Sexual health among Kenyan male sex workers in a time of COVID-19
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
Objective: This report identifies the profound effects that the COVID-19 pandemic and the resultant government lockdown have had on sexual health services delivery to a community of marginalised male sex workers in Nairobi, Kenya. Methods: Based on the experiences shared during ongoing virtual conversations with peer health workers, a case study was developed to identify the challenges encountered by peer health workers. Findings: Peer health workers confronted the new health crisis surrounding COVID-19 while also persisting in their efforts to deliver HIV services to male sex workers. Unable to receive status as ‘essential workers’, their actions often fell short in efforts to maintain male sex workers’ access to vital HIV prevention, treatment and care resources. Conclusion: The struggles encountered, amid dwindling resources, underscore the vital work needed to meet the health needs of a marginalised group that remains largely excluded from the government health system.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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