Health workers sent to indigenous Canadian community beset by attempted suicides
Bibliographic record
Abstract
Health workers have arrived at the indigenous reservation of Attawapiskat First Nation in Canada’s James Bay after 11 people attempted suicide on 9 April. Local leaders of the community of 2000 people had already declared a state of emergency after 100 suicide attempts were made this winter. Chief Bruce Shisheesh and his councillors called for outside help after the latest suicide attempts. The Nishnawbe Aski Nation, the organisation representing the First Nations of northern Ontario, responded first with two mental health counsellors. The federal government sent five mental health workers, while the province dispatched four psychological health workers and up to five nurses. The Nishnawbe Aski Nation sent two doctors, a traditional healer, and nurses from a hospital in Moose Factory, a small community to the south. Three of the four …
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.028 | 0.003 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.015 | 0.002 |
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".