Public Policies toward Aboriginal Peoples: Attitudinal Obstacles and Uphill Battles
Bibliographic record
Abstract
Abstract This paper examines public attitudes towards aboriginal policy in Canada, focusing on evidence from two surveys conducted in Saskatchewan, a province with a large and growing Aboriginal population. We show that although non-Aboriginals are collectively divided on Aboriginal public policies, expressing considerable support for some, but strong reservations when it comes to others; the individual-level evidence indicates that there is a single Aboriginal policy agenda in the minds of non-Aboriginal Canadians. Support for, and opposition to, the privileging of Aboriginal claims is structured in part by prejudice toward outgroups but also by non-Aboriginal people's more general position on the role of government in society. Moreover, the impact of positions about the role of government in society on attitudes toward Aboriginal policies is moderated by people's level of political sophistication: the more educated and politically interested they are, the greater the impact of those ideological views.
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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 | 0.006 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.012 | 0.009 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
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".