Bibliographic record
Abstract
"How and why was universal health coverage implemented so early in a poverty-stricken province in Canada? Why was its design so faithfully replicated in the national standards that ultimately shaped Medicare across the rest of Canada? Seeking to answer these questions, Tommy Douglas and the Quest for Medicare in Canada explores the history of universal health care through the life of Canadian politician Tommy Douglas, identifying the pivotal moments and decisions that led to the establishment of Medicare in Canada. The book traces the origins of Medicare back to the 1930s Depression and its devastating impact on the Prairie populations. Marchildon examines how Tommy Douglas and a new generation of reformers, radicalized by the Depression, prioritized socialized health care. The book reveals how, as the provincial party leader, Douglas leveraged support from both local and external allies to rapidly implement universal hospital insurance and lay the groundwork for a new health system. Despite strong opposition from physician and business lobbies, Douglas continued to pressure the government for federal cost-sharing of universal health coverage. Drawing on archival sources including speeches, television broadcasts, and cabinet documents, Tommy Douglas and the Quest for Medicare in Canada illuminates how Douglas's vision, leadership, and coalition-building among unions were crucial to the successful establishment of Medicare in Canada."--
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".