Mental health problems in people living with HIV: changes in the last two decades: the London experience 1990–2014
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
Mental health problems continue to be a significant comorbidity for people with HIV infection, even in the era of effective antiretroviral therapy. Here, we report on the changes in the mental health diagnoses based on clinical case reports amongst people with HIV referred to a specialist psychological medicine department over a 24-year period, which include the relative increase in depressive and anxiety disorders, often of a chronic nature, together with a decline in acute mental health syndromes, mania, and organic brain disorders. In addition, new challenges, like the presence of HIV and Hepatitis C co-infection, and the new problems created by recreational drugs, confirm the need for mental health services to be closely involved with the general medical services. A substantial proportion of people with HIV referred to specialist services suffer complex difficulties, which often require the collaboration of both psychiatrists and psychologists to deal effectively with their difficulties.
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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 | 0.000 | 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) | 0.000 | 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