Human–environmental Relationships in the Arctic: Mapping and Analyzing Shishmaref
Bibliographic record
Abstract
This article examines the process of analyzing the Arctic indigenous village Shishmaref and evaluates the applicability of Western planning analysis methods for the interpretation of the living environment. The analysis approach is partly phenomenological, i.e., the analysis of the village is based on the researcher’s own observations. At the same time, the aspect of the community and its views on the environment are examined. The framework studies the role of the architect from the perspective of participatory design. Based on this research, Western design models do not seem suitable for indigenous village planning, but a genuine participatory approach is needed from the beginning of the planning process, i.e., also in the analysis phase. This requires enough time and working on-site; therefore, a slow planning process is needed. Accepting the importance of traditional knowledge as part of the planning gives a new direction to the design of Arctic indigenous villages, especially to their relocation. Keywords: Arctic, village, indigenous, planning, architecture _____________________________________________ Relations homme-environnement dans l'Arctique : cartographie et analyse de Shishmaref Cet article examine le processus d'analyse du village indigène Shishmaref de l'Arctique et évalue l'applicabilité des méthodes d'analyse de planification occidentales pour l'interprétation du milieu de vie. La démarche d’analyse est en partie phénoménologique, c’est-à-dire que l’analyse du village est basée sur les propres observations du chercheur. En même temps, l'aspect de la communauté et ses vues sur l'environnement sont examinés. Le cadre étudie le rôle de l'architecte du point de vue de la conception participative. Sur la base de cette recherche, les modèles de conception occidentaux ne semblent pas adaptés à la planification des villages autochtones, mais une véritable approche participative est nécessaire dès le début du processus de planification, c'est-à-dire également dans la phase d'analyse. Cela nécessite suffisamment de temps et de travail sur site ; par conséquent, un processus de planification lent est nécessaire. Accepter l'importance des connaissances traditionnelles dans le cadre de la planification donne une nouvelle orientation à la conception des villages autochtones de l'Arctique, en particulier à leur relocalisation. Mots-clés : Arctique, village, indigène, urbanisme, architecture
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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 | 0.003 | 0.005 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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".