Barriers of Chinese Gay Men to Counseling
Bibliographic record
Abstract
This study explored Chinese gay men's barriers to counseling services through a basic interpretive qualitative methodology. Twelve participants attended interviews of 40 to 75 minutes in length. The found barriers were rooted in (a) practical obstacles, (b) limited information and worries, (c) cultural impacts, and (d) learned coping skills. The major limitations were from the participants' characteristics. The results can be used to optimize policies aimed at reducing barriers to counseling. Este estudio exploró las barreras que limitan el acceso de hombres gais chinos a servicios de consejería a través de una metodología cualitativa interpretativa básica. Doce participantes asistieron a entrevistas de entre 40 y 75 minutos de duración. Las barreras halladas tenían su origen en (a) obstáculos prácticos, (b) información limitada y preocupaciones, (c) impactos culturales y (d) habilidades de afrontamiento aprendidas. Las características de los participantes causaron las mayores limitaciones. Se pueden usar los resultados para optimizar las políticas orientadas a la reducción de barreras a la consejería.
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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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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".