Bibliographic record
Abstract
BACKGROUND: Generic imatinib has recently been approved for chronic myeloid leukemia in Canada and the European Union (EU). There are anecdotal concerns of reduced efficacy related to generic vs. brand name imatinib. METHODS: MEDLINE and EMBASE were searched. Generic imatinib product monographs approved by Health Canada and the European Medicines Agency (EMA) were reviewed. Medical information of Novartis, Teva and Apotex were contacted. RESULTS: Several issues have been raised. First, generic imatinib approved outside Canada and the European Union has been associated with reduced efficacy in small case reports and contradictory findings with two case series. However, the clinical bioequivalence of these generic products has not been clearly established. Secondly, use of generic imatinib in other populations has been questioned. However, imatinib absorption is not significantly different in pediatric chronic myeloid leukemia or patients with gastrointestinal tumours compared to adults with chronic myeloid leukemia. Although reduced absorption was reported after gastric bypass and gastrectomy, imatinib absorption occurs mostly in the ileum, duodenum, colon and jejunum. Change in gastric acidity has also been shown to not affecting imatinib absorption. Finally, beta-crystal form of brand name imatinib is more stable than the alpha-crystal form of generic imatinib at room temperature. However, the EMA found both crystal forms to be highly soluble and polymorphism would not significantly influence the performance of generic imatinib. CONCLUSION: Overall, anecdotal concerns appear to be unfounded for generic imatinib approved in Canada and the EU. There is no evidence that these generic imatinib products are less effective than brand name imatinib.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".