Effectiveness of opiate substitution treatment in reducing HIV risk behaviors among African, Caribbean and black people
Bibliographic record
Abstract
OBJECTIVE: This systematic review aims to identify, appraise and synthesize the best available evidence on the effectiveness of methadone maintenance treatment or buprenorphine therapy in reducing sex- and drug-related HIV risk among African, Caribbean and black people. INTRODUCTION: Substance use plays an important role in HIV transmission and acquisition among African, Caribbean and black people by increasing risky sexual behavior and the risk of HIV acquisition. Pharmacological interventions targeting drug use, injection-related risk behaviors and HIV risk behaviors have been found to be effective measures in minimizing HIV transmission attributable to opioid addiction. INCLUSION CRITERIA: This review will consider studies that have evaluated the impact of methadone maintenance treatment or buprenorphine therapy on sex- and drug-related HIV risks. All interventions conducted in any clinical setting will be included. METHODS: Multiple sources of published and gray literature will be searched, including Embase, MEDLINE, PsycINFO, Cochrane Central Register of Controlled Trials, OpenGrey, Grey Matters, New York Academy of Medicine's Grey Literature Report, ClinicalTrials.gov and WHO International Clinical Trials Registry Platform. All titles and abstracts identified will be reviewed independently by two reviewers and potentially relevant studies will be retrieved in full. Papers selected for retrieval will be assessed by two independent reviewers for methodological validity. Data will be extracted from papers and will include details about the interventions, populations, study methods and outcomes. SYSTEMATIC REVIEW REGISTRATION: PROSPERO CRD42019126954.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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".