Cost-effectiveness of methadone maintenance treatment for HIV-positive drug users in Vietnam
Why this work is in the frame
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Bibliographic record
Abstract
Methadone maintenance treatment (MMT) is efficacious in reducing drug use that may improve HIV/AIDS care and treatment outcomes. This study evaluated the incremental cost-effectiveness of MMT for HIV-positive drug users from the perspective of health service providers. A sample of 370 HIV-positive drug users (age: mean ± SD: 29.5 ± 5.9 years; 95.7% male) taking MMT in multi-sites was assessed at baseline, three, six and nine months. Costs of MMT services were analyzed and converted to the year 2009. Quality-adjusted life years (QALYs) were modeled from changes in health-related quality of life of patients using the modified World Health Organization Quality of Life - Brief Version (WHOQOL-BREF). Inverse probability-of-treatment weights, constructed using propensity score of non-responses, were applied to adjust for potential confounding. Over nine months, MMT substantially improved QALYs of HIV/AIDS patients (0.076 QALY [0.066-0.084]). The increments in QALY were large and stabilized in those patients taking antiretroviral treatment and abstinent to drug use. For one QALY gained, the MMT program would cost US$3745.3, approximately 3.2 times Vietnam GDP per capita in 2009. The cost-effectiveness of MMT intervention was robust against HIV advanced status or co-morbidity, e.g., TB treatment, but it might not be cost-effective for those patients who continued to use drug. Findings of this study indicate that providing MMT for HIV-positive drug users is a cost-effective intervention in Vietnam. Integrating MMT to HIV/AIDS care and treatment services would be beneficial in injection-driven HIV epidemics.
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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