Intellectual Property Protection and Drug Plan Coverage: Evidence From Ontario
Bibliographic record
Abstract
Canada has strengthened intellectual property (IP) protections for pharmaceutical drugs several times over the last 3 decades. This study investigates whether the IP changes had an effect on the market exclusivity time of brand products on the Ontario Drug Benefit (ODB) formulary. We constructed a database that included the first brand approval date for drugs launched between 1974 and 2012, the first ODB listing date of the brand drug, and the first ODB listing date of the generic form of the drug. We then calculated the time of formulary exclusivity to detect any changes in market exclusivity times associated with changes to Canada's IP regimen. There were 595 drugs launched between 1974 and 2012 that were available for analysis. Exclusivity gradually declined from the late 1970s to 1990. Drugs approved in 2004 received 7.6 years of exclusivity, and drugs approved in 2005 received 5 years of exclusivity. Over the time period we analyzed, market exclusivity time of brand drugs experienced marked changes, but we did not detect any systematic effects of Canada's stronger pharmaceutical IP laws on the market exclusivity.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".