[Delivery site for fœtus with congenital heart disease : CHU of Liège experience and international recommandations].
Bibliographic record
Abstract
Optimal choice of delivery site after a diagnosis of congenital heart disease (CHD) improves neonatal mortality and morbidity. We report the CHU of Liège experience and review the international recommendations. Between 2011 and 2016, 54 fetuses were diagnosed with CHD in our service. Retrospectively we estimated the appropriateness of the site of delivery considering the postnatal outcome. We confronted our experience with the recent international recommendations for in utero transfer to a tertiary center. The latter are based on the risk of hemodynamic instability at birth but differ for the ductal-dependent cardiopathy. The postanatal evolution and the low emergency transfer rate (4 %) in our series demonstrate the quality of our policy. We propose to validate the French transfer in utero recommendations for our obstetrical department, especially for ductal-dependent cardiopathy.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".