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...

Descripció completa

Dades bibliogràfiques

Autors principals:	Patrick Rockenschaub, Ela Marie Akay, Benjamin Gregory Carlisle, Adam Hilbert, Joshua Wendland, Falk Meyer-Eschenbach, Anatol-Fiete Näher, Dietmar Frey, Vince Istvan Madai
Format:	Artigo
Idioma:	Inglês
Publicat:	BMC 2025-01-01
Col·lecció:	BMC Medical Informatics and Decision Making
Matèries:	Intensive care unit Electronic health records Machine learning Acute deterioration External validation
Accés en línia:	https://doi.org/10.1186/s12911-024-02830-7
Etiquetes:	Afegir etiqueta Sense etiquetes, Sigues el primer a etiquetar aquest registre!