The Resilient Nature of Inuit Knowledge: Community, Culture and Climate Adaptation
Bibliographic record
Abstract
This thesis explores the design of a refined building typology informed by Inuit ways of knowing, doing, and making – innovating through the wisdom and experience of Inuit. A ‘resilience center’ responds to the need for culturally appropriate and sustainable infrastructure within the Canadian Arctic, drawing from traditional Inuit knowledge supplemented by experimental materials and technologies to equip Inuit in a changing landscape. Since the arrival of early Settlers across the North, including the imposition of their foreign assemblies and settlements, Euro-Canadians have displaced Inuit societies from their homelands and customary ways of life, and consequently altering Inuit nomadic lifestyles centered on subsistence and cultural sustainability. Amidst a myriad of social, cultural, economic, and ecological forces, today’s Inuit communities continue to find ways to balance ‘old’ and ‘new’. By sustaining and strengthening Inuit culture, a ‘resilience center’ supports Inuit in ensuring the vitality of their culture and identity.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.019 |
| Scholarly communication | 0.011 | 0.005 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".