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
A biosimilar is a biological medicine that enters the market subsequent to expiration of the patent of an original reference product and its similarity to the reference medicine exhibits ‘no clinically meaningful differences in terms of quality, safety and efficacy’.1 In practice, patents protect a reference product for 10 years after its approval before registration for a similar biological medicine can be applied for.1 The term ‘biosimilar’ is recognised by all regulators, but synonyms include ‘similar biotherapeutic product’ (WHO) and ‘subsequent-entry biologic’ (Canada).2 Biopharmaceutical agents are derived from living cells or organisms and are usually complex proteins. Therefore, regulators are establishing novel specific approval pathways for biosimilars that differ from those for chemical generics. Since the first approval in 2005, several biosimilars of somatropin (human growth hormone), filgrastim (granulocyte colony-stimulating factor, G-CSF) and epoetin (erythropoietin) have become available in Europe. Currently, 12 biosimilars are authorised in the European market, and numerous others, including monoclonal antibodies (mAbs), have applied for authorisation.3 ,4 This subject has received increasing attention in gastroenterology, because the patent on infliximab is due to expire and regulatory approval for two biosimilar infliximabs have already been filed for to the European Medicines Agency (EMA). One of these molecules is already available for patient care in South Korea.4 ,5 Biological agents are currently in widespread use for the treatment of chronic inflammatory diseases. As recently as in 2000, only two of the world's top 10 grossing drugs were biological agents. In 2012, estimates are that seven are biological agents, of which adalimumab and infliximab lead the list.6 The long duration of development and high manufacturing costs are cited as the main contributors to the high cost of biological agents. For example, the average yearly cost of infliximab treatment for Crohn's disease in …
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.002 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.003 |
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