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Application of Explainable Machine Learning in Early Diagnosis Models for Risk Prediction of Severe Mycoplasma pneumoniae Pneumonia in Children

2025-11-28

Abstract excerpt

<title>Abstract</title> <p>Background Mycoplasma pneumoniae is a leading cause of community-acquired pneumonia in children, with severe cases (SMPP) posing a significant threat to pediatric health. Current diagnostic approaches rely primarily on imaging and clinical signs, lacking objective and quantitative tools for early risk prediction. Traditional statistical models face limitations in capturing the complexit...

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Literature Corpus work: 5d35dce5-bbe1-5da4-8638-38c474d4d27c
DOI: 10.21203/rs.3.rs-7886677/v1

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