Effectiveness of exercise on sarcopenia in HIV patients: a systematic review of current literature
Bibliographic record
Abstract
Exercise is vital in managing sarcopenia in people living with HIV (PLWH). This study explores the role of exercise in reducing sarcopenia in HIV patients. A systematic search of electronic databases including PubMed, Scopus, and Web of Science identifed relevant articles published in English up to April 2024. Inclusion criteria were: 1) humans aged 18 or older, 2) clinical trials involving exercise interventions, 3) outcomes addressing aging-related effects, and 4) English-language original articles. Study quality and risk of bias were assessed using the Newcastle-Ottawa scale (NOS).Ten studies with 2039 participants met the criteria. Exercise interventions included resistance training, cardiorespiratory training, and combined approaches at various intensities. Regular exercise can help prevent muscle wasting in PLWH and mitigate age-related sarcopenia. HIV itself is a risk factor for sarcopenia, but resistance training combined with moderate to high-intensity cardiorespiratory training, can increase muscle mass, reducing sarcopenia risk and improving life expectancy in PLWH. The findings emphasize the effectiveness of exercise, particularly combined resistance and cardiorespiratory training, in mitigating sarcopenia in PLWH. Healthcare providers are urged to promote exercise interventions as a preventive measure against sarcopenia in this clinical population.
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How this classification was reachedexpand
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | no category Domain: not available · Genre: Review About the Canadian research system: no · About a Canadian topic: no | Systematic review | low |
| gpt | no category Domain: not available · Genre: Review About the Canadian research system: no · About a Canadian topic: no | Systematic review | high |
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) | 0.004 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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, unvalidatedLabeled directly by 2 models reading the full record.
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".