Bibliographic record
Abstract
This article examines creative writing, publishing, and empowerment of Inuit adult learners in Baker Lake, Nunavut. I taught a creative writing workshop at Nunavut Arctic College along with the local elders, who taught songs from the Baker Lake area. After the workshop, in February 2006 The Sound of Songs: Stories by Baker Lake Writers, an anthology of the adult learners’ writings, was published and launched at the Baker Lake Community Centre. In the course of the project, the Project Advisory Committee and I examined the meaning of the term “empowerment” in the context of Inuit culture. Each of the nine learners who took part in the workshop published at least one piece in the book. Most of them reported some degree of empowerment through increased confidence in their own writing, through increased respect from community members, especially the elders, and also through learning to be a “real Inuk” from the elders who taught songs from the Baker Lake area. Since most of the learners had not heard the songs before, elders and younger people had an opportunity to understand each other better.
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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 | 0.005 |
| 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 | 0.014 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".