Leveraging Machine Learning to Identify Subgroups of Misclassified Patients in the Emergency Department: Multicenter Proof-of-Concept Study.

In the Trondheim dataset clinical referral departments such as orthopedics ( Figure 4 B) and late-night admission time ( Figure 6 B) have higher SHAP-values indicating a higher probability of undertriage, while patients aged 0 to 17 ( Figure 7 B) and admission times in the morning showed a trend towards lower SHAP-values indicating a higher probability of correct triage.

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