Living a Long Way from Home: Communicating Land-related Knowledge in Dispersed Indigenous Communities, an Alternative Approach
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
Many indigenous communities are at a crossroads as regards lived experience of traditional livelihoods and members with intimate knowledge of their traditional landscapes. Using case studies from two indigenous communities, this article explores the application of both GIS tools and other geographic multimedia in community-based research projects that document landscape-related knowledge. The study involves a First Nation community in British Columbia, Canada and a Sámi community in Finnmark County, Norway. We discuss how land-use traditions and related knowledge constitute a peoples' identity and explore digital means of transferring this knowledge to support the ongoing transfer of indigenous knowledge between geographically dispersed community members, as well as future generations.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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