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
Indigenous Communities throughout Canada and the United States pose unique challenges for resource management on reservations due to their ecological and political history with settler-colonial states and their biocultural context (i.e. context specificity). Context specificity emphasizes the diversity of Indigenous Communities and limitations of a one-size-fits-all strategy. The Kanienkehaka (Mohawk) Community of Akwesasne, an Indigenous Community straddling the US and Canadian border, was the site chosen for the development of biocultural land stewardship strategies for existing and new settled Land Claims handled by the St. Regis Mohawk Tribe (governing body in the southern portion of Akwesasne). This research utilizes a participatory action approach that is informed by Akwesasronon (Akwesasne Community Member) voices and context specificity. Interview analysis revealed the complex connectivity of Akwesasronon with forested landscapes through various values and sub-values. This research conveys the importance of paralleling land and cultural stewardship in strategies for successful implementation within Indigenous Communities.
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 | 0.001 |
| 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) | 0.039 | 0.056 |
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