Through the lens of the hospital magazine: Downshire and Holywell psychiatric hospitals in the 1960s and 1970s
Bibliographic record
Abstract
An exploration of the pages of two psychiatric hospital magazines, Speedwell from Holywell Hospital, Antrim, and The Sketch from Downshire Hospital, Downpatrick, reveals the activity-filled lives of patients and staff during the 1960s and 1970s. This was a time of great change in mental health care. It was also a time of political turbulence in Northern Ireland. With large in-patient populations, both hospitals had a range of occupational and sporting activities available to patients and staff. The magazines formed part of the effort to promote the ethos of a therapeutic community. While hospital magazines may be viewed as one aspect of an institutional system that allowed people to cut themselves off from the wider society, they also provided opportunities for budding writers to express their views on life in a hospital from the service-user perspective. As such, they offer some valuable insights into the lives of psychiatric patients.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.005 |
| Science and technology studies | 0.019 | 0.027 |
| Scholarly communication | 0.028 | 0.011 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.005 | 0.008 |
| Insufficient payload (model declined to judge) | 0.012 | 0.001 |
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".