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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Jiaheng Yao

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Review Open access Aug 2026

Diagnostic performance of machine learning models for malignant and non-malignant pleural effusion: Systematic review and meta-analysis.

BACKGROUND Accurately distinguishing malignant pleural effusion (MPE) from non-malignant pleural effusion is clinically important, but the generalisability and methodological quality of machine-learning (ML) models remain uncertain. METHODS We searched eight databases to 23 April 2026. Diagnostic performance was pool...

Luhan Guo, Jiansheng Li, Jiaheng Yao et al. · 0 citations

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