Introduction: The Resurgence of Indigenous Women’s Knowledge and Resistance in Relation to Land and Territoriality: Transnational and Interdisciplinary Perspectives
Bibliographic record
Abstract
Indigenous women and Two-Spirit LGBTQI people have been involved in resistance, dissent, mobilization and resurgence since the very beginnings of colonial occupation. We have intervened on a host of issues – sovereignty, nationhood, self-determination, governance, politics, jurisdiction, citizenship, international diplomacy and the protection of Indigenous lands, to name just a few. The logics of colonialism, however, have consistently denied and obfuscated these interventions, attacking the power of Indigenous women and Two-Spirit LGBTQI people by framing these issues outside of the political sphere and placing them firmly in the place of perpetual victimhood. Too often, the “activism” of Indigenous women has been reduced in the academic literature to issues regarding identity, violence, and discrimination – in a context that removes these issues from their colonial roots and that undermines and erases Indigenous nationhood. This does a tremendous disservice to our collective work.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.012 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 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".