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

Claim 0:
1. A system comprising:
a robotic surgical device to automatically perform a portion of a surgical procedure on a patient and capture robotic surgical operation data associated with the portion of the surgical procedure;
a machine learning engine including a training engine, a prediction engine, and a feature determination engine, the training engine to generate a machine learning model trained based on machine learning training data, the machine learning training data including a set of robotic surgical procedure weights generated based on a subset of the robotic surgical operation data associated with a positive surgical procedure outcome, the set of robotic surgical procedure weights associated with surgical outcome metrics, the feature determination engine to generate the set of robotic surgical procedure weights 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 the robotic surgical device, each of the plurality of successful intra-operative interventions based on a patient surgical outcome received from the patient; and
a processor and memory including instructions, which when executed by the processor, cause the processor to:
record 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 the prediction engine;
generate, in response to the input of the action taken at the prediction engine, a robotic surgical procedure prediction output at the prediction 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;
determine a robotic surgical procedure recommendation intra-operatively, based on the robotic surgical procedure prediction output, to the portion of the surgical procedure performed by the robotic surgical device; and

output the robotic surgical procedure recommendation by intra-operatively providing the robotic surgical procedure recommendation to a surgeon operating the robotic surgical device.