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Review Open access Aug 2026

Diagnostic Performance of Machine Learning Models for Predicting Bloodstream Infections in Large Cohorts: A Systematic Review and Meta-analysis.

INTRODUCTION Machine learning (ML) models have been increasingly applied to support the diagnosis of bloodstream infections (BSI), particularly through the analysis of large routinely collected healthcare datasets. However, it remains uncertain whether large sample sizes alone are sufficient to achieve high diagnostic...

D. Giacobbe, Elena Ceccardi, M. Muccio et al. · 0 citations

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