Forensic psychiatric service provision in Pakistan and its challenges
Bibliographic record
Abstract
In the Islamic Republic of Pakistan the law relating to people who are mentally ill, until 2001, was set out by the Lunacy Act of 1912, which was inherited from the British colonial occupiers. In 2001 the Mental Health Ordinance 2001 took its place but only for this federal law to be superseded in April 2010 with the 18th constitutional amendment. As part of that amendment, provinces have become responsible for (psychiatric) healthcare, including mental health legislation. Forensic psychiatry is practised in Pakistan but is very much in its infancy; it needs to develop and learn from more experienced countries in Europe and North America. Cultural factors and misconceptions arising from religion can at times contribute to, or create, barriers to the implementation of forensic psychiatric services in Pakistan. This paper reviews the current state of forensic psychiatric services in Pakistan and is intended to open the debate on the challenges ahead.
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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 | 0.000 | 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 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".