Highly Active Antiretroviral Therapy: Physician Experience and Enhanced Adherence to Prescription Refill
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
OBJECTIVE: To identify patient and physician characteristics that may act as determinants of adherence to prescription refill of triple combination antiretroviral therapy. METHODS: A population-based analysis of antiretroviral therapy-naive HIV-positive men and women in British Columbia, Canada, who initiated triple combination therapy between August 1 1996 and October 31 1998. Study participants were considered adherent if they were actually dispensed antiretrovirals > or = 95% over the first year of therapy. Log-binomial regression was used to identify patient and physician characteristics associated with adherence to prescription refill. RESULTS: Of the 886 individuals eligible for analysis, 495 (56%) were > or = 95% adherent to prescription refill. In multivariate analysis, adherence was positively associated with increased age [adjusted relative rate (ARR) 1.19; 95% CI: 1.07-1.32], having a diagnosis of AIDS (ARR 1.66; 95% CI: 1.29-2.15), being male (ARR 1.79; 95% CI: 1.27-2.53), and with greater experience of the treating physician (ARR 1.27; 95% CI: 1.13-1.42). History of injection drug use was negatively associated with adherence to prescription refill (ARR 0.65; 95% CI: 0.51-0.83), as was increased pill burden (per pill daily) (ARR 0.95; 95% CI: 0.92-0.99). A sub-analysis of 316 patients who provided additional data regarding psychosocial characteristics indicated that adherence was positively associated with physician experience (ARR: 1.28; 95% CI: 1.09-1.51) and being employed (ARR: 1.55; 95% CI: 1.14-2.21), and negatively associated with a history of injection drug use (ARR: 0.61; 95% CI: 0.43-0.85). CONCLUSION: While patient disease stage and personal characteristics may play an important role in patient adherence to prescription refill of complex therapeutic regimens, our findings indicate that HIV-experienced physicians may have greater success in maintaining patients on prescribed therapy.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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 it