External validation of AI-based scoring systems in the ICU: a systematic review and meta-analysis

Abstract Background Machine learning (ML) is increasingly used to predict clinical deterioration in intensive care unit (ICU) patients through scoring systems. Although promising, such algorithms often overfit their training cohort and perform worse at new hospitals. Thus, external validation is a c...

पूर्ण विवरण

ग्रंथसूची विवरण

मुख्य लेखकों:	Patrick Rockenschaub, Ela Marie Akay, Benjamin Gregory Carlisle, Adam Hilbert, Joshua Wendland, Falk Meyer-Eschenbach, Anatol-Fiete Näher, Dietmar Frey, Vince Istvan Madai
स्वरूप:	Artigo
भाषा:	Inglês
प्रकाशित:	BMC 2025-01-01
श्रृंखला:	BMC Medical Informatics and Decision Making
विषय:	Intensive care unit Electronic health records Machine learning Acute deterioration External validation
ऑनलाइन पहुंच:	https://doi.org/10.1186/s12911-024-02830-7
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