Trust amply recompensed: Psychological research at Weyburn, Saskatchewan, 1957–1961
Bibliographic record
Abstract
During the 1950s and 1960s professionals intensely debated the prospect of changes in the mental health system, largely as a result of the introduction of new therapies, revised theories of mental disorder, and shifting policies governing mental health accommodation. As well as giving rise to new subspecialties within medicine, psychiatrists in some jurisdictions at this time worked closely with psychologists in an attempt to offer a more comprehensive set of options that merged theory with practice. In Saskatchewan, mental health professionals worked closely with government officials and bureaucrats and produced a variety of innovative strategies that addressed changing priorities in this system. This article examines the role played by psychologists in Saskatchewan during this period as they worked cooperatively with psychiatrists and bureaucrats to merge medical, psychological, and political perspectives in a system aimed at accommodating mental illness in the wake of new theories and treatments that questioned the efficacy of care in institutionalized settings in the wake of growing suggestions for care in 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 | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.016 | 0.007 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.020 | 0.002 |
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".