A scoping review of insomnia treatments for people living with HIV
Bibliographic record
Abstract
Abstract To date, little is known in terms of viable treatments for insomnia in people living with HIV. The primary aim of this scoping review is to identify non-pharmacological treatments for insomnia in people living with HIV (PLWH). A framework by Arksey and O’Malley was used to guide the conduct of this scoping review. Seven studies were identified. Three of the studies used cognitive-behavioral type of treatments versus physical or alternative types of treatment. The most effective treatments with the largest effect sizes were found to be cognitive-behavioral treatments for the sleep outcomes of sleep quantity (1.11-1.91) and sleep quality (1.11-1.91). This review found that cognitive behavioral interventions were found to be the most effective treatments for insomnia for PLWH. Further research would benefit from larger sample size studies in addition to focusing on the determinants of insomnia in PLWH in order to further provide a treatment that is focused on the needs of PLWH.
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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 | 0.005 | 0.017 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.005 |
| Bibliometrics | 0.010 | 0.007 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".