Seeing like an Inuit family: The relationship between house form and culture in northern Canada
Bibliographic record
Abstract
In his classic essay Seasonal Variations of the Eskimo, Marcel Mauss argued that a strong relationship exists between the spatial organisation of traditional Inuit house forms and the social morphology of the families they shelter. These observations anticipate later works in anthropology that examine how cultural processes are reflected in, and sustained by, the built environment. Such ideas are important when considering the effects of post-war housing programs on Inuit families in the Canadian Arctic. During the 1960s, attempts were made to restructure the routines of Inuit families through Euro-Canadian architecture and home economics classes. Recent ethnographic observations of Inuit households in operation, however, reveal that many continue to use their houses in traditional ways. By doing so, Inuit families are attempting to adapt to dwellings designed around another culture’s concept of homemaking and family life. Mauss’s ideas are therefore a poignant reminder of the need to take cultural factors into account when developing aboriginal housing policy.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.020 | 0.006 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| 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".