Machine learning for prediction of histologic chorioamnionitis (stage ≥II) in parturients receiving labor analgesia: a retrospective multicentre cohort study

BackgroundHistological chorioamnionitis (HCA) is a serious pregnancy complication, but early diagnosis is challenging, especially in parturients receiving labor analgesia, where identification is even more difficult. Therefore, we developed and validated a machine learning model for early prediction...

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Autori principali:	Chunping Li, Bo Liu, Liang Ling, Jianping Zhang, Jian Zhang, Fei Jia, Yong Tang
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	Frontiers Media S.A. 2026-06-01
Serie:	Frontiers in Medicine
Soggetti:	histologic chorioamnionitis labor analgesia machine learning predictive model shap
Accesso online:	https://www.frontiersin.org/articles/10.3389/fmed.2026.1841139/full
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