Risk Factors for Chronic Lung Disease and Mortality in Newborns with Congenital Diaphragmatic Hernia
Bibliographic record
Abstract
BACKGROUND: Congenital diaphragmatic hernia (CDH) is associated with a mortality rate of 10-35% in live-born infants. Moreover, CDH survivors have a substantial risk of developing long-term pulmonary sequelae, such as bronchopulmonary dysplasia (BPD). OBJECTIVES: This study aims to evaluate risk factors associated with BPD and mortality in neonates with CDH, with particular focus on the initial ventilation mode. METHODS: Eligible for inclusion were live-born infants with CDH born from 2001 through 2006 at the centers participating in the CDH Study Group. BPD (defined as oxygen dependency at day 30) and/or mortality by day 30 served as the primary endpoint. RESULTS: A total of 2,078 neonates were included in the analysis. At day 30, 56% of the patients had either died or met the criteria for BPD. In infants who survived until day 30, the prevalence of BPD was 41%. The overall mortality rate was 31%. High-frequency oscillatory ventilation as initial ventilation mode, a right-sided defect, a prenatal diagnosis, a lower Apgar score at 5 min, a cardiac anomaly, a chromosomal anomaly and a lower gestational age were all associated with BPD and/or mortality by day 30. CONCLUSIONS: Despite improvements in neonatal care, the rates of BPD and early mortality in newborns with CDH are still considerable. Several important risk factors for a worse outcome are reported in this nonrandomized prospective observational 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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.001 |
| 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".