Using intersectionality to explore experiences of disability and HIV among women and men in Zambia
Bibliographic record
Abstract
PURPOSE: Little is known about the experiences of people with disabilities (PWD) who live with HIV. Existing research largely assumes a "double burden" approach, which views HIV as doubling the load for people already burdened by disability. Intersectionality (a dynamic process of converging systems of relationships) offers an alternative approach for understanding differences in experience. This study uses an intersectional approach to explore the experiences of PWD in Zambia who have become HIV-positive. METHODS: We conducted semi-structured, in depth interviews with 21 PWD who live with HIV in Zambia (12 women, 9 men). Participants had various impairments (visual, hearing, mobility, intellectual). Interviews were conducted to meet participants' accessibility preferences. RESULTS: Our intersectional analysis demonstrates the dynamic and situational emergent meanings and consequences for PWD who are living with HIV related to: (1) meanings of HIV and disability linked with time and trajectory; (2) oppression and negotiation related to accessing health services and (3) social roles and relationships. Three case studies illustrate these circumstances. CONCLUSIONS: Intersectionality offers a complementary approach for examining the complex interrelationship among HIV, disability, gender and time among PWD living with HIV. Findings illustrate directions for improved services and policies for this important group. IMPLICATIONS FOR REHABILITATION: Rehabilitation services need to take a cross-disability (multiple disabilities) approach working with people living with HIV and disability. Rehabilitation, as illustrated by a CBR approach, needs to include services that will facilitate not only health, but education, jobs and housing for people living with HIV and disability. Rehabilitation needs to make more direct connections with Zambia social service sector to help address the fluctuating experience of living with HIV and disability.
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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 | 0.005 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.018 | 0.012 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.016 |
| 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".