White-Indian Relations:Moving into the 21<sup>st</sup> Century
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
As we embark upon a new era in White and Indian relations, the focus shifts from past conflicts to present and future rectification of injustices as well as assurances of reconciliation. Although a multitude of the essays deals with the repercussions of past events on the present-day situation of Indigenous people, a clear call for positive change resounds throughout the contributions. Issues as diverse as post-apology Canada, contemporary Native art and storytelling, education as an instrument of acculturation, health inequalities as well as media misrepresentation of the Indigenous population are addressed. Yet, one recurrent and unifying theme continues to resurface in every essay: the theme of identity – identity lost, identity regained, identity redefined. Since the contributions run the gamut of academic disciplines – history, politics, gender studies, literature, art, and anthropology – many of the issues at hand have been illuminated from a variety of perspectives.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.003 |
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