ArticleBJOG : an international journal of obstetrics and gynaecology2016
A global reference for caesarean section rates (C-Model): a multicountry cross-sectional study.
Article in BJOG : an international journal of obstetrics and gynaecology, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06359223 (Effect of Coffee Consumption on Postoperative Pain and Intestinal Motility After Caesarean Section), which is not on this map. Cited by 52 papers, 4 of them syntheses that pooled it.
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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.
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.
Effect of Coffee Consumption on Postoperative Pain and Intestinal Motility After Caesarean Section: Randomized Controlled Study
Who cites it
52 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Primary cesarean section in Sub-Saharan Africa: A systematic review and meta-analysis using the Robson Ten-Group Classification System.PloS one · 2026Pooled it
- Variation in caesarean section rates according to the Robson classification in four low- and middle-income countries: a meta-analysis of groups 1 to 4.BMC pregnancy and childbirth · 2025Pooled it
- Caesarean section in uninsured women in the USA: systematic review and meta-analysis.BMJ open · 2019Pooled it
- What is the optimal rate of caesarean section at population level? A systematic review of ecologic studies.Reproductive health · 2015Pooled it
- Effect of neuro-linguistic programming on comfort after cesarean: a randomized controlled trial neuro-linguistic programming comfort level cesarean.BMC pregnancy and childbirth · 2025Trial
- Intraoperative superior hypogastric plexus block for pain relief after a cesarean section: a case-control study.Croatian medical journal · 2021Trial
- Effect of pumping pressure on onset of lactation after caesarean section: A randomized controlled study.Maternal & child nutrition · 2018Trial
- Observational
- Developing and validating a risk prediction model for caesarean delivery in Northwest Amhara comprehensive specialized hospitals.BMC pregnancy and childbirth · 2025Article
- Association of Robson Ten Group Classification System with neonatal/postneonatal mortality: an analysis for the effect of the mass migration.AJOG global reports · 2025Article
- Evaluation of caesarean rates according to Robson classification using a newly developed smart phone application in a tertiary center in Sri Lanka: a comparative study.BMC pregnancy and childbirth · 2025Article
- Trend of Cesarean Section Rates and Related Factors Among First-Time Mothers with Single Pregnancies in Zhejiang Province, China: Evidences from a Multi-Center Study.International journal of women's health · 2025Article
- Assessing maternity care access: impacts on cesarean sections and dystocia.BMC pregnancy and childbirth · 2024Article
- An implementation analysis of a quality improvement project to reduce cesarean section in Brazilian private hospitals.Reproductive health · 2024Article
- Incorporation, adaptation and rejection of obstetric practices during the implementation of the "Adequate Childbirth Program" in Brazilian private hospitals: a qualitative study.Reproductive health · 2024Article
- Caesarean delivery on maternal request: the perspective of the postpartum women.BMC pregnancy and childbirth · 2024Article
- Sonographic examination at the beginning of the second stage of labor predicts birth outcome in vaginally intended breech deliveries: a blinded prospective study.Archives of gynecology and obstetrics · 2024Article
- Appropriate Delivery Project: Impact of Simulation Training on the Increase in Vaginal Births in Hospitals in Brazil.Einstein (Sao Paulo, Brazil) · 2024Observational
- [Effectiveness of the Adequate Childbirth Program in reducing cesarean section rates in private maternity hospitals in São Paulo , Brazil].Cadernos de saude publica · 2024Article
- Cesarean section rates in Turkey 2018-2023: Overview of national data by using Robson ten group classification system.Turkish journal of obstetrics and gynecology · 2023Article
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Authors and funding
64 authors.
Funding
Abstract
objectiveTo generate a global reference for caesarean section (CS) rates at health facilities.
designCross-sectional study.
settingHealth facilities from 43 countries. POPULATION/SAMPLE: Thirty eight thousand three hundred and twenty-four women giving birth from 22 countries for model building and 10,045,875 women giving birth from 43 countries for model testing.
methodsWe hypothesised that mathematical models could determine the relationship between clinical-obstetric characteristics and CS. These models generated probabilities of CS that could be compared with the observed CS rates. We devised a three-step approach to generate the global benchmark of CS rates at health facilities: creation of a multi-country reference population, building mathematical models, and testing these models.
main outcome measuresArea under the ROC curves, diagnostic odds ratio, expected CS rate, observed CS rate.
resultsAccording to the different versions of the model, areas under the ROC curves suggested a good discriminatory capacity of C-Model, with summary estimates ranging from 0.832 to 0.844. The C-Model was able to generate expected CS rates adjusted for the case-mix of the obstetric population. We have also prepared an e-calculator to facilitate use of C-Model (www.who.int/reproductivehealth/publications/maternal_perinatal_health/c-model/en/).
conclusionsThis article describes the development of a global reference for CS rates. Based on maternal characteristics, this tool was able to generate an individualised expected CS rate for health facilities or groups of health facilities. With C-Model, obstetric teams, health system managers, health facilities, health insurance companies, and governments can produce a customised reference CS rate for assessing use (and overuse) of CS. TWEETABLE ABSTRACT: The C-Model provides a customized benchmark for caesarean section rates in health facilities and systems.
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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.