Bringing Legal Education to the Canadian Arctic: the Development of the Akitsiraq Law School and the Challenges for Providing Library Services to a Non-traditional Law School
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
Abstract In the Canadian Arctic on the southwestern tip of Baffin Island, there is a sacred meeting place marked by a ring of massive stones, “some weighing up to a ton, standing on end and arranged in a near perfect circle.” This place is called Akitsirqavik [cited as Akitsiraq] and for generations, this is the spot where people gathered for celebrations, games, feasts, and is the place where the Inuit Great Council met to discuss conflicts in their community and to agree upon solutions to these disputes. The last known Inuit traditional trial, a murder trial, occurred here in 1924. Akitsiraq means “to strike out, [to] render justice.”
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.005 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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