Early Opioid Infusion and Neonatal Outcomes in Preterm Neonates ≤28 Weeks' Gestation
Bibliographic record
Abstract
We sought to assess risk-adjusted neonatal outcomes of extremely preterm infants who received opioid infusion during early postnatal period. A retrospective analysis of preterm infants ≤28 weeks' gestational age (GA) admitted to neonatal intensive care units in the Canadian Neonatal Network was conducted comparing infants on the basis of receipt of opioid infusion during day 1 and day 3 after birth. Rates of mortality, severe neurological injury, severe retinopathy of prematurity, and chronic lung disease were compared. A total 362 infants received opioid infusion on day 1 and day 3, whereas 4419 infants did not receive opioid infusion. Baseline comparison revealed higher number of males, infants of GA <26 weeks, low Apgar score, and higher Score for Neonatal Acute Physiology scores among those who received opioid infusion. Neonates who received opioid infusion had higher risk for mortality (adjusted odds ratio [AOR] 1.57, 95% confidence interval [CI] 1.13, 2.18), severe neurological injury (AOR 1.63, 95% CI 1.30, 2.04), severe retinopathy of prematurity (AOR 1. 39, 95% CI 1.08, 1.79), and bronchopulmonary dysplasia (AOR 1.36, 95% CI 1.03, 1.79). Early exposure to opioid infusion in the first 3 days was associated with higher risk of adverse outcomes in extremely preterm infants.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".