The Proportions of Term or Late Preterm Births After Exposure to Early Antenatal Corticosteroids, and Outcomes: Systematic Review and Meta-Analysis of 1.6 Million Infants
Bibliographic record
Abstract
(BMJ. 2023;382:e076035 | doi: 10.1136/bmj-2023-076035 l. http://dx.doi.org/10.1136/bmj-2023-076035) Preterm birth is a major cause of morbidity and mortality in both newborns and children. Women at risk of preterm delivery often receive antenatal corticosteroids, depending on their gestational age. These steroids enhance fetal lung maturation; however, unnecessary corticosteroid exposure is a concern. Guidelines recommend tracking and minimizing such exposure to discourage overuse. Animal studies indicate potential risks to fetal brain development and long-term health. This systematic review explored the outcomes of infants exposed to early antenatal corticosteroids, emphasizing the importance of their reasonable use in mitigating risks.
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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 | 0.009 | 0.034 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.011 | 0.030 |
| Bibliometrics | 0.005 | 0.007 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".