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MarcoCapo/trauma-mortality

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Trauma In-hospital mortality prediction

Phase-stratified models trained on the US National Trauma Data Bank (admission years 2019-2022, ~3.9M encounters) and validated on a temporally disjoint 2024 holdout.

TabModelInformation available
L1lgb_none_0000On-scene only
L2xgb_none_0018+ emergency-department arrival
L3xgb_none_0036+ in-hospital work-up

Each tab lists every input with guidance, and three worked examples (low / intermediate / high risk) can be loaded with one click.

Research tool. Not validated for clinical decision-making.

Code: https://github.com/MarcoBiosistemak/traumamlNTDB