Exploring the meaning of living with HIV as a chronic illness in Kenya: A narrative inquiry
Bibliographic record
Abstract
Since the introduction of antiretroviral medications, HIV has been regarded as a chronic illness. However, people living with HIV continue to experience social consequences of HIV infection such as stigma, discrimination, violence, and other human rights violations. In this paper, we focus on the experiences of Atoti, a person living with HIV in Kenya. We argue that HIV remains a biographically disruptive and exceptional illness that is complicated by its invisibility and unpredictable trajectory. Based on Atoti's experiences, we argue that Bury's (1982) concept of biographical disruption, used to explain the social processes of a person suffering a chronic illness, does not fully capture the complexity of experiencing living with HIV. Focusing on life as a whole, rather than on the disease response and process as a biographical disruption, allows for a deeper appreciation of HIV's complexity as a medical illness with major social ramifications.
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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 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.018 | 0.018 |
| Scholarly communication | 0.007 | 0.010 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.003 | 0.005 |
| 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 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".