Risk of Low Birth Weight near EUROHAZCON Hazardous Waste Landfill Sites in England
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Few studies have investigated the occurrence of both low birth weight (LBW) and congenital anomalies in populations living near hazardous waste landfill sites. The authors investigated the risk of LBW near 10 English hazardous waste landfill sites included in a previous European study, which reported an increased risk of congenital anomalies. Odds ratios, adjusted for sex, deprivation, year of birth, and study area (pooled ORs), were estimated for LBW (< 2500 gm) within 0-3 km compared with 3-7 km zones around the landfill sites. The authors found a small and not statistically significant increase in risk of LBW (OR = 1.03, 95% confidence interval = 0.98-1.08) within 3 km of hazardous waste landfill sites. Their findings suggest that previously reported results for congenital anomalies should not be extrapolated to a wider range of pregnancy outcomes but should be evaluated separately for each.
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.
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 | 0.001 | 0.000 |
| 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 | 0.001 |
| 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 it