Operating room black-box device, system, method and computer readable medium for event and error prediction

A method for collecting and processing medical or surgical data comprising:

• receiving, at a multi-channel encoder, a plurality of live or real-time independent input feeds from one or more data capture devices located in an operating room or other patient intervention area, the input feeds relating to a live or real-time medical procedure;
• synchronizing, by the encoder, the plurality of live independent input feeds onto a single interface with a common timeline or clock;
• recording the synchronized input feeds using a network server;
• generating, by the encoder, an output session file using the synchronized input feeds;
• transmitting the output session file using the network server;
• generating a protocol for data extraction from the session container file;
• processing the data using the protocol to define patterns for time-stamped clinical events within the session container file;
• generating an interface indicator for a visual sequence of the time-stamped clinical events within the session container file and correspondence assessments;
• and
• generating a predictive data model for refining protocol generation using support vector machines or artificial intelligence network data structures.

A cloud based system for collecting and processing medical or surgical data comprising:

• an encoder having a control interface for, in response to receiving a control command, triggering collection of real-time medical or surgical data streams by smart devices including cameras, sensors, audio devices, and patient monitoring hardware, the medical or surgical data relating to a real-time medical procedure within an operating or clinical site, the encoder for authenticating the smart devices, the smart devices synchronizing the real-time medical or surgical data streams by embedding timestamp markers within the real-time medical or surgical data streams, the timestamp markers generated by each smart device by a device clock;
• a media management hub server with middleware and hardware for translating, connecting, formatting, and recording the real-time medical or surgical data streams to generate session container files on network accessible storage devices;
• wireless network infrastructure to provide a secure network connection between the encoder, the smart devices and the media management hub server for communication of the real-time medical or surgical data streams;
• a central content server for storing and distributing the session container files and providing a two-way communication interface for the media management hub to implement a file transfer handshake for the session container files, the central content server configured to:
• generate a protocol for data extraction from the session container file;
• process the data using the protocol to define patterns for time-stamped clinical events within the session container file;
• generate an interface indicator for a visual sequence of the time-stamped clinical events within the session container file and correspondence assessments;
• generate a predictive data model for refining protocol generation using support vector machines or artificial intelligence network data structures;
• and
• switching or gateway hardware to transmit the session container files from the media management hub to the central content server.