Problematizing transitions in relation to correctional centres for people living with HIV: Unpacking the taken for granted.
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
Transitions into and out of correctional facilities for people living with HIV are a pivotal point in the HIV treatment cascade where adherence metrics are significantly affected. In this paper I use Alvesson and Sandberg’s problematization method of literature analysis to critique and understand the taken-for-granted assumptions underpinning how knowledge is generated within the intersecting fields of HIV, transitions, and corrections. Utilizing problematization, two assumptions underpinning knowledge generation are identified: the linearity of the HIV care continuum model and the tendency to create and perpetuate spatially segregating metaphors of transitions inside versus outside correctional facilities for people living with HIV. These assumptions are discussed in the context of how they shape dominant ways of thinking and practicing in the field. An alternative way to understand transitions for people living with HIV is proposed along with recommendations to guide the HIV care practices of nurses and other healthcare providers.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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