Sanitoriums and the Canadian Colonial Legacy
Bibliographic record
Abstract
Sanitoriums served a much-needed purpose in the age prior to antituberculosis drugs: They removed the infected patient from wider society and created an environment that promoted recovery. We aimed to (a) describe sanitoriums from the perspective of a First Nations reserve community in northern Canada and (b) understand the impact of the sanitorium experience at a community level. Semistructured interviews (n = 15) were conducted in a First Nations reserve community with a high incidence of tuberculosis. Purposive and snowball sampling were used to obtain the sample. Data collection and analysis were iterative, using qualitative content analysis. Participants described the exclusion resulting within and because of sanitoriums. Exclusion within sanitoriums was categorized into (a) the exclusion of Aboriginal culture and practices of healing from the treatment of tuberculosis and (b) the internal exclusion, in which members of the community internally labeled the healed individual postsanitorium as an outsider.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.039 | 0.023 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| 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".