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Software . 2026
License: CC BY
Data sources: Datacite
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
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Preterm birth phenotype prediction models

Authors: Boldina, Yulia; Ivshin, Aleksandr; Tukhkanen, Ekaterina Viktorovna; Malyshev, Nikita Andreevich;

Preterm birth phenotype prediction models

Abstract

Production machine-learning models for risk stratification of preterm birth by phenotype (spontaneous vs indicated), trained on a single-centre cohort of 13,311 pregnancies in 12,509 women (Petrozavodsk Regional Perinatal Centre, 2022–2025). Three models for the M2 prediction window (≤24⁺⁶ weeks of gestation; internal filename suffix `_m12` denotes the same level as article's M2, using features from both first and second trimesters): combined PTB, spontaneous phenotype, indicated phenotype. Stacking ensemble (XGBoost + LightGBM + CatBoost + RandomForest + meta-LogisticRegression); iatrogenic model is a regularised logistic regression. Includes preprocessing code, predictor wrappers, full feature list (185), cohort medians for imputation, and an example notebook with four synthetic clinical profiles.

Keywords

cervicometry, machine learning, stacking ensemble, phenotype, obstetric outcomes, preterm birth, prognostic model

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Powered by OpenAIRE graph
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average