Indigenizing collaborative methods in studying human–water relations in the Syilx Okanagan Territory of British Columbia, 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
This article describes co-design and Indigenous methodologies applied in Waterways, Past, Present, and Future, a research inquiry and immersive media exhibition on human water relations carried out in the Syilx Okanagan First Nation territory of British Columbia, Canada. As a backdrop, we provide an overview of collaborative research, co-design, and Indigenous methodologies principles and then describe how these edicts were reflected in Waterway's praxis. The co-leadership of the research team, the cross-cultural interdisciplinary composition of the team, the decolonizing frame applied throughout the inquiry and design process, and the timeframe for team members to carry out personalized and collective multi-layered preparation were key ingredients in the application of Indigenous methodologies. Co-design principles observed in Waterways included prioritizing design justice and incorporating reflexivity and flexibility, iteration, and emergence in the design process. These methodological considerations can lead to more impactful co-design and cross-cultural research collaboration in Indigenous settings, which is currently a priority in Canada's ongoing reconciliation process.
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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 | 0.025 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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