MODE OF DELIVERY AND ITS IMPACT ON NEONATAL OUTCOMES IN PRETERM INFANTS
Bibliographic record
Abstract
Abstract BACKGROUND The optimal mode of delivery for preterm infants remains controversial, and routine Caesarean sections (C/S) are not recommended, except for maternal indications. Nonetheless, many preterm infants are delivered by C/S, particularly those in breech presentation, and recent retrospective data have suggested that these infants may have improved outcomes. OBJECTIVES To examine whether C/S as the mode of preterm delivery is associated with decreased mortality and improved short term outcomes. DESIGN/METHODS This retrospective, population-based cohort study examined infants with a gestational age between 23 0/7 weeks and 32 6/7 weeks, born between January 1, 2007 and December 31, 2016, and admitted to the Neonatal Intensive Care Unit at a single Canadian Tertiary Care hospital. Infants with major congenital anomalies were excluded. Data were abstracted from the local Neonatal-Perinatal database for all infants. Two groups, those delivered vaginally and those delivered by C/S, were compared for major neonatal outcomes including the primary outcomes of death and severe intraventricular hemorrhage (IVH), defined as grade 3 or higher. RESULTS A total of 1442 infants met inclusion criteria (784 born by C/S and 658 vaginally). There was no significant difference in neonatal mortality (7.0% vs 7.1%, p=0.925) or severe IVH (6.1% vs 7.4%, p=0.317). There was, however, a significant difference in the incidence of IVH, any grade (19.9% vs 27.5%, p=0.001), which remained after controlling for other significant predictors. There were no other significant differences in the secondary outcomes examined including need for extensive resuscitation, respiratory distress syndrome, bronchopulmonary dysplasia, patent ductus arteriosus, necrotizing enterocolitis, periventricular leukomalacia, or retinopathy of prematurity. CONCLUSION Caesarean section was not associated with decreased mortality in preterm infants, relative to vaginal births. Caesarean section was associated with a reduced rate of IVH (any grade) and there was a trend towards decreased severe IVH which may warrant further study.
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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 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".