Bibliographic record
Abstract
Abstract This article reviews the place of Indigenous politics in the last 50 years of Canadian political science. Focusing on the CJPS , it looks at broad themes and clusters in the literature over time, while also trying to explain how the roots of the discipline continue to impact the development of political science in Canada and thus CJPS . I argue that while at least 43 articles have dealt with Indigenous politics (solely or as a significant focus) and at least 18 have had some significant discussion thereof, there nonetheless remains a disconnect between Indigenous politics and the discipline. This disconnect exists because of the methodological and epistemological foundations of the discipline which have resulted in a focus limited to the Westphalian state. While the disconnect between Indigenous politics and the discipline has waned considerably (43 of 61 articles have been published since 2000) as there has been an awakening of sorts, a disconnect nevertheless still exists.
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 | 0.016 | 0.019 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.010 | 0.020 |
| Science and technology studies | 0.013 | 0.018 |
| Scholarly communication | 0.016 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| 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".