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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Eunyoung Cho

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Review Open access Oct 2026

Predictive performance of vital sign–based prediction models for in-hospital cardiac arrest: a systematic review and meta-analysis

In-hospital cardiac arrest (IHCA) is a major patient-safety event often preceded by detectable clinical deterioration. Vital sign–based cardiac arrest prediction models have been developed to identify hospitalized patients at increased risk of IHCA, but their predictive performance has not been quantitatively syn...

Gyeong-Min Lee, H. Lee, Joo-Yun Won et al. · 0 citations
Review Open access Sep 2026

AI-Based Sepsis Prediction in Hospitalized Adults: Systematic Review, Subgroup Meta-Analysis, and Contextual Analysis of Clinical Burden

Abstract Background Machine learning (ML) and deep learning (DL) models have been developed for earlier recognition in hospitalized patients, but reported performance varies across datasets, prediction windows, care settings, and validation designs. Interpretation of a single pooled discrimination estimate is therefore...

Gyeong Min Lee, Joo-Yun Won, Eunyoung Cho et al. · 0 citations

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