Perceptions of Water among the Inuit Community in Iqaluit, Nunavut: An Anti-Colonialist, Feminist Political Ecology
Bibliographic record
Abstract
Water is an essential part of everyday life. In Iqaluit, residents receive their water through either utilidor or trucked water delivery, which is an integral system for everyday life in the North. For Inuit residents, gathering water from the land is also an essential source of drinking water. Based on fieldwork results from 2016, this thesis argues that perceptions of municipal water in Iqaluit are a source of added stress to daily life, and that gathering water from the land is an important part of Inuit identity that can be a source of healing. Both experiences with municipal water and water from the land are emotional and embodied. Specific results will be discussed with regard to age and gender. Using principles from Indigenous methodologies with feminist political ecology, data was collected through participant observation and a series of twenty-one semi-structured interviews with Inuit community members.
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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 | 0.002 | 0.002 |
| 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 | 0.008 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| 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 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".