Model 2 (based on simplified injury severity)

Model 2 (based on simplified injury severity)

Injury Pattern (ISS)

Head & Neck

Face

Chest, thorac. spine

Abdomen, pelvic contents

Spine (non-thoracic)

Extremities, pelvic skeleton

Upper Extremities

Lower Extremities

External

Vital Parameters

Systolic Blood Pressure [mmHg]

Heart Rate [1/min]

Respiratory Rate [1/min]

Pulse Oxymetry [%]

Glasgow Coma Scale (GCS)

GCS Eye

GCS Motor

GCS Verbal

Demographics

Age

Sex

Antithrombotic medication

Penetrating Injury

View full publication: AI-enabled forecasting of prehospital transfusion needs in patients with trauma: a multinational, registry-based, retrospective, machine learning development and validation study