Related Experiment Video
Updated: Feb 14, 2026

Author Spotlight: Advancing Labor Management Through Electromyometrial Imaging for Understanding Uterine Contractions
Published on: May 26, 2023
Predictive factors for emergency cesarean section in grand multiparous compared to primiparous and multiparous women
Roza Berkovitz Shperling1,2, Liat Lerner-Geva3,4, Gal Ariel1,2
1Department of Obstetrics and Gynecology, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel.
Objective:
To identify predictive factors for emergency cesarean section (CS) in grand multiparous women and compare them with primiparous and multiparous women.
Methods:
This was a retrospective cohort study in a single large university-affiliated tertiary medical center between 2011 and 2018, analyzing all women with singleton pregnancies that resulted in live births (n = 74 848). Women were grouped into three categories: primiparous (PP, first birth), multiparous (MP, 2-4 births), and grand multiparous (GMP, ≥5 births). Delivery characteristics and indications for emergency CS were analyzed. Univariate analyses assessed associations between potential risk factors and mode of delivery, stratified by gestational age (37-39 weeks and ≥40 weeks). Multivariable logistic regression was used to identify factors independently associated with emergency CS in each group.
Results:
Proportion of emergency CS and its indications across parity groups. Emergency CS rates were significantly higher in the PP group (13.2%) than in the MP (9.4%) and GMP (6.5%) groups (P < 0.001). In stratified univariate analysis, emergency CS was significantly associated with advanced maternal age, higher body mass index (BMI), non-spontaneous conception, diabetes, and artificial rupture of membranes in both gestational age subgroups. Non-reassuring fetal heart rate (NRFHR) was the leading indication for emergency CS in GMP women (71.1%), followed by failure to progress (21.0%), suspected placental abruption (4.4%), suspected uterine rupture (2.6%), and failed instrumental delivery (0.9%). Multivariable analysis identified the following factors as significantly associated with increased risk of emergency CS: assisted reproductive technology (adjusted odds ratio [aOR] = 2.09, 95% confidence interval [CI]: 1.88-2.32), prolonged latency >12 h post-rupture of membranes (aOR = 2.08, 95% CI: 1.85-2.34), smoking (aOR = 1.49, 95% CI: 1.26-1.75), and diabetes (aOR = 1.46, 95% CI: 1.32-1.62).
Conclusion:
Grand multiparous women had a lower risk of emergency CS than primiparous and multiparous women. Non-reassuring fetal heart rate was the most common indication for emergency CS. Assisted reproductive technology (ART), prolonged rupture of membranes (ROM) latency, smoking, and diabetes were independent predictors of emergency CS.
Related Concept Videos
Emerging Adulthood
Predicting Molecular Geometry
Introduction Cardiac Emergencies
Prediction Intervals
However, the point estimate is most likely not the exact value of the population parameter, but close to it. After calculating point estimates, we construct interval estimates, called confidence intervals or prediction intervals. This prediction interval comprises a range of values unlike the point estimate and is a better predictor of the observed sample value, y.
Comparing Copy Number Variations and SNPs
Copy number variations or CNVs are the structural variations that cover more than 1kb of DNA sequence. The single nucleotide polymorphism (SNP), on the other hand, is a single nucleotide change or a point mutation that is found in more than 1%...
Transcription Factors

