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Record W3110075982 · doi:10.5639/gabij.2020.0903.022

3rd Colombian educational workshop on regulatory assessment of biosimilars 2019 – Report

2020· article· en· W3110075982 on OpenAlexaboutno aff
John-Joseph Borg, Yolanda Elias Gramajo, Andrea Laslop, Robin Thorpe, Wang Jian

Bibliographic record

VenueGenerics and Biosimilars Initiative Journal · 2020
Typearticle
Languageen
FieldImmunology and Microbiology
TopicBiosimilars and Bioanalytical Methods
Canadian institutionsnot available
Fundersnot available
KeywordsBiosimilarPharmacovigilanceWorkgroupMedicineQuality (philosophy)Health professionalsPolitical scienceMedical educationHealth carePharmacologyAdverse effectComputer scienceLaw

Abstract

fetched live from OpenAlex

Introduction: Biosimilars have the potential to improve access to medicines for many across the globe. However, work is required to ensure adequate regulation, pharmacovigilance and education about biosimilars. Colombia implemented biosimilars regulation in 2017 and a 3rd Colombian Educational Workshop was organized by GaBI and the Instituto Nacional de Vigilancia de Medicamentos y Alimentos (INVIMA) in 2019 to follow up on progress and provide a forum for further discussion. Methods: The 3rd Colombian Educational Workshop on Regulatory Assessment was held in Bogotá, Colombia on 30 April 2019. The format included expert speaker presentations, a panel discussion, Q&A sessions and case study workgroup discussions. Participants included regulators, clinicians, pharmacists, academics and healthcare professionals from Colombia who are involved in biological/ biosimilar medicines evaluation, and expert speakers from Canada, Europe and the US. Results: Presentations and topics of discussion included the current status of biosimilars regulation in Colombia, how to carry out a quality assessment of a biological/biosimilar, pharmacological and clinical studies, and extrapolation of indications. Conclusion: The meeting helped to clarify many regulatory concepts and concerns, and highlighted Colombia’s initial successes since the implementation of its regulatory guidelines. In addition, the meeting acted as a forum to exchange knowledge on best practice, and to discuss pharmacovigilance and the future plans for education regarding biosimilars in Colombia. Several key action points were concluded following the discussions.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.598
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.058
GPT teacher head0.340
Teacher spread0.282 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreCommentary

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".

Quick stats

Citations0
Published2020
Admission routes1
Has abstractyes

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