Wisdom of the Elders: Canadian Reconciliatory Experience as an Insight on the Present
Bibliographic record
Abstract
Abstract Canada’s first two large historical encounters of recognition and work-in-progress accommodation of previously marginalized and alienated groups involved French Canada and newcomer Canadians. The third such engagement is now underway in response to the Indigenous peoples of Canada. While this endeavour is long overdue, there is reason for concern that the laudable enthusiasm of many for this project of reconciliation may be authorizing some policies, practices and discourses that conflict with and potentially undermine the values that informed and came out of previous inclusionary encounters. Three areas of concern arise. The first is the embrace of state deference in some instances to unlawful and sometimes violent forms of Aboriginal protest and resistance, undercutting the idea of the rule of law and of the value of the peaceful resolution of disputes. The second is the propensity to under critically over-authorize Indigenous cultural communities as sources of moral valuation, in ways that may undermine individuals’ dignity and well-being, as well as doing harm to the good of intra-cultural inclusiveness. The third is the related tendency to over-valorise Indigenous cultures and claims in ways that suggest symbolically and in practical terms the idea of the existence of morally first-class and morally second-class Canadians.
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.
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 | 0.008 | 0.017 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.086 | 0.032 |
| Scholarly communication | 0.011 | 0.006 |
| Open science | 0.004 | 0.013 |
| Research integrity | 0.006 | 0.012 |
| Insufficient payload (model declined to judge) | 0.009 | 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 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".