Unmasking legislative constraints: An institutional ethnography of linkage and engagement in HIV healthcare for African, Caribbean, and Black people in Ontario, Canada
Bibliographic record
Abstract
The Human Immunodeficiency Virus (HIV) epidemic significantly impacts African, Caribbean, and Black (ACB) immigrants in Canada. Health scholarship has revealed striking injustices within Canada's public healthcare system that restrict access to healthcare and violate the human rights of ACB immigrants living with HIV who are marginalized. We conducted an institutional ethnography to comprehensively understand how HIV healthcare in Ontario is organized and experienced by ACB immigrants, focusing on unjust and discriminatory legislative frameworks and institutional practices regulating access to publicly funded healthcare resources and services. We interviewed 20 ACB immigrants and 15 healthcare workers, including specialists, primary care providers, immigration physicians, and social workers. We found a disjuncture between the organization of HIV healthcare in Ontario and how ACB immigrants experienced access to care. We uncovered how immigration, public health and healthcare laws and related institutional practices intersect to produce structural violence which create barriers and missed opportunities to timely linkage and engagement in HIV healthcare. Black immigrants' accounts revealed that they underwent mandatory HIV under the Immigration Medical Examination policy (IME) without providing informed consent and receiving pre and post-test counselling. Furthermore, Black immigrants did not receive referrals and were not adequately linked to care following HIV diagnosis. Troubling encounters with immigration and public health state agents and healthcare legislative barriers including difficulty finding a physician, the 3-month waiting period under the Ontario Health Insurance Plan (OHIP), long wait times, lack of drug coverage, and stigma, discrimination, and anti-Black racism shaped and affected Black people's linkage and engagement in HIV care. We elucidate how the legislative and structural organization of healthcare regulated and constrained health service access for ACB immigrants living with HIV, including their ability to "achieve" HIV undetectability.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".