Tobacco Use and Cessation Among a National Online Sample of Men Who Have Sex With Men in Malaysia
Bibliographic record
Abstract
Previous studies documented the health disparities in smoking among sexual minority populations, including men who have sex with men (MSM). However, smoking behaviors have never been examined among Malaysian MSM, a sexual minority group in a predominantly Muslim country. A total of 622 Malaysian MSM completed an anonymous online survey in 2017. Data on the demographics, smoking and substance use behaviors, psychosocial factors, and attitudes toward smoking cessation were collected and analyzed. The mean age was 28 years and 67% of participants were of Malay ethnicity. The prevalence of current smoking was 23% (n = 143), while former smokers were 9% (n = 59). Current smoking status was associated with HIV-positive status and risk behaviors, such as suicidality, alcohol use, and illicit drug use ( P = .001). Almost two thirds of current smokers had attempted to quit in the past year. Hence, comprehensive smoking cessation interventions addressing the psychosocial needs of MSM should be prioritized.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".