Formal and informal sector health providers in southern India: Role in the prevention and care of sexually transmitted infections, including HIV/AIDS
Bibliographic record
Abstract
Healthcare providers (HCPs) play a central role in the provision of prevention and care services for people with sexually transmitted infections (STIs), including HIV/AIDS. However, the degree of readiness for this role through appropriate training and experience is not clear. In the case of both the urban and rural areas of the state of Karnataka, India, primary and secondary healthcare is provided by practitioners who can be categorised into three major groups: qualified allopathic physicians, qualified non-allopathic doctors (homeopathic and Ayurvedic) and registered medical practitioners. In 2002, the India-Canada Collaborative HIV/AIDS Project conducted a study in an urban area and a rural district of the state of Karnataka, collecting information from 998 care providers regarding attitudes, knowledge and practices related to STI care and HIV/AIDS care in particular. This paper analyses and compares the three different types of HCPs with respect to these parameters and discusses implications for STI/HIV/AIDS prevention and care programs.
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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".