Severe Neonatal Morbidity in Forceps versus Vacuum Birth among Individuals with Previous Cesarean Birth: A Population-Based Retrospective Cohort Study
Bibliographic record
Abstract
We sought to compare severe neonatal morbidity associated with forceps versus vacuum birth among individuals with prior cesarean birth.We conducted a population-based retrospective cohort study using data on all full term, singleton, cephalic vaginal births among individuals with prior cesarean birth in the United States (2014-2021). The exposure was operative vaginal birth (forceps vs. vacuum) and the primary outcome was composite severe neonatal morbidity, defined as assisted ventilation > 6 hours, neonatal seizures, and Apgar score < 4 at 5 minutes. We primarily compared the distribution of severe neonatal morbidity among operative vaginal births by instrument (forceps compared with vacuum) and fit multivariable logistic regression models to obtain adjusted odds ratios (AORs) and 95% confidence intervals (CIs) for severe neonatal morbidity in forceps versus vacuum births while accounting for confounders.The study population included 531,440 births. The rate of severe neonatal morbidity was 0.7% with spontaneous vaginal birth, 1.6% with forceps, and 1.3% with vacuum. Adjusted models showed higher rates of severe neonatal morbidity with forceps versus vacuum birth, but this association was not statistically significant (AOR: 1.20, 95% CI: 0.96, 1.50). Analysis of each component of the severe neonatal morbidity composite showed a 39% higher odds of assisted ventilation > 6 hours (AOR: 1.39, 95% CI: 1.07, 1.80) in forceps compared with vacuum births.Rates of severe neonatal morbidity are higher following operative versus spontaneous vaginal births with no difference based on type of instrument (forceps or vacuum). The choice between instrument should depend on the clinical situation, patient preference, and the experience, skill, and comfort of the operator. · Rates of severe neonatal morbidity are higher following operative versus spontaneous vaginal births.. · No difference in severe neonatal morbidity exists based on type of instrument (forceps or vacuum).. · The choice between instrument should depend on the clinical situation and patient preference..
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".