University of Alberta Hospital Acute and Convalescent Polio Care and the Reintegration of Polio Patients into Albertan Communities, 1953–80
Bibliographic record
Abstract
Following Canada's largest polio epidemic in 1953, Station 67 at the University of Alberta Hospital (UAH) in Edmonton became home to patients who contracted the virus. As young as nine years old, some of these patients lived at the UAH for more than three decades. Akin to wartime services, the epidemic banded together families, patients, doctors, nurses, community members, and later respiratory, physical, and occupational therapists. The nature of the disease, the government response, and the social and economic climate dramatically affected the lived experiences of patients in Alberta's fight against polio. Drawing on archival research and oral interviews, this article argues that it was the agency and resilience of patients, the contributions of healthcare providers to rapid developments in acute and convalescent care, and the dedication of families that were primarily responsible for the recovery and reintegration of polio patients back into the community.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.019 | 0.005 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".