Caregiver Perceptions of the Community Integration of Adults with Foetal Alcohol Spectrum Disorder in British Columbia
Bibliographic record
Abstract
Background Adults with foetal alcohol spectrum disorder (FASD) require support to be part of the community; however, most have few supports other than family and friends. The purpose of this study was to assess caregiver perceptions of community integration of adults with FASD living in British Columbia. Method The Assimilation, Integration, Marginalization and Segregation (AIMS) Interview and Functional Assessment were used to assess community integration and the level of support needed respectively. Results Scores on the AIMS indicated that most of the adults with FASD were integrated (i.e. disability related needs were identified and supported) in the following domains: medical, dental and housing; however, a large percentage were marginalized in other domains. Living with a caregiver had the greatest positive impact on integration while a history of incarceration or confinement had a negative impact. Conclusion Although most of the adults with FASD had achieved community integration in some areas; this was, to some extent, because of the support of family and friends.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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".