Neurobehavioural outcomes of children with fetal alcohol spectrum disorders: A Canadian perspective
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
Fetal alcohol spectrum disorder (FASD) is one of the most common preventable causes of developmental disability and is currently one of the most pressing public health concerns in Canada. FASD refers to the range of physical, mental, behavioural and learning disabilities that an individual may acquire as a result of maternal alcohol consumption. Prenatal exposure to alcohol leads to numerous primary and secondary disabilities in affected children, which can result in poor long-term outcomes. The present paper reviews previous research on the neurobehavioural outcomes of children with FASD, particularly in terms of behavioural, mental health and adaptive outcomes. The role of risk and protective factors on these outcomes and the impact of FASD on the family are also examined. Finally, future directions and implications regarding outcomes research among children with FASD, particularly within a Canadian context, are discussed.
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