Esengo ya Bosembo (“Joy of Equity”): Development of an Advocacy Video to Reduce Stigma and to Promote Sexual and Reproductive Health and Rights of Women Sex Professionals in Pointe-Noire, Congo Republic
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Sex workers experience elevated risks of sexual and gender-based violence (SGBV) from intimate partners, clients, and community members that harms health and human rights. While SGBV contributes to poorer sexual and reproductive health (SRH) outcomes among sex workers, including elevated human immunodeficiency virus (HIV) vulnerabilities, stigma targeting sex workers reduces SRH service access and uptake. The Congo Republic is an exemplar context to address stigma toward sex workers. Sex workers' HIV prevalence (8.1%) in Congo Republic is double the national prevalence, yet research indicates that nearly one-fifth (17.2%) of sex workers in Congo Republic avoid health care because of stigma and discrimination. This Resources, Frameworks, & Perspectives article describes the process of developing Esengo ya Bosembo ("Joy of Equity"), a culturally tailored advocacy video that aims to reduce health care and community stigma toward women sex professionals (e.g., sex workers) in Pointe-Noire, Congo Republic. This knowledge translation product stems from a participatory mapping intervention with sex professionals in Pointe-Noire that revealed the need for sensitization tools and activities to reduce sex work stigma among health care providers and community members. The video incorporates three overarching key messages: (1) sex professionals are human beings with equal rights to dignity, protection, and health services; (2) elevated risks of SGBV and stigma targeting sex workers reduce SRH service access and uptake; and (3) participatory mapping is a potential way to empower sex professionals to share their experiences and recommendations for change. This article details how health promotion practitioners and sex professionals may use the video to advocate for change.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.012 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it