Behavioral Telemetry for ICU Mortality Prediction: Documentation Pattern Analysis in 46,002 Low-Acuity MIMIC-IV Patients

2026-03-02 intensive care and critical care medicine Title + abstract only

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ObjectiveTo develop and validate a predictive model incorporating behavioral telemetry signals--documentation pattern anomalies derived from routine EHR charting--alongside clinical variables for ICU mortality prediction in patients with low acute physiologic derangement. Materials and MethodsRetrospective cohort study of 46,002 adult ICU stays from MIMIC-IV v3.1 (2008-2022) with SOFA scores 0-2, excluding neurological units. We extracted 66 variables spanning demographics, acuity, behavioral t...

Behavioral Telemetry for ICU Mortality Prediction: Documentation Pattern Analysis in 46,002 Low-Acuity MIMIC-IV Patients

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