Money boys in Chengdu, China: migration, entrepreneurial precarity and health service access
Bibliographic record
Abstract
This qualitative study highlights the complex interplay between the social and structural conditions in Chengdu, China that shape the possibilities and vulnerabilities of money boys' sexual health. Within the context of China's liberalised market economy, we explore (1) how money boys' enter the sex trade market and navigate their sexual networks; (2) how their lives are enmeshed in fields of sexual desire, stigma and coercion; and (3) how the illicit and stigmatising nature of their work poses barriers to health service access. Findings reveal how the sex trade market and clinic are precarious spaces in which entrepreneurial ethics of the self and stigma-related coercive relations simultaneously enable and constrain money boys' sexual freedom and safer sex practices. By understanding this entrepreneurial precarity through the co-articulation of clinical and organisational work spaces, public health and social service providers can have a stronger sense of how various vulnerabilities configure to affect safer sex practices.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".