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Record W3163886876 · doi:10.3899/jrheum.201195

Canadian Rheumatologists’ Perspectives on Moderate Psoriatic Arthritis and Oligoarticular Psoriatic Arthritis

2021· article· en· W3163886876 on OpenAlexaffvenueabout
Dafna D. Gladman, Michael Starr, Alfred Cividino, Anne-Julie Gaudreau, Jennifer L Jelley, Denise Nicholson, Jacob Karsh

Bibliographic record

VenueThe Journal of Rheumatology · 2021
Typearticle
Languageen
FieldMedicine
TopicSpondyloarthritis Studies and Treatments
Canadian institutionsOttawa HospitalAmgen (Canada)Toronto Western Hospital
FundersCelgenePfizerEli Lilly and CompanyBristol-Myers SquibbAmgen
KeywordsMedicinePsoriatic arthritisInternal medicineRheumatologyPhysical therapyArthritis

Abstract

fetched live from OpenAlex

OBJECTIVE: Psoriatic arthritis (PsA) substantially impairs quality of life. Clinical trials generally focus on polyarticular PsA, but less is known about the assessment and management of oligoarticular and moderate PsA. An online survey was conducted to determine Canadian rheumatologists' perspectives on the definition and treatment of oligoarticular and moderate PsA. METHODS: Regional and national experts treating patients with PsA were asked to complete an online survey to assess their approach to identifying and managing patients with PsA. Survey questions were developed based on guidance from a committee of Canadian rheumatologists. RESULTS: Sixty-four of 78 rheumatologists responded, representing 6 major Canadian provinces. Nearly half of respondents were in practice > 20 years. The majority of rheumatologists reported using swollen joint count (SJC) to describe moderate PsA (86.4%) and oligoarticular PsA (96.7%), and considered location of inflammation in PsA assessments. SJC cutoff scores for reporting moderate PsA varied among rheumatologists, suggesting lack of an agreed-upon definition for moderate PsA. Sixty-eight percent of rheumatologists identified access to treatment as the greatest challenge with oligoarticular PsA. CONCLUSION: According to the surveyed rheumatologists, SJC remains a key assessment variable when defining oligoarticular and moderate PsA. Although the number of joints is considered when determining the effect of PsA on patients, joint location and functional impairment are also considered when describing the disease as moderate. Access to treatment for patients with < 5 affected joints is challenging.

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)0.005
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.042
Threshold uncertainty score0.305

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.004
Science and technology studies0.0100.003
Scholarly communication0.0040.001
Open science0.0010.002
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0080.000

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 head0.010
GPT teacher head0.241
Teacher spread0.231 · 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 designQualitative
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

Citations3
Published2021
Admission routes3
Has abstractyes

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