Sustainability and Self-reliance: Cooperative Approaches in the Design and Development of Housing Components within Inuit Communities
Bibliographic record
Abstract
Much has been written on the Inuit housing crisis in the Canadian Arctic. Strains on existing public housing are creating health and sociocultural issues within Inuit communities. The North has a high rate of unemployment and there is a need to develop businesses to allow for a young, growing population to become more self-reliant. Energy-efficient fenestration is a vital component for the northern sustainable house. These topics are explored in the literature review and data analysis. The research brought together private and public sector experts from across Canada to generate knowledge-based suggestions which, after convergent analysis, led to the identification of critical barriers for establishing the development of a northern fenestration system that could be maintained and manufactured within Inuit communities. The study demonstrated how a holistic cooperative approach of multi-sectorial partnerships could be used to assist in the development of a design guideline for an Arctic specific fenestration system.
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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 | 0.010 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.017 | 0.016 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.002 | 0.010 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".