| CPC G06F 21/6254 (2013.01) [G06V 20/44 (2022.01)] | 19 Claims |

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1. A computer-implemented method comprising:
receiving data, at a computing system, from one or more microphones in an operating room;
de-identifying the data by the computing system, the de-identifying comprising:
inputting the data into a machine learning system that has been trained to detect patterns in the data that are likely to identify a specific entity, and executing a de-identification inference engine to remove the detected patterns from the data to generate de-identified data comprising a transformation of one or more phrases in the data based on a combination of keywords and actions defined for a surgical environment;
receiving an output from the machine learning system, the output including the de-identified data; and
providing the output to a data collection system.
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