‘We will continue to fight for our lands … it is Mother Nature that we value’: Idle No More, the Rights of Nature social movement frame, and Anti-Capitalist Ecologist Discourse
Bibliographic record
Abstract
Organizing to oppose an omnibus budget bill threatening First Nations in Canada, the Idle No More (INM) movement is embedded in a legacy of Indigenous resistance to colonialism and environmental degradation. INM activists challenged Western nature perceptions to advocate for the protection of nature through the lens of First and Indigenous Peoples’ traditions and cultures. We build upon existing Indigenous Environmental Justice movement, framing, and Rights of Nature (RoN) literature to understand the role of the RoN social movement frame and Anti-Capitalist Ecologist Discourse as orienting frameworks for INM movement mobilization. We explore the emergence period of INM, analysing the first 6 months of posts and comments on the movement’s Facebook page. We argue that INM activists employed an RoN frame to establish central claims and appeal to a range of potential supporters connecting the local and the global through broad Anti-Capitalist Ecologist Discourse narratives.
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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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.018 | 0.032 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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".