Time-expanded interaction graphs with graph neural networks enable real-time prediction of surgical procedure duration deviations from team communication patterns and support counterfactual identification of beneficial changes.
Understanding costs of care in the operating room.JAMA surgery, 153(4):e176233, 2018
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Actionable Real-Time Modeling of Surgical Team Dynamics via Time-Expanded Interaction Graphs
Time-expanded interaction graphs with graph neural networks enable real-time prediction of surgical procedure duration deviations from team communication patterns and support counterfactual identification of beneficial changes.