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15 ( =0.196), respectively. The predicted probability of MT, ST, and DCOP showed 0.93 (95% confidence interval [CI], 0.88-0.9 and 0.80 (95% CI, 0.74-0.86), and 0.79 (95% CI, 0.70-0.88). We identified and validated our prediction models for ST and the need for DCOP and MT among trauma patients using SI as a main predictor. Our models indicated that fewer variables in an early phase of the treatment process can inform clinicians regarding how severe a patient is and which intervention is needed. We identified and validated our prediction