Water Insecurity and First Nations Suicide (ep 318)
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Can a reserve's chronically unsafe drinking water be associated with a greater risk of suicide for its residents? That's the lethal link hypothesized in newly-released research entitled \\"Is Suicide a Water Justice Issue? Investigating Long-Term Drinking Water Advisories and Suicide in First Nations in Canada.\\" Co-authored by scholars Jeffrey Ansloos and Annelies Cooper, their investigative framework connects the colonial dots between relentless indignities inflicted upon Indigenous communities with the criminally disproportionate rates of premature Indigenous death. An Associate Professor and the Canada Research Chair in Critical Studies in Indigenous Health and Social Action on Suicide at the University of Toronto, Dr. Ansloos joins host/producer Rick Harp and MI regular Candis Callison (Associate Professor in the Institute for Critical Indigenous Studies and the Graduate School of Journalism at UBC) to discuss the wider implications of this study. NOTE: The Hope for Wellness Helpline is available 24/7 at 1-855-242-3310, its online chat option at hopeforwellness.caA wholly Indigenous owned and operated podcast, MEDIA INDIGENA is 100% audience funded. Learn how you can support our work so we may keep our content free for all to access. // CREDITS: Our theme is 'nesting' by birocratic.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.001 |
| 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) | 0.220 | 0.006 |
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 it