Successful outcome of a preterm infant with severe oligohydramnios and suspected pulmonary hypoplasia following premature rupture of membranes (PPROM) at 18 weeks’ gestation
Bibliographic record
Abstract
Abstract Premature rupture of membranes (PPROM) can occur in up to 3–4.5% of pregnancies and lead to complications in the mother and fetus. Maternal chorioamnionitis is the most common complication and may even lead to sepsis. In the fetus, depending upon the time of PPROM causing oligohydramnios, the effect on the lung growth is variable leading to varying degrees of pulmonary hypoplasia with its associated complications like persistent pulmonary hypertension of the newborn (PPHN), air leaks and respiratory failure. Here we present a successful outcome following PPROM at about 18 weeks of gestation, with severe oligohydramnios leading to preterm delivery with suspected pulmonary hypoplasia and pneumothorax in the baby.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 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".