Health Services Utilization With Reference Drug Pricing of Histamine2 Receptor Antagonists in British Columbia Elderly
Bibliographic record
Abstract
BACKGROUND: In October 1995, British Columbia introduced a reference pricing policy for five therapeutic classes of drugs, including histamine(2) receptor antagonists (H(2)RAs), for beneficiaries of its prescription drug program, Pharmacare. OBJECTIVES: To evaluate utilization trends in consumption of health services in a cohort of Pharmacare beneficiaries to determine if a worsening of health outcomes could be detected after implementation of the reference pricing policy. RESEARCH DESIGN: Two cohorts, "control" (21 months before the reference pricing policy) and "exposed" (at risk for policy effects), were followed for 21 months. Using a longitudinal generalized linear model (Poisson), and controlling for age, sex, and prescriptions in unique drug classes, trend lines in each of these time series were compared for 3 periods: 9 months before policy implementation (or corresponding index date in the control cohort), 6 months after policy implementation, and a subsequent 6-month period. SUBJECTS: Two cohorts, each of size 10,000, were constructed by randomly sampling the population of Pharmacare beneficiaries exposed to H(2)RAs and other antisecretory drugs for 1993 through 1996. MEASURES: Prescriptions, physician office visits and associated transactions (ie, laboratory tests), emergency room visits, hospitalizations, hospital length of stay, and vital statistics. RESULTS: Differences between periods and between cohorts for health services utilization were not significant or decreased after imposition of the reference pricing policy. CONCLUSION: For these measures, there has been no worsening of health outcomes associated with implementing the reference pricing policy.
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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 | 0.000 | 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) | 0.005 | 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".