Cloud-based medical analytics for medical facility segmented individualization of instrument function

A method of a cloud based analytics medical system for improving medical procedures on an individualized basis, the method comprising:

• generating, by the cloud based analytics medical system using artificial intelligence, common medical usage patterns of medical devices based on an aggregation of usage data for the medical devices from a plurality of medical hubs, each of the plurality of medical hubs residing in a location remote from the cloud based analytics medical system and communicatively coupled to the cloud based analytics medical system;
• aggregating, by the cloud based analytics medical system, patient outcome data from the plurality of medical hubs, the patient outcome data comprising:
• data pertaining to steps performed and corresponding timings for each step in patient procedures;
• data pertaining to allocation of medical resources used in the patient procedures;
• for each datum pertaining to the medical resource:
• location data indicating which medical facility said medical resource was allocated to;
• and
• for each datum pertaining to the patient procedure:
• data indicative of the outcome of the patient procedure;
• data indicative of a biographical characterization about the patient;
• and
• data indicative of a physiologic characterization about the patient;
• for data indicative of a positive outcome of the patient procedure, determining, by the cloud based analytics medical system using artificial intelligence, a biographical or physiologic difference about the patient compared to biographical or physiologic characterization data in the common medical usage patterns;
• determining, by the cloud based analytics medical system using artificial intelligence and for use in a live surgical procedure, a customized change in the medical usage pattern of at least one of the medical devices for the medical facility associated with the biographical or physiologic difference about the patient, wherein the customized change differs from the common medical usage patterns and is tailored specifically to the patient, and comprises at least one of:
• a change in a setting of at least one surgical instrument;
• a change in a type of cartridge used in at least one surgical instrument;
• a change in a type of instrument used;
• and a modification in a step of the live surgical procedure;
• and
• outputting, by the cloud based analytics medical system and in a display of one of the plurality of medical hubs used during the live surgical procedure, a recommendation of the customized change to the medical facility associated with the biographical or physiologic difference.

A non-transitory computer readable medium storing computer readable instructions executable by at least one processor of a cloud-based analytics system to:

• generate common medical usage patterns of medical devices based on an aggregation of usage data for the medical devices from a plurality of medical hubs, each of the plurality of medical hubs residing in a location remote from the cloud-based analytics system and communicatively coupled to the cloud-based analytics system;
• aggregate patient outcome data from the plurality of medical hubs, the patient outcome data comprising:
• data pertaining to steps performed and corresponding timings for each step in patient procedures;
• data pertaining to allocation of medical resources used in the patient procedures;
• for each datum pertaining to the medical resource:
• location data indicating which medical facility said medical resource was allocated to;
• and
• for each datum pertaining to the patient procedure:
• data indicative of the outcome of the patient procedure;
• data indicative of a biographical characterization about the patient;
• and
• data indicative of a physiologic characterization about the patient;
• for data indicative of a positive outcome of the patient procedure, determine a biographical or physiologic difference about the patient compared to biographical or physiologic characterization data in the common medical usage patterns;
• determine a customized change in the medical usage pattern of at least one of the medical devices for the medical facility associated with the biographical or physiologic difference about the patient, wherein the customized change differs from the common medical usage patterns and is tailored specifically to the patient, and comprises at least one of:
• a change in a setting of at least one surgical instrument;
• a change in a type of cartridge used in at least one surgical instrument;
• a change in a type of instrument used;
• and a modification in a step of a live surgical procedure;
• and
• cause output of a recommendation of the customized change to a display of one of the plurality of medical hubs used during the live surgical procedure associated with the biographical or physiologic difference.