Improving survival of neonates with isolated congenital diaphragmatic hernia.
Bibliographic record
Abstract
Despite advances in neonatal care including prenatal diagnosis, conventional ventilation, surfactant, high frequency oscillation, nitric oxide and extracorporeal membrane oxygenation (ECMO) the diagnosis of CDH is reported to carry a high mortality rate. Pulmonary hypoplasia and persistent pulmonary hypertension are major factors that contribute to death. In an effort to improve the survival of these infants a protocolized approach was adopted. In summary, this involves antenatal use of steroids if CDH antenatally diagnosed, sedation and muscle relaxation following tracheal intubation, administration of surfactant, gentle ventilation with permissive hypercapnia, trial of nitric oxide, preoperative ECMO for those infants failing therapy and delayed repair of the CDH. With the use of this protocolized approach the survival of infants with isolated CDH was 96 % for inborn and 81 % for outborn infants.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.001 | 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".