Ethnoarcheologie in Noord-Canada: hoe klimaatverandering en kolonialisme de traditionele manier van leven van de Inuit hebben beïnvloed van 1300 n.Chr. tot nu
Bibliographic record
Abstract
Ethnoarchaeology in Arctic Canada: Exploring how climate change and colonialism impacted traditional Inuit life, ca. AD 1300 to present. Over the past several hundred years, traditional practices of indigenous peoples across the circumpolar Arctic have been heavily impacted by ecological and social stresses, including episodes of dramatic climate change, as well as colonialist policies that restricted residential mobility and eventually encouraged year-roundsedentism and cultural assimilation. Given its abundance of archaeological sites and the presence of a resilient, active subsistence hunting economy, the Foxe Basin region of arctic Canada is an ideal place in which to explore these issues. In this paper, I describe recent archaeological work I have carried out in the region, and outline my plans for ethnoarchaeological investigations there in the coming years.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.018 | 0.010 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".