Redesigning the Iglu| ᐃᒡᓗ : towards an architecture of Inuit dwelling in the 21st century
Bibliographic record
Abstract
The Canadian North has gained significant interest as of late due to expansive availability of natural resources, and the opening up of commercial shipping routes, resulting in economic and development potential. There is thus a demand to develop and build, but this has often occurred with little vision while the extreme conditions of this region make viable inhabitation a challenge. Presently, the Inuit who have maintained a sustainable way of life in the Canadian North have seen their lifestyle and culture erode due to rapid modernization, resulting in numerous challenges and no resolutions. One such challenge is the absence of affordable, adequate, and cultural appropriate housing, complicated by a housing shortage and a growing population. In order to ensure successful inhabitation in this region, a reinterpretation of the contemporary Inuit home is required. The following thesis project |explores how the adoption of a regionally responsive architecture responds not only to economic and environmental conditions, but reinforces the unique cultural identity of the Inuit.
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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 | 0.001 | 0.001 |
| 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 | 0.013 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".