Author

Jinwon Kim

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Open access Sep 2026

Interpretable Machine Learning for In-Hospital Mortality Prediction in ICU Patients Using First-24-Hour Routine Vital Signs: A SHAP-Based MIMIC-IV Study

Background: Identification of ICU patients at increased risk of death may support clinical assessment and prioritization of care. However, many mortality prediction approaches incorporate extensive laboratory information, conventional severity scores, or computationally complex models that may limit straightforward int...

Abdul Karim, Jinwon Kim, In Cheol Jeong · Diagnostics · 0 citations