Sanaaq: An Inuit Novel
Bibliographic record
Abstract
Sanaaq is an intimate story of an Inuit family negotiating the changes brought into their community by the coming of the qallunaat, the white people, in the mid-nineteenth century. Composed in 48 episodes, it recounts the daily life of Sanaaq, a strong and outspoken young widow, her daughter Qumaq, and their small semi-nomadic community in northern Quebec. Here they live their lives hunting seal, repairing their kayak, and gathering mussels under blue sea ice before the tide comes in. These are ordinary extraordinary lives: marriages are made and unmade, children are born and named, violence appears in the form of a fearful husband or a hungry polar bear. Here the spirit world is alive and relations with non-humans are never taken lightly. And under it all, the growing intrusion of the qallunaat and the battle for souls between the Catholic and Anglican missionaries threatens to forever change the way of life of Sanaaq and her young family.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.022 | 0.007 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.014 | 0.002 |
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".