Mental Health Care for Vulnerable People With Complex Needs in Low-Income Countries: Two Services in West Africa
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
People with severe and enduring mental illnesses, such as schizophrenia, are among the most disabled, socially excluded, and underserved populations, especially in low- and middle-income countries. Some programs have been created to target this group. The current global development agenda emphasizes the need to provide care to vulnerable groups. This column compares two long-standing and successful programs for homeless people with mental illness in three West African countries--Nigeria, Côte d'Ivoire, and Bénin. The authors describe essential ingredients of these programs and their integration into existing systems, including funding and other resources, leadership models, and staff. The success of these programs provides support for initiatives to scale up services for people with severely disabling and complex needs, even as the focus is increasingly on cost-effectiveness of mental health integration into decentralized health services.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 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 it