Brand Loyalty, Generic Entry and Price Competition in Pharmaceuticals in the Quarter Century after the 1984 Waxman-Hatch Legislation
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
Abstract We examine market share and price trends in the quarter century since the 1984 Waxman-Hatch legislation. The generic share of US retail prescriptions has grown from 18.6% in 1984 to 74.5% in 2009, with a notable acceleration in recent years. Whereas in 1994 the generic price index fell from 100 to 65 in the 24 months following initial generic entry, in 2009 the comparable price index was 28. For the prescription drugs most commonly used by beneficiaries in Medicare Part D, rather than increasing by 25–28% as has been reported by the American Association of Retired Persons (focusing entirely on brand prices), we find that once one incorporates substitution to lower priced generics following patent expiration, average price per prescription fell by 21.3% from 2006–09. Finally, we find that the weighted mean reduction in pharmaceutical daily treatment cost across nine therapeutic areas equaled 35.1% at 24 months post-generic entry.
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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 | 0.001 | 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 | 0.000 |
| Open science | 0.001 | 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