Generating support data when recording or reproducing surgical videos

A computer implemented method for providing decision support data for surgical procedures, the method comprising:

• receiving video footage of a surgical procedure performed by a surgeon on a patient in an operating room;
• implementing a machine learning model on the received video footage to determine an existence of a surgical decision-making junction, the machine learning model being a result of training a machine learning algorithm to detect decision-making junctions using training data based on historical video footage depicting surgical situations;
• accessing, in a data structure, a correlation between an outcome and a specific action taken at the decision-making junction;
• and
• based on the determined existence of the decision-making junction and the accessed correlation, outputting a recommendation to at least one of a user device or a user interface related to the specific action.

A non-transitory computer readable medium including instructions that, when executed by at least one processor, cause the at least one processor to execute operations that provide decision support data for surgical procedures, the operations comprising:

• receiving video footage of a surgical procedure performed by a surgeon on a patient in an operating room;
• implementing a machine learning model on the received video footage to determine an existence of a surgical decision-making junction, the machine learning model being a result of training a machine learning algorithm to detect decision-making junctions using training data based on historical video footage depicting surgical situations;
• accessing, in a data structure, a correlation between an outcome and a specific action taken at the decision-making junction;
• and
• based on the determined existence of the decision-making junction and the accessed correlation, outputting a recommendation to at least one of a user device or a user interface related to the specific action.