Service utilization in 1896 and 1996: morbidity and mortality data from North Wales
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The 1896 and 1996 populations of North-West Wales are similar in number, ethnic and social mix and rurality, enabling a study of the comparative prevalence of service utilization, as well as the morbidity and mortality associated with mental illness in 1894-96 and 1996. The 1996 data reveal a 15 times greater prevalence of admissions for all diagnoses, and three times greater prevalence of admissions by detention, compared with 1896. Patients now spend more time in a service bed than they did 100 years ago. Death as a direct consequence of mental illness is commoner now than 100 years ago. There is therefore a major disjunction between the rhetoric and the reality of mental health service utilization. General factors related to changing health care and expectations and specific factors linked to the mental health appear to have led to an increased rate of service utilization in the modern period.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 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 it