First trimester prediction of gestational diabetes mellitus by machine learning in twin pregnancies

GDM in twins is associated with certain characteristics of the first-trimester. Information from later trimesters has a limited impact. The GDM probability risk score increased with the severity of the treatment. An app to predict this score is available at: twin-pe.math.biu.ac.il.

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Publication Details

Journal
Archives of Gynecology and Obstetrics
Published
2026-01-20
DOI
https://doi.org/10.1007/s00404-025-08262-6
Primary Topic
Gestational Diabetes Research and Management
Type
article
Field-Weighted Citation Impact
0.00
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article

First trimester prediction of gestational diabetes mellitus by machine learning in twin pregnancies

Corinna Simonini, Eleonora Torcia, Federica Meli, Annegret Geipel et al.
Archives of Gynecology and Obstetrics
Gestational Diabetes Research and Management
article

First trimester prediction of gestational diabetes mellitus by machine learning in twin pregnancies

Corinna Simonini, Eleonora Torcia, Federica Meli, Annegret Geipel, Anna Gonce, Brigitte Strizek, Hamutal Meiri, Heidy Portillo Rodriguez, Adeline Walter, Yoram Louzoun, Elisa Bevilacqua, Tanja Lennartz, Tamar Michelson, Karl Oliver Kagan, Adi Sharabi-Nov, Armin Bauer, Antoni Borrell, Ron Maymon, Ran Svirsky, Mar Bennasar, Richard Nicholas Brown, Kypros H. Nicolaides, Julia Ponce, Nadav Kugler
article en

Abstract

GDM in twins is associated with certain characteristics of the first-trimester. Information from later trimesters has a limited impact. The GDM probability risk score increased with the severity of the treatment. An app to predict this score is available at: twin-pe.math.biu.ac.il.

Archives of Gynecology and ObstetricsVol. 313(1)
Ben-Gurion University of the Negev (IL), Bar-Ilan University (IL), Tel Aviv University (IL), University Hospital Bonn (DE), Assuta Medical Center (IL), McGill University Health Centre (CA), Rebecca Sieff Hospital (IL), Agostino Gemelli University Polyclinic (IT), Assaf Harofeh Medical Center (IL), Hospital Clínic de Barcelona (ES), University Children's Hospital Tübingen (DE), King's College Hospital (GB), Tel Hai Academic College (IL), University of Tübingen (DE)
Openalex Percentile: Top 85%
Gestational Diabetes Research and Management
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