Bibliographic record
Abstract
Abstract Fetal death refers to the death of a post-embryonic product of conception while in utero or during childbirth, and it is one of the most distressing events faced by women and families. Birth following spontaneous fetal death is termed “miscarriage” if it occurs early in gestation, and “stillbirth,” if it occurs beyond the point of viability. There are substantial between-country differences in the criteria used for reporting stillbirths and these differences compromise international comparisons of stillbirth rates. In high-income countries, a majority of fetal deaths occur due to genetic causes, fetal infection, or other pregnancy complications. Congenital anomalies, placental insufficiency, and/or intrauterine growth restriction are frequent antecedents of fetal death. Maternal risk factors include advanced maternal age, high body mass index, smoking and substance use during pregnancy, prior stillbirth, chronic morbidity, and multifetal pregnancy. Disparities in education and socioeconomic status and other factors influencing maternal health also contribute to elevated rates of stillbirth among vulnerable women.
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 | 0.007 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".