Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
What does it mean to become a man in the Arctic today? Becoming Inummarik focuses on the lives of the first generation of men born and raised primarily in permanent settlements. Forced to balance the difficulties of schooling, jobs, and money that are a part of village life with the conflicting demands of older generations and subsistence hunting, these men struggle to chart their life course and become inummariit - genuine people. Peter Collings presents an accessible, intelligent, humorous, and sensitive account of Inuit men who are no longer youths, but not yet elders. Based on over twenty years of research conducted in Ulukhaktok, Northwest Territories, Becoming Inummarik is a profound and nuanced look at contemporary Inuit life that shows not just what Inuit men do, but who they are. Collings recounts experiences from his immersion in the daily lives of Ulukhaktok's men - from hunting and sharing meals to playing cards and grocery shopping - to demonstrate how seemingly mundane activities provide revelations about complex issues such as social relationships, status, and maturity. He also reflects on the ethics of immersive anthropological research, the difficulties of balancing professional and personal relationships with informants, and the nature of knowledge in Inuit culture. Becoming Inummarik shows that while Inuit born into a modern society see themselves as different from their parents' generation, their adherence to traditional ideas about life ensures that they remain fully Inuit even as their community has witnessed drastic upheaval.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it