Local Indigenous Perspectives of Community and Co-Management Arrangements
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
"In recent years the Haida of Haida Gwaii, British Columbia and the Yolngu of north-east Arnhem Land, Australia have had to negotiate and interpret various co-management programs operating within their territories. In both areas, various community management organisations have been established to respond to government management regimes and resource allocation programs, and to ensure native law and responsibility provides the template for contemporary agreements. This paper focuses on one such indigenous initiative, the Dhimurru Aboriginal Land Management Organisation in north-east Arnhem Land, a Yolngu community management response to increased coastal degradation associated with the nearby Nabalco mine. Now that native title is recognised in Australia and Canada, indigenous and non-indigenous legal systems are bound to consider the management regimes. It is within the philosophy and practices of indigenous community institutions like Dhimurru that innovative management dialogue might be found."
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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