transfer parameters to improve available power
US11950779B2 (en) 2021-02-26 2024-04-09 Cilag Gmbh International Method of powering and communicating with a staple cartridge
US11749877B2 (en) 2021-02-26 2023-09-05 Cilag Gmbh International Stapling instrument comprising a signal antenna
US11696757B2 (en) 2021-02-26 2023-07-11 Cilag Gmbh International Monitoring of internal systems to detect and track cartridge motion status
US11723657B2 (en) 2021-02-26 2023-08-15 Cilag Gmbh International Adjustable communication based on available bandwidth and power capacity
US11701113B2 (en) 2021-02-26 2023-07-18 Cilag Gmbh International Stapling instrument comprising a separate power antenna and a data transfer antenna
US11793514B2 (en) 2021-02-26 2023-10-24 Cilag Gmbh International Staple cartridge comprising sensor array which may be embedded in cartridge body
US11730473B2 (en) 2021-02-26 2023-08-22 Cilag Gmbh International Monitoring of manufacturing life-cycle
US11812964B2 (en) 2021-02-26 2023-11-14 Cilag Gmbh International Staple cartridge comprising a power management circuit
US11751869B2 (en) 2021-02-26 2023-09-12 Cilag Gmbh International Monitoring of multiple sensors over time to detect moving characteristics of tissue
US11744583B2 (en) 2021-02-26 2023-09-05 Cilag Gmbh International Distal communication array to tune frequency of RF systems
US11950777B2 (en) 2021-02-26 2024-04-09 Cilag Gmbh International Staple cartridge comprising an information access control system
US11723658B2 (en) 2021-03-22 2023-08-15 Cilag Gmbh International Staple cartridge comprising a firing lockout
US11737749B2 (en) 2021-03-22 2023-08-29 Cilag Gmbh International Surgical stapling instrument comprising a retraction system
US11759202B2 (en) 2021-03-22 2023-09-19 Cilag Gmbh International Staple cartridge comprising an implantable layer
US11806011B2 (en) 2021-03-22 2023-11-07 Cilag Gmbh International Stapling instrument comprising tissue compression systems
US11717291B2 (en) 2021-03-22 2023-08-08 Cilag Gmbh International Staple cartridge comprising staples configured to apply different tissue compression
US11826042B2 (en) 2021-03-22 2023-11-28 Cilag Gmbh International Surgical instrument comprising a firing drive including a selectable leverage mechanism
US11826012B2 (en) 2021-03-22 2023-11-28 Cilag Gmbh International Stapling instrument comprising a pulsed motor-driven firing rack
US11744603B2 (en) 2021-03-24 2023-09-05 Cilag Gmbh International Multi-axis pivot joints for surgical instruments and methods for manufacturing same
US11944336B2 (en) 2021-03-24 2024-04-02 Cilag Gmbh International Joint arrangements for multi-planar alignment and support of operational drive shafts in articulatable surgical instruments
US11903582B2 (en) 2021-03-24 2024-02-20 Cilag Gmbh International Leveraging surfaces for cartridge installation
US11832816B2 (en) 2021-03-24 2023-12-05 Cilag Gmbh International Surgical stapling assembly comprising nonplanar staples and planar staples
US11793516B2 (en) 2021-03-24 2023-10-24 Cilag Gmbh International Surgical staple cartridge comprising longitudinal support beam
US11849945B2 (en) 2021-03-24 2023-12-26 Cilag Gmbh International Rotary-driven surgical stapling assembly comprising eccentrically driven firing member
US11896219B2 (en) 2021-03-24 2024-02-13 Cilag Gmbh International Mating features between drivers and underside of a cartridge deck
US11896218B2 (en) 2021-03-24 2024-02-13 Cilag Gmbh International Method of using a powered stapling device
US11786239B2 (en) 2021-03-24 2023-10-17 Cilag Gmbh International Surgical instrument articulation joint arrangements comprising multiple moving linkage features
US11786243B2 (en) 2021-03-24 2023-10-17 Cilag Gmbh International Firing members having flexible portions for adapting to a load during a surgical firing stroke
US11857183B2 (en) 2021-03-24 2024-01-02 Cilag Gmbh International Stapling assembly components having metal substrates and plastic bodies
US11849944B2 (en) 2021-03-24 2023-12-26 Cilag Gmbh International Drivers for fastener cartridge assemblies having rotary drive screws
US11950860B2 (en) 2021-03-30 2024-04-09 Cilag Gmbh International User interface mitigation techniques for modular energy systems
US11826047B2 (en) 2021-05-28 2023-11-28 Cilag Gmbh International Stapling instrument comprising jaw mounts
US11877745B2 (en) 2021-10-18 2024-01-23 Cilag Gmbh International Surgical stapling assembly having longitudinally-repeating staple leg clusters
US11937816B2 (en) 2021-10-28 2024-03-26 Cilag Gmbh International Electrical lead arrangements for surgical instruments

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20040044546A1 (en) * 2002-05-16 2004-03-04 Moore Gordon T. Checklist-based flow and tracking system for patient care by medical providers
US20040152954A1 (en) * 2003-01-31 2004-08-05 Christopher Pearce Menu-driven medical device configuration
US20040267574A1 (en) * 2000-11-07 2004-12-30 Ascriptus, Inc. F/K/A Anteaus Healthcom, Inc. D/B/A Ascriptus, Inc. Creation of database and structured information
US20060206011A1 (en) * 2005-03-08 2006-09-14 Higgins Michael S System and method for remote monitoring of multiple healthcare patients
US7363240B1 (en) * 2001-12-28 2008-04-22 Travelers Property Casualty Corp. Method and system for enhanced medical triage

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20030028498A1 (en) * 2001-06-07 2003-02-06 Barbara Hayes-Roth Customizable expert agent
US20060184473A1 (en) * 2003-11-19 2006-08-17 Eder Jeff S Entity centric computer system
WO2006116529A2 (en) * 2005-04-28 2006-11-02 Katalytik, Inc. System and method for managing healthcare work flow
US7966269B2 (en) 2005-10-20 2011-06-21 Bauer James D Intelligent human-machine interface

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20040267574A1 (en) * 2000-11-07 2004-12-30 Ascriptus, Inc. F/K/A Anteaus Healthcom, Inc. D/B/A Ascriptus, Inc. Creation of database and structured information
US7363240B1 (en) * 2001-12-28 2008-04-22 Travelers Property Casualty Corp. Method and system for enhanced medical triage
US20040044546A1 (en) * 2002-05-16 2004-03-04 Moore Gordon T. Checklist-based flow and tracking system for patient care by medical providers
US20040152954A1 (en) * 2003-01-31 2004-08-05 Christopher Pearce Menu-driven medical device configuration
US20060206011A1 (en) * 2005-03-08 2006-09-14 Higgins Michael S System and method for remote monitoring of multiple healthcare patients

Cited By (33)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7757947B2 (en) * 2006-03-17 2010-07-20 Siemens Aktiengesellschaft R.F.I.D. enabled storage bin and method for tracking inventory
US20070215700A1 (en) * 2006-03-17 2007-09-20 Siemens Corporate Research, Inc. R.F.I.D. Enabled Storage Bin and Method For Tracking Inventory
US20080243543A1 (en) * 2007-03-30 2008-10-02 Searete Llc, A Limited Liability Corporation Of The State Of Delaware Effective response protocols for health monitoring or the like
US8099286B1 (en) * 2008-05-12 2012-01-17 Rockwell Collins, Inc. System and method for providing situational awareness enhancement for low bit rate vocoders
US20100131874A1 (en) * 2008-11-26 2010-05-27 General Electric Company Systems and methods for an active listener agent in a widget-based application
US8572556B2 (en) 2010-12-31 2013-10-29 Starlims Corporation Graphically based method for developing connectivity drivers
US9152391B2 (en) 2010-12-31 2015-10-06 Abbott Laboratories Inc. Graphically based method for developing connectivity drivers
US9123002B2 (en) 2011-05-27 2015-09-01 Abbott Informatics Corporation Graphically based method for developing rules for managing a laboratory workflow
US9665956B2 (en) 2011-05-27 2017-05-30 Abbott Informatics Corporation Graphically based method for displaying information generated by an instrument
US20120323597A1 (en) * 2011-06-17 2012-12-20 Jeffrey Scot Woolford Consolidated Healthcare and Resource Management System
US8930214B2 (en) * 2011-06-17 2015-01-06 Parallax Enterprises, Llc Consolidated healthcare and resource management system
US10692044B2 (en) * 2011-06-17 2020-06-23 Parallax Enterprises, Llc Consolidated healthcare and resource management system
US20190138991A1 (en) * 2011-06-17 2019-05-09 Parallax Enterprises, Llc Consolidated Healthcare and Resource Management System
US20230084272A1 (en) * 2011-06-17 2023-03-16 Parallax Enterprises, Llc Consolidated Healthcare and Resource Management System
US9268619B2 (en) 2011-12-02 2016-02-23 Abbott Informatics Corporation System for communicating between a plurality of remote analytical instruments
US9171477B2 (en) * 2013-03-25 2015-10-27 University Of Rochester Method and system for recognizing and assessing surgical procedures from video
US20140286533A1 (en) * 2013-03-25 2014-09-25 University Of Rochester Method And System For Recognizing And Assessing Surgical Procedures From Video
EP3055785A4 (en) * 2013-10-07 2017-06-07 President and Fellows of Harvard College Computer implemented method, computer system and software for reducing errors associated with a situated interaction
DE102015205463A1 (en) * 2015-03-25 2016-09-29 Georg-August-Universität Göttingen Stiftung Öffentlichen Rechts Bereich Universitätsmedizin Technique for forming audio environments in the operating room
DE102015205463B4 (en) * 2015-03-25 2021-06-10 Georg-August-Universität Göttingen Stiftung Öffentlichen Rechts Bereich Universitätsmedizin Technology for creating audio environments in the operating room
WO2018172204A1 (en) * 2017-03-23 2018-09-27 Bayer Aktiengesellschaft Supporting patients in the repeated taking of drugs
US20200027540A1 (en) * 2017-03-23 2020-01-23 Bayer Aktiengesellschaft Supporting patients in the repeated taking of drugs
CN110678119A (en) * 2017-03-23 2020-01-10 拜耳股份公司 Support for repeated administration of medication to a patient
US11763924B2 (en) * 2017-03-23 2023-09-19 Bayer Aktiengesellschaft Supporting patients in the repeated taking of drugs
US10755700B2 (en) 2017-06-23 2020-08-25 Ascension Health Alliance Systems and methods for operating a voice-based artificial intelligence controller
US11426255B2 (en) 2019-02-21 2022-08-30 Theator inc. Complexity analysis and cataloging of surgical footage
EP3928325B1 (en) * 2019-02-21 2023-07-05 Theator Inc. Systems and methods to enable automatically populating a post-operative report of a surgical procedure
US11763923B2 (en) 2019-02-21 2023-09-19 Theator inc. System for detecting an omitted event during a surgical procedure
US11769207B2 (en) 2019-02-21 2023-09-26 Theator inc. Video used to automatically populate a postoperative report
US11798092B2 (en) 2019-02-21 2023-10-24 Theator inc. Estimating a source and extent of fluid leakage during surgery
WO2021216535A1 (en) * 2020-04-20 2021-10-28 Avail Medsystems, Inc. Systems and methods for medical procedure preparation
WO2022050310A1 (en) * 2020-09-03 2022-03-10 テルモ株式会社 Program, information processing device, information processing method and model generation method
WO2022157701A1 (en) * 2021-01-22 2022-07-28 Cilag Gmbh International Pre-surgical and surgical processing for surgical data context

Also Published As

Publication number Publication date
US20070136218A1 (en) 2007-06-14
US7966269B2 (en) 2011-06-21
WO2007048137A2 (en) 2007-04-26
WO2007048137A3 (en) 2008-12-04

Similar Documents

Publication Publication Date Title
US7966269B2 (en) Intelligent human-machine interface
US20230165642A1 (en) Method for producing a surgical instrument comprising a smart electrical system
CN113748468B (en) System and method for filling out postoperative report of surgical operation, computer readable medium
Tay et al. Surgical considerations for tracheostomy during the COVID-19 pandemic: lessons learned from the severe acute respiratory syndrome outbreak
US20230320792A1 (en) Method of hub communication with surgical instrument systems
US20220331018A1 (en) Method for communicating with surgical instrument systems
US11291510B2 (en) Method of hub communication with surgical instrument systems
US11504192B2 (en) Method of hub communication with surgical instrument systems
US20210322020A1 (en) Method of hub communication
US20200273561A1 (en) Complexity analysis and cataloging of surgical footage
US20200237452A1 (en) Timeline overlay on surgical video
US20230023083A1 (en) Method of surgical system power management, communication, processing, storage and display
US20190200977A1 (en) Method for usage of the shroud as an aspect of sensing or controlling a powered surgical device, and a control algorithm to adjust its default operation
EP3506270A1 (en) Communication of data where a surgical network is using context of the data and requirements of a receiving system / user to influence inclusion or linkage of data and metadata to establish continuity
JP2019067451A (en) Systems and methods for providing transparent medical treatment
Kranzfelder et al. New technologies for information retrieval to achieve situational awareness and higher patient safety in the surgical operating room: the MRI institutional approach and review of the literature
Sarcevic et al. Transactive memory in trauma resuscitation
CA2420349A1 (en) Data recorder
US20230377709A1 (en) Method of controlling autonomous operations in a surgical system
Brady Inside the OR of the Future
Morton Implementing AORN recommended practices for MIS: Part II

Legal Events

Date Code Title Description
STCB Information on status: application discontinuation

Free format text: ABANDONED -- FAILURE TO RESPOND TO AN OFFICE ACTION