The new World Mental Health Report: Believing impossible things
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
OBJECTIVE: We examine whether the recent World Health Organization (WHO) report on global mental health uses severity of illness as a criterion in priority setting for resource allocation. CONCLUSIONS: The WHO does not prioritise severity in the recent landmark World Mental Health Report. It recommends instead the insuperable task of scaling-up interventions for broadly defined mental health conditions, including milder distress, amongst over a billion people, with the majority living in low- and middle-income countries. Schizophrenia, the most severe and disabling of all psychiatric illnesses, is relatively neglected in the WHO report, and the disability associated with bipolar disorder is underestimated. This is inconsistent with the ethical principle of vertical equity, where the most severe illnesses should receive the greatest priority. The global mental health movement must refocus on deinstitutionalisation, and ensure adequate community and general hospital treatment for severe illnesses, especially the 24 million people with schizophrenia.
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 | 0.013 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.006 |
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