Global prevalence of alcohol use and binge drinking during pregnancy, and fetal alcohol spectrum disorder
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
Alcohol use during pregnancy is an established cause of fetal alcohol spectrum disorder (FASD), with heavy drinking during pregnancy being explicitly linked to fetal alcohol syndrome (FAS). This paper presents recent estimates of the prevalence of: (i) any amount of alcohol use during pregnancy; (ii) one or more binge drinking episode(s) (4 or more standard drinks on a single occasion) during pregnancy; (iii) FAS; and (iv) FASD among the general population globally and by World Health Organization region. It is apparent, based on the presented estimates, that alcohol use and binge drinking occur frequently among pregnant women in many countries and as a result, FASD is a prevalent alcohol-related developmental disability. Urgent action is required around the globe to eliminate prenatal alcohol exposure and prevent future children, adolescents, and adults from having FASD.
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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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