HIV and SRH healthcare delivery experiences of South African healthcare workers and adolescents and young people during COVID-19
Bibliographic record
Abstract
While substantial research has emerged from the frontlines of the COVID-19 pandemic, as well as from studies with adolescent populations, there has been a dearth of research focused in South Africa on the context-specific experiences of healthcare workers (HCWs) and the adolescents and young people (AYP) to whom they provide services. This article documents the experiences of provision and receipt of HIV and sexual and reproductive health (SRH) services during the COVID-19 pandemic from the perspective of South African HCWs (n = 13) and AYP (n = 41, ages 17-29). Findings highlight several barriers to accessing comprehensive HIV and SRH services during the pandemic including lockdown-related mobility restrictions (reported by HCWs), prioritisation of COVID-19 above other healthcare needs, longer health facility waiting times, poor treatment by HCWs (reported by AYP), discomfort and perceived stigma from having to queue outside health facilities, and fear of contracting COVID-19 (reported by both groups). While HCWs reported that HIV and SRH services continued to be available during the pandemic, AYP described seeking these services - such as long-acting reversible contraception, check-ups for their babies and medical refills - and being told that because they were not considered emergency cases, they should return on a different date. By capturing diverse experiences and perspectives from both groups, our findings reiterate the growing call for health system investments to strengthen the delivery of adolescent services, including investing in appropriate channels of communication between young people and their healthcare providers (for example, through adolescent peer supporters or community healthcare workers) and differentiated models of service delivery (for example, multi-month ART refills and community pick-ups). Closing the gap between the experiences and needs of adolescents and the healthcare workers who serve them may support young people and HCWs in buffering against changes brought about by the COVID-19 pandemic.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.004 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.003 |
| 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".