Use of Compassionate Supply of Antiretroviral Drugs to Avoid Treatment Interruptions or Delayed Treatment Initiation among HIV-Positive Patients Living in Ontario: A Retrospective Review
Bibliographic record
Abstract
BACKGROUND: Without a national pharmacare plan in Canada, HIV-infected patients across the nation differ in their ability to obtain essential HIV therapy. Despite the fact there are public insurance programs in Ontario, patients are unable to access medication. The authors described how frequently patients in their urban clinic could not access medications and why they required a compassionate supply of HIV drugs, with the goals of minimizing treatment delays and avoiding interruptions. METHODS: The authors conducted a retrospective review and collected information about demographic characteristics, current drug insurance and the challenges encountered. RESULTS: Over one year, the authors provided 2,886 days of free HIV drugs to 42 patients who were predominantly citizens or permanent residents of Canada (88%). The most common obstacles were associated with the Trillium Drug Program and the total value of all drugs supplied was $134,860. INTERPRETATION: This study suggests that Ontario's catastrophic drug insurance plan leaves some patients with significant gaps in drug coverage.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.006 | 0.001 |
| Bibliometrics | 0.002 | 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 | 0.000 |
| 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 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".