Evidence map›Paper›PMID 40794173›Full record

ArticleArchives of gynecology and obstetrics2025

Prediction model for intrapartum cesarean delivery among women with gestational diabetes mellitus.

Itamar Gilboa, Daniel Gabbai, Emmanuel Attali, Liran Hiersch, Anat Lavie, Yariv Yogev

Abstract readComparative StudyEvaluation Study
In one paragraph

Article in Archives of gynecology and obstetrics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Itamar GilboaDepartment of Obstetrics and Gynecology, Lis Hospital for Women's Health, Tel Aviv Sourasky Medical Center, 6 Weizmann St, 6423906, Tel Aviv, Israel. Itamar.glb@gmail.com.
Daniel GabbaiDepartment of Obstetrics and Gynecology, Lis Hospital for Women's Health, Tel Aviv Sourasky Medical Center, 6 Weizmann St, 6423906, Tel Aviv, Israel.
Emmanuel AttaliDepartment of Obstetrics and Gynecology, Lis Hospital for Women's Health, Tel Aviv Sourasky Medical Center, 6 Weizmann St, 6423906, Tel Aviv, Israel.
Liran HierschDepartment of Obstetrics and Gynecology, Lis Hospital for Women's Health, Tel Aviv Sourasky Medical Center, 6 Weizmann St, 6423906, Tel Aviv, Israel.
Anat LavieDepartment of Obstetrics and Gynecology, Lis Hospital for Women's Health, Tel Aviv Sourasky Medical Center, 6 Weizmann St, 6423906, Tel Aviv, Israel.
Yariv YogevDepartment of Obstetrics and Gynecology, Lis Hospital for Women's Health, Tel Aviv Sourasky Medical Center, 6 Weizmann St, 6423906, Tel Aviv, Israel.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeTo identify risk factors and to develop a predictive model for cesarean delivery (CD) in women with gestational diabetes mellitus (GDM). STUDY

designA retrospective cohort study, in a single university-affiliated tertiary medical center, was performed. All women with GDM and a singleton pregnancy who had a trial of labor between 2011 and 2023 were included. Women who chose an elective CD, those with pre-gestational diabetes, estimated fetal weight ≥ 4000 g, previous CD, and those with non-viable fetuses were excluded. Maternal characteristics of women who delivered vaginally were compared to those who underwent an intrapartum CD. Factors associated with CD were examined using univariate and multivariate analysis. A score was developed to predict the need for intrapartum CD. A receiver operating characteristic curve (ROC) was utilized for the model. Internal validation was performed using a 70/30 train-test split, with model performance evaluated on the validation set using ROC analysis. The main outcome was an unplanned intrapartum CD.

resultsOverall, 11,305 women were included; of them 676 (6.0%) underwent intrapartum CD. Several risk factors were identified, including maternal age ≥ 40 years, body mass index > 30kg/m

conclusionSeveral maternal and intrapartum factors were associated with intrapartum cesarean delivery in women with GDM. A prediction model based on these factors may help identify high-risk patients and support delivery planning.

Indexed as

Cesarean SectionDelivery, ObstetricDiabetes, GestationalPredictive Learning ModelsAdultFemaleHumansMaternal AgePredictive Value of TestsPregnancyReproducibility of ResultsRetrospective StudiesRisk AssessmentRisk FactorsROC CurveTrial of LaborGestational diabetesIntrapartum cesarean deliveryLaborPrediction model

Identifiers

PMID40794173
PMCPMC12589383

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.