Negotiating identities: Inuit tuberculosis evacuees in the 1940s-1950s
Bibliographic record
Abstract
In the mid 1940s the Canadian government implemented a medical mass-survey of Inuit and other Indigenous peoples living in northern Canada, and evacuated those suspected of having tuberculosis to hospitals in the south. Hospital stays often lasted for years at a time and while some patients were eventually returned to their home communities, many never returned, some because they chose to stay in the south and others because they did not survive their illness. The current study is interested in how hospitalisation in the south affected the identity of Inuit patients, and in particular examines the negotiation of identity as a form of resilience. This investigation is conducted through life history interviews with Inuit former evacuees in which we explore their experiences of departure, travel, and sojourn in an unfamiliar environment, as well as their lives after the hospital stay.
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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 | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.034 | 0.015 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.002 | 0.010 |
| Research integrity | 0.002 | 0.005 |
| 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".