A profile of young Albertans with fetal alcohol spectrum disorder
Bibliographic record
Abstract
Children with Fetal Alcohol Spectrum Disorder (FASD) experience lifelong neurocognitive, behavioural, and physical challenges. This report profiled 3,025 Albertans (0 to 25 years old) with FASD from 2005/06 to 2010/11. Analyses examined these individuals’ sociodemographic characteristics and public service use patterns. This report found that persons who were male, living in Northwest/North Central Alberta, and living in the lowest socioeconomic areas were more likely to receive an FASD diagnosis than the rest of the population. The report also found that young Albertans with FASD diagnoses had higher rates of public service and income support use, criminal offending, poorer health outcomes, and less educational achievement than those not diagnosed with FASD. These findings provide evidence that collaborative programming, resourcing and planning may enhance service delivery and improve outcomes for children with FASD in Alberta.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".