Bibliographic record
Abstract
Transcontinental Dialogues brings together Indigenous and non-Indigenous anthropologists from Mexico, Canada, and Australia who work at the intersections of Indigenous rights, advocacy, and action research. These engaged anthropologists explore how obligations manifest in differently situated alliances, how they respond to such obligations, and the consequences for anthropological practice and action.\nThis volume presents a set of pieces that do not take the usual political or geographic paradigms as their starting point; instead, the particular dialogues from the margins presented in this book arise from a rejection of the geographic hierarchization of knowledge in which the Global South continues to be the space for fieldwork while the Global North is the place for its systematization and theorization. Instead, contributors in Transcontinental Dialogues delve into the interactions between anthropologists and the people they work with in Canada, Australia, and Mexico. This framework allows the contributors to explore the often unintended but sometimes devastating impacts of government policies (such as land rights legislation or justice initiatives for women) on Indigenous people’s lives.\nEach chapter’s author reflects critically on their own work as activist-scholars. They offer examples of the efforts and challenges that anthropologists—Indigenous and non-Indigenous—confront when producing knowledge in alliances with Indigenous peoples. Mi’kmaq land rights, pan-Maya social movements, and Aboriginal title claims in rural and urban areas are just some of the cases that provide useful ground for reflection on and critique of challenges and opportunities for scholars, policy-makers, activists, allies, and community members.\nThis volume is timely and innovative for using the disparate anthropological traditions of three regions to explore how the interactions between anthropologists and Indigenous peoples in supporting Indigenous activism have the potential to transform the production of knowledge within the historical colonial traditions of anthropology.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.005 |
| Scholarly communication | 0.008 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.033 | 0.006 |
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".