Alcohol Use disorders and harm-reduction in indigenous coastal communities of Hudson Bay Northern Canada
Bibliographic record
Abstract
: Alcohol use disorders are a major contributor to morbidity and mortality across the globe. Binge drinking and suicide have a high prevalence in northern latitudes, including Canada, Alaska, Greenland, and northern Europe. Many factors are associated with alcohol misuse and suicide in these northern regions such as climate, geographic location, history of the population, which in Canada includes colonisation-related harms such as the introduction of alcohol and systematic suppression of native cultures, on-going psychosocial stressors, and governmental policies. Due to the high prevalence of alcohol misuse and suicide in the studied population, the authors introduced contextually relevant Brief Intervention (BI) into the ER and ambulatory care settings as a harm-reduction measure. The impact of BI on binge drinking and suicide is discussed. The co-ordination of BI with other harm-reduction strategies in the region include suicide awareness and intervention training, efforts by provincial and federal governmental agencies using special teams to limit the social and psychological impact of recent suicides in communities, the return of AA groups after a ten-year hiatus, and importantly the establishment of native healing programmes.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".