Indigenous Knowledge Approach to Successful Psychotherapies with Aboriginal Suicide Attempters
Bibliographic record
Abstract
INTRODUCTION: Suicide is disproportionately common among Aboriginal people in Canada. METHODS: Life stories were collected from 54 Aboriginal suicide attempters in northern Saskatchewan. Constant comparison techniques and modified grounded theory identified common themes expressed. RESULTS: Three common plots/themes preceded suicide attempts: 1) relationship breakup, usually sudden, unanticipated, involving a third person; 2) being publicly humiliated by another person(s), accompanied by high levels of shame; and 3) high levels of unremitting, chronic life stress (including poverty) with relative isolation. We found 5 common purposes for suicide attempts: 1) to "show" someone how badly they had hurt the attempter, 2) to stop the pain, 3) to save face in a difficult social situation, 4) to get revenge, and 5) don't know/don't remember/made sense at the time, all stated by people who were under the influence of alcohol and/or drugs at the time of their suicide attempt. We found 5 common beliefs about death: 1) you just cease to exist, and everything just disappears; 2) you go into the spirit world and can see and hear everything that is happening in this world; 3) you go to heaven or hell; 4) you go to a better place; and 5) don't know/didn't think about it. DISCUSSION: The idea of personal and cultural continuity is essential to understanding suicide among First Nations youth. Interventions targeted to the individual's beliefs about death, purpose for suicide, and consistent with the life story (plot) in which they find themselves may be more successful than one-size-fits-all programs developed outside of aboriginal communities.
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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 | 0.007 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.011 | 0.007 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.003 | 0.008 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 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".