Counselling, Case Management and Health Promotion for People Living with HIV/AIDS: An Overview of Systematic Reviews
Bibliographic record
Abstract
Our objective was to identify all existing systematic reviews related to counselling, case management and health promotion for people living with HIV/AIDS. For the reviews identified, we assessed the quality and local applicability to support evidence-informed policy and practice. We searched 12 electronic databases and two reviewers independently assessed the 5,398 references retrieved from our searches and included 18 systematic reviews. Each review was categorized according to the topic(s) addressed, quality appraised and summarized by extracting key messages, the year searches were last completed and the countries in which included studies were conducted. Twelve reviews address topics related to counselling and case management (mean quality score of 6.5/11). Eight reviews (mean quality score of 6/11) address topics related to health promotion (two address both domains). The findings from this overview of systematic reviews provide a useful resource for supporting the development and delivery of evidence-informed support services in community settings.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.019 | 0.068 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.009 | 0.006 |
| Bibliometrics | 0.024 | 0.023 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".