“The Weight on Our Shoulders Is Too Much, and We Are Falling”
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
Inuit youth suicide is at an epidemic level in the circumpolar north. Rapid culture change has left Inuit in a state of coloniality that destabilized their kin-based social organization, and in spite of advances in self-governance social problems such as suicide continue. Drawing on ethnographic fieldwork I carried out in Nunavut, Canada (2004-2005), including 27 interviews with Inuit between the ages of 17 and 61, I examine male youth in particular in the context of recent colonial change, gender ideologies and behavior, youth autonomy, and the family. Anger is common among Inuit male youth, often directed toward girlfriends and parents, and suicide is embedded in some of these relationships. Many Inuit male youth are struggling with a new cultural model of love and sexuality. Inuit speak about a need for more responsible parenting. Evidence is beginning to show, however, that local, community-based suicide prevention may be working.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it