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.
Deep learning analysis of surgical video recordings to assess nontechnical skills.JAMA network open, 7(7):e2422520, 2024
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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.