Balance, Capacity, and the Contingencies of Everyday Life: Narrative Etiologies of Health Among Women in Street-Based Sex Work
Bibliographic record
Abstract
There is an abundance of health research with women in street-based sex work, but few studies examine what health means and how it is practiced by participants. We embrace these tasks by exploring how a convenience sample of sex workers ( n = 33) think about and enact health in their lives. Findings reveal pluralistic notions of health that include neoliberal, biomedical, and lay knowledge. Health is operationalized through clinic/hospital visits and self-care practices, which emerge as pragmatic behaviors and ways to resist or compensate for exclusionary treatment in health care systems. Participants also use symbols of biomedical authority to substantiate their lay interpretations of certain conditions, revealing complex forms of moral reasoning in their health etiologies. We conclude that doing health and constructing rich narratives about it are constituent elements of the women’s everyday praxis and subjectivities in relation to the broader socioeconomic and political worlds of which they are a part.
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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 | 0.006 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.006 | 0.020 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| 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".