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Record W3187313271 · doi:10.1093/ecco-jcc/jjab140

Impact of Drug Approval Pathways for Paediatric Inflammatory Bowel Disease

2021· article· en· W3187313271 on OpenAlexaff
Eileen Crowley, Christopher Ma, Marija Andic, Brian G. Feagan, Anne M. Griffiths, Vipul Jairath

Bibliographic record

VenueJournal of Crohn s and Colitis · 2021
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicInflammatory Bowel Disease
Canadian institutionsHospital for Sick ChildrenSickKids FoundationUniversity of TorontoChildren's Hospital of Western OntarioUniversity of CalgaryRobarts Clinical TrialsWestern University
Fundersnot available
KeywordsMedicineDosingInflammatory bowel diseaseIntensive care medicineDrug developmentOrphan drugFood and drug administrationDrugDrug approvalOff-label usePopulationClinical trialDiseasePharmacologyBioinformaticsInternal medicineEnvironmental health

Abstract

fetched live from OpenAlex

BACKGROUND AND AIMS: Timely access to approved medications is a priority in paediatric inflammatory bowel disease [IBD]. To date, the timing of drug studies in paediatric IBD has been suboptimal, with most studies conducted long after approval has been granted for adult IBD. This delay in approval leads to extensive off-label prescribing of medications in children, often without clear guidance on optimal dosing. The European Medicines Agency [EMA] and U.S. Food and Drug Administration [FDA] have implemented drug development frameworks in an attempt to address these challenges. However, access to information on these regulatory pathways in paediatric IBD is limited. We summarised the time from adult to paediatric approval of IBD therapies, outlining the regulatory approval pathway between the EMA and FDA, with the goal of identifying areas for improvement. METHODS: We reviewed publicly accessible data from the EMA and the FDA to identify therapeutic agents approved over 2005-2021 for paediatric IBD. RESULTS AND CONCLUSIONS: Five drugs are currently approved for use in the paediatric IBD population, with long interval delays after adult approval. The impact of these drug development processes in paediatric IBD is awaited. Further consideration needs to be given to the age of enrolment along with novel, more efficient trial designs in an effort to improve access for paediatric IBD patients to newer therapies.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.036
metaresearch head score (Gemma)0.108
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.036
Threshold uncertainty score0.191

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0360.108
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0040.006
Science and technology studies0.0010.001
Scholarly communication0.0050.004
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0080.001

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 head0.006
GPT teacher head0.235
Teacher spread0.229 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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

Citations20
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Crohn s and ColitisSame topicInflammatory Bowel DiseaseFrench-language works237,207