Fountain House Lahore - integrating psychosocial rehabilitation and microfinancing in a holistic model of mental health recovery
Bibliographic record
Abstract
In Pakistan, mental health disorders constitute an escalating global burden of disease. Under-resourced healthcare systems coupled with recent economic and environmental challenges exacerbate mental health distress and impedes the recovery of those suffering from mental health issues. Psychosocial rehabilitation provides a sustainable pathway to strengthen health systems capacity by focusing on functional recovery and community reintegration. Since 1971, Fountain House has been providing psychosocial rehabilitation to people suffering from mental health issues in Pakistan through its community-based social services. Poverty is both a cause and consequence of mental illness. Akhuwat, a non-profit organization, aims to address this gap by providing interest-free micro loans, vocational training and subsidized health and housing assistance to those deprived of formal financial services. This article explores early outcomes of a collaborative venture between Fountain House and Akhuwat, working at the intersection of poverty and mental health with the combined goal of psychosocial rehabilitation and economic empowerment.
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How this classification was reachedexpand
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) | 0.000 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".