National Trauma Data Bank(English)
- each record contains 32 features. To predict survival probabilities a 400-estimator gradient boosting classifier was trained, after this number was reduced to only 8 features via the permutation importance method. Importantly, the 8 features can all be readily determined at admission: systolic blood pressure, heart rate, respiratory rate, temperature, oxygen saturation, gender, age and Glasgow coma score
- ED, GAP, GCS, ISS, MGAP, SBP, JTDB
- Post-traumatic state, Big data, Prognosis, Model(ing), Emergency medicine
- https://doi.org…al.pone.0242166