The Review of Orphan or Anticancer Drugs Funding Programs from Foreign Countries' Experiences
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
The purpose of this study was to review foreign orphan or anticancer funding programs and to suggest an applicable policy development plan in the Korean domestic situation. We conducted web searches and literature review on pharmaceutical funding programs in several countries including Australia, Belgium, Canada, Italy, New Zealand, and the United Kingdom. Funding programs were studied in terms of managing agents, target medicines, beneficiaries, and sources of funding. We found out that most programs are financially dependent on their own countries and there are more programs for orphan drugs than for anticancer drugs across countries. Based on the review of foreign funding programs, we suggest that developing practical pharmaceutical funding programs may help patients to access anticancer and orphan drugs.
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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 | 0.001 | 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) | 0.001 | 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 it