Investigating the Linkages between FASD, Gangs, Sexual Exploitation and Woman Abuse in the Canadian Aboriginal Population: A Preliminary Study
Bibliographic record
Abstract
The purpose of this study, prepared for the Native Women’s Association of Canada (NWAC) and funded by Health Canada First Nations and Inuit Health Branch, is to provide an exploratory investigation into the linkages and to begin a journey into making the connection between FASD, sexual exploitation, gangs, and extreme violence in the lives of young Aboriginal women. Emerging data from Aboriginal gang intervention and exit projects in Canada suggest that many women experience sexual slavery and extreme violence in gangs, and that a disproportionate number also suffer from Fetal Alcohol Spectrum Disorder. Although much more research is required, preliminary data point to the importance of developing prevention strategies targeted at addressing family violence, drug and alcohol abuse, poverty, the social determinants of health and the history of colonization of Aboriginal Peoples. This work should focus on the strength and resiliency of Aboriginal peoples.
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How this classification was reachedexpand
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".