Water: A First Nations' Spiritual and Ecological Perspective.
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
Water quality and availability is an urgent global concern. This paper documents, through the use of ethnographic research methods, First Nations� concerns and perspectives about water. The paper�s scope is primarily limited to the views of three Elders from the southern Interior of British Columbia: Mary Thomas from the Secwepemc, Millie Michell from the Nlaka�pamux, and Mary Louie from the Syilx Nation. Secondary literature sources complement the Elders� sharing of Traditional Ecological Knowledge (TEK). The Elders� emphasis on the spiritual impor-tance of water is contrasted with Western science�s emphasis on water�s unique physical and chemical properties. This fundamental difference raises questions about Western science�s approach to freshwater ecosystem management and study. Ultimately, this paper documents the wisdom of highly respected Elders about water in relation to the culture and freshwater ecosystems of South-Central British Columbia.
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