Building an automated SOAP classifier for emergency department reports

► The SOAP framework may improve information extraction of events from ED reports. ► The framework can be applied with high agreement (Cohen's kappa > 0.70 each class). ► SOAP classifiers achieve high F1 scores: 93.9 (S), 94.5 (O), 75.7 (A), and 77.0 (P).