Men's and women's spheres among couples from Maniitsoq (Greenland)
Bibliographic record
Abstract
This paper looks at gender relations and presents original findings of an empirical study among the Kalaallit (Greenland Inuit) of Maniitsoq (southwest Greenland). The focus of the study was to figure out what gender roles look like in Kalaallit eyes. Seven couples were interviewed about what work entails in different contexts. All the women interviewed have a job, and they describe their activities in their own homes. They are involved in social activities (including those related to the Church) much more so than their husbands, and have more control on the values involved in raising their children. Five of the husbands had a job but only four were involved in “recreational” hunting. Husbands are less inclined in Church matters but find spiritual connection while out on the sea and hunting. But these Kalaallit men are becoming more socially isolated. The paper ends with the presentation of three models of couplehood in Maniitsoq: traditional; detached; and reversed.
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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 | 0.001 | 0.002 |
| Science and technology studies | 0.011 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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".