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Sensitivities were very high (90%) in 17 chief complaints. Positive predictive values were high for 14 chief complaints (≥80%). Negative predictive values were ≥96% for all chief complaints. For medical history and medications, most of the association measures were very high (90%). For physicians' ED diagnoses, sensitivities were very high (93%) in 16 diagnoses; specificities and negative predictive values were very high (97%). Chief complaints, medical history, medications, and physician's ED diagnoses in EMRs were wel