"This Is the Life” : Women’s Role in Food Provisioning in Paulatuuq, Northwest Territories
Bibliographic record
Abstract
Given the high cost of store-bought foods, hunting and fishing are vital to household food security in Paulatuuq 1 , a small Arctic community in the Northwest Territories.Traditional harvesting activities do more, however, than address nutritional needs, sometimes generating a surplus that can be shared with extended family and friends.These activities are crucial to a sense of continuity, providing opportunities for Paulatuuqmiut to connect with memories of the past, to create and sustain relationships with other people and with the environment, and to pass knowledge along to children and grandchildren.Contrary to long-standing ethnographic assumptions to the effect that men hunt, while women gather and process, women in fact take an active part in household food provisioning.All the same, women's knowledge of the environment and their role in household economies 1 The standardized English spelling of Paulatuk is employed by federal, territorial, regional, and municipal government bodies to describe the hamlet.However, locally, Paulatuuqmiut prefer the use of the Siglitun spelling, Paulatuuq, in describing the community.Throughout this chapter I employ Paulatuuq when referring to the community, but where I refer to governance bodies that employ the English spelling of the hamlet's name, I employ the -uk suffix.
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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 | 0.027 | 0.015 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".