Forensic-oriented injury and abnormality assessment in sports medicine via a biomechanically-informed predictive framework

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The Biomechanical Informed Predictive Optimization Network (BIPON) integrates multimodal data for injury and anomaly assessment in sports medicine.
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BIPON consists of three modules: Biomechanical Data Integration, Injury Risk Prediction, and Performance Optimization for enhanced injury evaluation.
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The framework utilizes hierarchical feature fusion and adaptive biomechanical feature weighting to improve imaging-based predictions.
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Empirical findings demonstrate BIPON's efficacy in imaging evaluations, with potential for future validation using comprehensive datasets.
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The approach emphasizes evidence-driven injury assessment rather than predicting future injuries, enhancing forensic decision-making.

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