Evidence map›Paper›PMID 40379739›Full record

ArticleScientific reports2025

Development and validation of a model for predicting the risks for delayed onset of lactogenesis stage II for Chinese pregnant women.

Wenting Li, Guofang Kuang, Yanqiu Chen, Peng Yu, Meng Zhang

Abstract readValidation Study
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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

5 authors.

Wenting LiDepartment of Obstetrics, The Affiliated Hospital of Qingdao University, Qingdao, China.
Guofang KuangDepartment of Obstetrics, The Affiliated Hospital of Qingdao University, Qingdao, China.
Yanqiu ChenDepartment of Obstetrics, The Affiliated Hospital of Qingdao University, Qingdao, China.
Peng YuDepartment of Obstetrics, The Affiliated Hospital of Qingdao University, Qingdao, China.
Meng ZhangDepartment of Obstetrics, The Affiliated Hospital of Qingdao University, Qingdao, China. zhangmeng_qd@126.com.

Funding

the Clinical Medicine +X Project of the Affiliated Hospital of Qingdao University QDFY+X 2023125
6 · The paper itself

Abstract

Delayed onset lactogenesis II has adverse effects on breastfeeding and neonatal health. This study aimed to determine the risk factors of DOL II, develop a predictive model for DOL II, and test its validity. This was a retrospective cohort study. A total of 450 pregnant women were involved in this study, including 112 cases with DOL II and 338 cases without DOL II, who were hospitalized between October 2023 and April 2024. Univariate and multivariate logistic regression analyses were conducted to determine the risk factors of DOL II, which were then included in the nomogram. The performance of the nomogram model was evaluated by the area under the receiver operating curve, calibration curve, and Hosmer-Lemeshow test. Decision curve analysis was used to evaluate the clinical efficacy of the nomogram. The results showed that maternal age, pre-pregnancy BMI, gestational age, parity, delivery mode, length of stage II labor, gestational diabetes, EPDS, maternal-infant separation, breastfeeding education during pregnancy, formula use, and onset of breastfeeding within the first hour were independent risk factors. In the derivation cohort, the AUC was 0.786. Youden index was 1.526, with a sensitivity of 0.781 and a specificity of 0.745. In the verification cohort, AUC was 0.748. The nomogram model has good consistency and performance, which can identify women who are at high risk of DOL II.

Indexed as

LactationLactation DisordersAdultBreast FeedingChinaEast Asian PeopleFemaleHumansMaternal AgeNomogramsPregnancyRetrospective StudiesRisk FactorsROC CurveBreastfeedingDelayed onset of lactogenesis II (DOL II)Nomogram modelPregnant womanRisk factors

Identifiers

PMID40379739
PMCPMC12084521

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Registered trials

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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.