Consensus Building or Constructive Conflict? Aboriginal Discursive Strategies to Enhance Participation in Natural Resource Management in Australia and Canada
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
\n \t\t\tThis article analyzes the strategies used by the Girringun Aboriginal Corporation from the Wet Tropics, Australia, and the Innu Nation of Labrador, Canada, in their efforts to participate in natural resource management within their traditional lands. Comparative research highlights that both Aboriginal groups engage in strategies of consensus building and constructive conflict, matching their choice to the dynamic institutional settings that govern natural resource management in their respective territories. Both groups build consensus for more equitable participation in natural resource management institutions while engaging, when necessary, in forms of constructive conflict that will bring about more expedient institutional change needed to fully reflect the full suite of Aboriginal interests and values. The result is a mix of Aboriginal strategies that are used to instigate planning reforms on their traditional estates.\n
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it