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Record W4285490657 · doi:10.3899/jrheum.220209

Canadian Rheumatology Association Living Guidelines for the Pharmacological Management of Rheumatoid Arthritis With Disease-Modifying Antirheumatic Drugs

2022· article· en· W4285490657 on OpenAlexaffvenueabout
Glen Hazlewood, Jordi Pardo Pardo, Cheryl Barnabé, Orit Schieir, Claire Barber, Laurie Proulx, Dawn P. Richards, Peter Tugwell, Nick Bansback, Pooneh Akhavan, Claire Bombardier, Vivian P. Bykerk, Shahin Jamal, Majed Khraishi, Regina M. Taylor‐Gjevre, Carter Thorne, Arnav Agarwal, Janet Pope

Bibliographic record

VenueThe Journal of Rheumatology · 2022
Typearticle
Languageen
FieldMedicine
TopicRheumatoid Arthritis Research and Therapies
Canadian institutionsMcMaster UniversityArthritis Research Centre of CanadaUniversity of SaskatchewanBombardier (Canada)Western UniversityCanadian Arthritis Patient AllianceUniversity of TorontoUniversity of CalgaryMount Sinai HospitalUniversity of British ColumbiaMcGill UniversityUniversity of OttawaResearch CanadaMemorial University of NewfoundlandCochrane
Fundersnot available
KeywordsMedicineGuidelineRheumatologyRheumatoid arthritisInternal medicineDiscontinuationAntirheumatic AgentsPhysical therapyContext (archaeology)PopulationIntensive care medicineFamily medicinePathology

Abstract

fetched live from OpenAlex

OBJECTIVE: To provide the initial installment of a living guideline that will provide up-to-date guidance on the pharmacological management of patients with rheumatoid arthritis (RA) in Canada. METHODS: The Canadian Rheumatology Association (CRA) formed a multidisciplinary panel composed of rheumatologists, researchers, methodologists, and patients. In this first installment of our living guideline, the panel developed a recommendation for the tapering of biologic and targeted synthetic disease-modifying antirheumatic drug (b/ts DMARD) therapy in patients in sustained remission using the GRADE (Grading of Recommendations Assessment, Development, and Evaluation) approach, including a health equity framework developed for the Canadian RA population. The recommendation was adapted from a living guideline of the Australia & New Zealand Musculoskeletal Clinical Trials Network. RESULTS: In people with RA who are in sustained low disease activity or remission for at least 6 months, we suggest offering stepwise reduction in the dose of b/tsDMARD without discontinuation, in the context of a shared decision, provided patients are able to rapidly access rheumatology care and reestablish their medications if needed. In patients where rapid access to care or reestablishing access to medications is challenging, we conditionally recommend against tapering. A patient decision aid was developed to complement the recommendation. CONCLUSION: This living guideline will provide contemporary RA management recommendations for Canadian practice. New recommendations will be added over time and updated, with the latest recommendation, evidence summaries, and Evidence to Decision summaries available through the CRA website (www.rheum.ca).

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)0.007
metaresearch head score (Gemma)0.031
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.972
Threshold uncertainty score0.424

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.031
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0040.004
Science and technology studies0.0030.001
Scholarly communication0.0030.001
Open science0.0040.002
Research integrity0.0040.008
Insufficient payload (model declined to judge)0.0260.008

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 head0.029
GPT teacher head0.313
Teacher spread0.284 · 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 designNot applicable
Domainnot available
GenreMethods

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

Citations35
Published2022
Admission routes3
Has abstractyes

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