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
Since the 1960s, the Native peoples of northeastern Canada, both Inuit and Innu, have experienced epidemics of substance abuse, domestic violence, and youth suicide. Seeking to understand these transformations in the capacities of Native communities to resist cultural, economic, and political domination, Gerald M. Sider offers an ethnographic analysis of aboriginal Canadians' changing experiences of historical violence. He relates acts of communal self-destruction to colonial and postcolonial policies and practices, as well as to the end of the fur and sealskin trades. Autonomy and dignity within Native communities have eroded as individuals have been deprived of their livelihoods and treated by the state and corporations as if they were disposable. Yet Native peoples' possession of valuable resources provides them with some income and power to negotiate with state and business interests. Sider's assessment of the health of Native communities in the Canadian province of Labrador is filled with potentially useful findings for Native peoples there and elsewhere. While harrowing, his account also suggests hope, which he finds in the expressiveness and power of Native peoples to struggle for a better tomorrow within and against domination.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
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