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Record W4327698971 · doi:10.51731/cjht.2023.599

Formulary Management of Targeted Immune Modulators in Ulcerative Colitis

2023· article· en· W4327698971 on OpenAlexaboutno aff
Sirjana Pant, Kim Le, Chris Vannabouathong, Peter Dyrda

Bibliographic record

VenueCanadian Journal of Health Technologies · 2023
Typearticle
Languageen
FieldImmunology and Microbiology
TopicBiosimilars and Bioanalytical Methods
Canadian institutionsnot available
Fundersnot available
KeywordsGolimumabMedicineUlcerative colitisInfliximabBiosimilarTofacitinibAdalimumabUstekinumabFormularyVedolizumabPharmacologyImmunologyInternal medicineRheumatoid arthritisDisease

Abstract

fetched live from OpenAlex


 Health Canada has approved 7 targeted immune modulators for the treatment of adults with moderate to severe ulcerative colitis, which include 5 biologics (adalimumab, infliximab, golimumab, ustekinumab, and vedolizumab) and 2 small molecules (tofacitinib and ozanimod). Biosimilars for adalimumab and infliximab and generics for tofacitinib are currently available in the Canadian market; however, although their patent protection has expired, there are no biosimilars for golimumab and ustekinumab.
 All targeted immune modulators have undergone pan-Canadian Pharmaceutical Alliance negotiations and concluded with a Letter of Intent except for ustekinumab, which is the only targeted immune modulator not included on any public formularies for ulcerative colitis. Coverage is consistent across all drug plans except for golimumab and tofacitinib, which is not covered by all jurisdictions for ulcerative colitis.
 Most public drug plans have implemented or have announced a biosimilar policy to promote the use of biosimilars over originator biologics. The listing status for targeted immune modulators in ulcerative colitis is similar across public drug plans; however, there is heterogeneity in criteria requirements for prior treatments and diagnosis definitions.
 Considering these factors and the emergence of new data, it would be important to reassess these drugs and evaluate their place in therapy. Further research, such as horizon scanning, utilization analyses, and long-term effectiveness and safety studies, is warranted for targeted immune modulators to ensure the appropriate use of these drugs in the treatment of moderate to severe ulcerative colitis.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.957
Threshold uncertainty score0.373

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.027
GPT teacher head0.297
Teacher spread0.270 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designOther design
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

Citations0
Published2023
Admission routes1
Has abstractyes

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