Challenges and Chokes: Exploring the Interplay of Climate, History, and Culture on Canada's Labrador Coast
Bibliographic record
Abstract
The Inuit of late 18th-century Labrador lived in large communal houses, participated in long-distance trade networks, and maintained relatively elaborate economic and political organizations. For 25 yr archaeologists and ethnohistorians have debated the significance of these characteristics. Some propose that these practices are indicators of stress resulting from deteriorated environmental conditions, others see them as signs of economic success due, in part, to exploitation of Europeans visiting the coast. This paper examines the convergence of environment, history, and culture in late 18th-century Labrador. The authors argue that the Inuit experienced generally stable and moderate climatic conditions at this time. They were able to live with a degree of security, even accumulate surpluses, as a result of their flexible social and economic structure and the natural resources available to them. During this same period, Europeans visited Labrador in growing numbers and Moravian missionaries established mission stations amongst the Inuit. The Europeans' presence presented the Inuit with economic opportunities, while also posing significant spiritual and social threats. The Inuit responded by amplifying and elaborating some of their cultural practices in order to secure economic advantages, but also as a form of social resistance. Paleoenvironmental, ethnohistorical, and archaeological data indicate that late 18th-century Labrador Inuit enjoyed economic success while experiencing profound social distress.
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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 | 0.002 | 0.004 |
| Science and technology studies | 0.014 | 0.006 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".