Patent ID: 11967422
Assignee: MEDTECH S.A.
Field: Medical technology (Instruments)
Classification: CPC G  A | IPC A  G

Claim 14:
15. A method comprising:
generating a set of robotic surgical procedure weights at a feature determination engine based on a correlation of each of a plurality of pre-operative deformities with each of a plurality of successful intra-operative interventions taken by a robotic surgical device, each of the plurality of successful intra-operative interventions based on a patient surgical outcome received from a patient;
generating a machine learning model trained based on machine learning training data, the machine learning training data including the set of robotic surgical procedure weights generated based on a subset of robotic surgical operation data captured by a robotic surgical device, the subset of robotic surgical operation data associated with a positive surgical procedure outcome, the set of robotic surgical procedure weights associated with surgical outcome metrics;
performing, with the robotic surgical device, a portion of a surgical procedure on a patient;
recording, using a processor, an action taken by the robotic surgical device during the portion of the surgical procedure;
intra-operatively input the action taken by the robotic surgical device to a prediction engine;
generate, in response to the input of the action taken at the prediction engine, a robotic surgical procedure prediction output at a prediction engine within a machine learning engine based on an application of the set of robotic surgical procedure weights within the generated machine learning model to the action taken by the robotic surgical device, the robotic surgical procedure prediction output including at least one result or next action taken after the action;
determining a robotic surgical procedure recommendation, based on the robotic surgical procedure prediction output, to the portion of the surgical procedure performed by the robotic surgical device; and
outputting the robotic surgical procedure recommendation by intra-operatively displaying the robotic surgical procedure recommendation to a surgeon operating the robotic surgical device on a display device.