Trends in Optimal, Suboptimal, and Questionably Appropriate Receipt of Antenatal Corticosteroid Prophylaxis
Bibliographic record
Abstract
OBJECTIVE: To conduct a population-based study to assess rates of optimal, suboptimal, and questionably appropriate administration of antenatal corticosteroid (betamethasone or dexamethasone) use. METHODS: All live births in Nova Scotia, Canada, from 1988 to 2012 were included in the study. Temporal trends in optimal (proportion of live births at 24-34 weeks of gestation exposed to antenatal corticosteroids between 24 hours and 7 days before delivery), suboptimal (proportion of live births at 24-34 weeks of gestation exposed to antenatal corticosteroids less than 24 hours or more than 7 days before delivery), and questionably appropriate exposure to antenatal corticosteroids (proportion of live births 35 weeks of gestation or greater exposed to antenatal corticosteroids) were quantified using odds ratios (ORs) and 95% confidence intervals (CIs). RESULTS: Among 246,459 live births between 1988 and 2012, 2.5% received a partial or a full course of antenatal corticosteroids. The rate of antenatal corticosteroid exposure for neonates born between 28 and 32 weeks of gestation increased from 39.5% in 1988-1992 to 79.3% in 2008-2012, whereas exposure for those born at 33-34 weeks of gestation increased from 14.3 to 49.7%. Optimal antenatal corticosteroid receipt increased from 10% in 1988 to 23% in 2012 (OR 2.7, 95% CI 1.6-4.5), suboptimal administration increased from 7 to 34% (OR 6.7, 95% CI 3.9-11.6), and questionably appropriate administration increased from 0.2% in 1988 to 1.7% in 2012 (OR 7.5, 95% CI 4.9-11.3). Of the women who received antenatal corticosteroids in 2012, 52% delivered at 35 weeks of gestation or greater. CONCLUSION: Temporal increases in optimal exposure to antenatal corticosteroids have been matched by increases in suboptimal and questionably appropriate receipt of antenatal corticosteroids, highlighting the need for accurate preterm delivery prognostic models.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".