A detailed scientific and engineering summary of VALITICA’s injury prediction framework
This document offers a high-level technical explanation of how VALITICA predicts intrinsic muscle injuries in professional football. It covers our data pipeline, variable clusters, modelling principles, individual baseline profiling and internal validation framework. The overview provides medical and performance practitioners with a clear understanding of the scientific foundations that support every risk indicator displayed in the platform.
| What You Will Find Inside
- Data input requirements and processing pipeline.
- Explanation of variable clusters and multi-source integration.
- High-level description of the predictive model.
- Player baseline profiling and trend detection.
- Interpretability and clinical explainability.
- Internal validation and performance metrics.
- Ethical, regulatory and security principles (GDPR + EU AI Act).
- Model limitations and appropriate use conditions.
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