Pitquhivut Ilihaqtavut (“Learning about Our Culture”): A Collaborative Approach to Archaeology and Traditional Knowledge in Inuit Nunangat
Bibliographic record
Abstract
This paper describes a long-term collaboration between the Pitquhirnikkut Ilihautiniq/Kitikmeot Heritage Society (PI/KHS) of Cambridge Bay, Nunavut and the University of Toronto. The PI/KHS is a very active, Elder-run organization with activities ranging across oral history, traditional knowledge, language, place names, school programs, and the running of a museum. They have been collaborating with archaeologists from the University of Toronto since 1999 to expand their programming, learn more about very early time periods in their region, and provide additional opportunities to record traditional knowledge and involve Inuit youth in heritage programming. We discuss the history of this collaboration and its practical organizational aspects, and we conclude with thoughts on why it continues to work after over 20 years.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".