Bibliographic record
Abstract
Long resident peoples including Gwich’in, Inuvialuit, Copper Inuit, and Sami, Coast Salish and others have learned over countless generations of observation and experimentation to construct place-specific, biomimetic architecture. To learn more about the heritage value of long-resident peoples’ architecture, and to discover how their architecture can selectively inform adaptable architecture of the future. we engaged Inuit and First Nations knowledge-holders and young people in reconstructing tradition-based shelters and housing. During the reconstructions, children and Elders alike expressed their enthusiasm and pride in the inventiveness and usefulness of their ancestral architectural wisdom. Several of the structures constructed during this research are still standing years later and continue to serve as emergency shelters for food harvesters. During extreme weather, the shelters contribute to a potentially widespread network of food harvester dwellings that would facilitate revitalization of traditional foodways. The reconstructions indicate that building materials, forms, assembly technologies, and other considerations from the architecture of Indigenous peoples provide a valuable heritage resource for architects of the future.
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.
How this classification was reachedexpand
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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 teacher head, 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".