Towards Healthy Outcomes for Individuals with FASD
Bibliographic record
Abstract
Background and objective Individuals with Fetal Alcohol Spectrum Disorder (FASD) may experience a range of behavioral, cognitive, and physiological difficulties that can result from prenatal alcohol exposure. Intervention approaches for individuals with FASD are required to respond to evolving strengths and needs throughout their lifespan. Material and methods In response to these evolving unique needs, best practices were developed by integrating current research findings with the experiences of individuals with FASD and their caregivers. The “ Towards Healthy Outcomes” approach has been developed to provide an evidence-informed framework to support intervention for individuals with FASD throughout their lifespan. Results This framework was developed based on core philosophies that create opportunities for individualized intervention support, including development throughout the lifespan, impact of interacting systems, and a strengths-based approach. These underlying philosophies and core beliefs are actioned throughout the lifespan around the following 12 domains: (1) physical health; (2) attachment; (3) family cohesion; (4) social functioning; (5) mental health and regulation; (6) education; (7) identity development; (8) community engagement; (9) adaptive skills; (10) housing; (11) employment; and (12) parenting skills. To establish its potential use, each of these domains is considered broadly within the context of FASD field, including the new ideas put forward by the studies included in this issue. Conclusion The “ Towards Healthy Outcomes” framework is an intervention approach that facilitates proactive and evidence-informed approaches to foster the development of individuals with FASD. It provides developmental considerations that are specific to the 12 domains and reflect the whole person. Furthermore, the “ Towards Healthy Outcomes” framework allows for the integration of research with the lived experiences of caregivers and individuals with FASD that bridges existing research gaps.
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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 | 0.008 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".