Next Level Warriorship: Intellectuals Role in Acts of Resistance within the Idle No More Movement
Bibliographic record
Abstract
abstract: Abstract \n\n \n\nEveryday living, as an Indigenous person, is an act of resistance. On December 21, 2012, there was a national day of action that included rallies and demonstrations happening all over the world to stand in solidarity with First Nations Indigenous peoples in Canada under the banner Idle No More (INM). The pressure of the movement all came to an end after the cooptation from a few First Nation leadership on January 11, 2013. Despite the failures, the INM movement brought hope, the urgency to act, and ideas of the decolonization and resurgence process. This movement was educational in focus and with that, there is the need to explore essential roles to advance Indigenous resistance to ensure Indigenous liberation. Here I explore the role of the intellectual, and in particular three scholars who provide next level warriorship. Their contributions redirected the conceptualization of decolonization to a process of resurgence. In this manner, authentic Indigenous nationhood is possible.
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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 | 0.007 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.020 | 0.055 |
| Scholarly communication | 0.013 | 0.008 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.005 | 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".