Fetal alcohol spectrum disorder (FASD): Comparing profiles of younger versus older adults
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
BACKGROUND: Fetal alcohol spectrum disorder (FASD) has implications for wellbeing across the lifespan. Research regarding adult profiles is limited. METHOD: Data were drawn from the Canadian National Database for younger (18-24 years n = 223) and older (35 + years n = 185) groups, all diagnosed with FASD using Canadian guidelines. Groups were compared on: cognitive/functional abilities; physical/mental health; substance misuse; independent living; legal involvement; and recommendations post-diagnosis. Analysis included chi-square, ANOVA, and linear regression. RESULTS: The 35 + group showed lower rates of attention and executive functioning deficits, less need for supportive housing, and fewer difficulties with independent living but higher rates of memory and physical problems. Substance misuse, legal involvement, and mental health issues were high in both groups. The 35 + group attended substance misuse treatment and were referred for income supports more than the 18-24 group. CONCLUSION: Distinct profiles were observed for older versus younger adults with FASD. Interventions and supports must be adjusted to meet age-specific needs.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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