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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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 | 0.000 |
| 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".