Explainable SHAP-space fall risk profiling from electronic health records for inpatient prevention planning

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Researchers at a German university hospital used electronic health records from 2016–2022 to train an ensemble model predicting inpatient falls, then applied SHAP-space clustering to stratify risk in a test cohort. The study benchmarked SHAP-space clustering against raw feature-space techniques and found SHAP-space K-means achieved the largest separation in observed fall incidence.