Arctic adaptive : responsive design in the Canadian north
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
Since the industrial revolution, architecture has become increasingly disconnected from its surrounding environment and the existence of regional vernacular architecture is dwindling. (Fathy, 1986; Ozkan, 1985) Modern technology coupled with globalization has resulted in universal architecture based on formal aesthetic and economy rather than local climatic factors. (Fathy, 1986; Frampton, 1983) The lack of regionally responsive design is nowhere more evident than in the Canadian Arctic (Dawson, 1997) Despite its immense cultural, economic and environmental importance to Canada and the world, Arctic communities have struggled with inadequate buildings and infrastructures since the creation of permanent settlements in the 1950's. (Bone, 2008; Dawson, 1997) Through the synthesis of modern technology and principles learned from nature and vernacular architecture this thesis explores new possibilities for a regionally responsive architecture in the Canadian Arctic; focusing on the building skin and its relationship between both indoor and outdoor environments.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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