Development and preliminary validation of an explainable machine learning model for early ROSC detection during chest compression in a swine model of cardiac arrest.

Resusc Plus · 2026 · PMC13223806 · PMID 42232069

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a clear trendno p-value reported

For heart rate, the SHAP dependence plot revealed a clear trend: most SHAP values were above 0 in the 40–160 bpm interval (median SHAP value 0.5451 (IQR: 0.2632, 0.6680), indicating a higher likelihood of identifying ROSC.

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