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Record W4386760077 · doi:10.1186/s12969-023-00885-w

Predictors of persisting pain in children with Juvenile Idiopathic Arthritis: a case control study nested in the ReACCh-Out cohort

2023· article· en· W4386760077 on OpenAlexafffundabout
Tara McGrath, Jaime Guzmán, Lori B. Tucker, Natalie J. Shiff, Maryna Yaskina, Susan Tupper, Dax G. Rumsey, Susanne M. Benseler, Roberta Berard, Gilles Boire, Roxana Bolaria, David A. Cabral, Bonnie Cameron, Sarah Campillo, Mercedes Chan, Gaëlle Chédeville, Anne-Laure Chetaille, Paul Dancey, Jean Dorval, Ciarán M. Duffy, Janet Ellsworth, Brian M. Feldman, Debbie Ehrmann Feldman, Katherine Gross, Ellie Haddad, Kristin Houghton, Adam M. Huber, Nicole Johnson, Roman Juřenčák, Bianca Lang, Maggie Larché, Ronald M. Laxer, Claire LeBlanc, Deborah L. Levy, Nadia Luca, Päivi Miettunen, Kimberly Morishita, Kiem Oen, Ross E. Petty, Suzanne Ramsey, Alan Rosenberg, Johannes Roth, Claire Saint‐Cyr, Heinrike Schmeling, Rayfel Schneider, Earl D. Silverman, Lynn Spiegel, Elizabeth Stringer, Rosie Scuccimarri, Shirley M. L. Tse, Stuart E. Turvey, Karen Watanabe Duffy, Rae S. M. Yeung

Bibliographic record

VenuePediatric Rheumatology · 2023
Typearticle
Languageen
FieldMedicine
TopicAutoimmune and Inflammatory Disorders Research
Canadian institutionsUniversity of British ColumbiaUniversity of Alberta HospitalUniversity of SaskatchewanWomen and Children’s Health Research InstituteUniversity of Alberta
FundersCanadian Institutes of Health ResearchUniversity of AlbertaChildren's Health Research Institute
KeywordsMedicineOligoarthritisInternal medicineArthritisPolyarthritisCohortVisual analogue scaleLogistic regressionRheumatologyUnivariate analysisPhysical therapyMultivariate analysis

Abstract

fetched live from OpenAlex

BACKGROUND: To identify baseline predictors of persisting pain in children with Juvenile Idiopathic Arthritis (JIA), relative to patients with JIA who had similar baseline levels of pain but in whom the pain did not persist. METHODS: We used data from the Research in Arthritis in Canadian Children emphasizing Outcomes (ReACCh-Out) inception cohort to compare cases of 'moderate persisting pain' with controls of 'moderate decreasing pain'. Moderate pain was defined as a Visual Analogue Scale (VAS) for pain measurement score of > 3.5 cm. Follow-up was minimum 3 years. Univariate and Multivariate logistic regression models ascertained baseline predictors of persisting pain. RESULTS: A total of 31 cases and 118 controls were included. Mean pain scores at baseline were 6.4 (SD 1.6) for cases and 5.9 (1.5) for controls. A greater proportion of cases than controls were females (77.4% vs 65.0%) with rheumatoid factor positive polyarthritis (12.9% vs 4.2%) or undifferentiated JIA (22.6% vs 8.5%). Oligoarthritis was less frequent in cases than controls (9.7% vs 33%). At baseline, cases had more active joints (mean of 11.4 vs 7.7) and more sites of enthesitis (4.6 vs 0.7) than controls. In the final multivariate regression model, enthesitis count at baseline (OR 1.40, CI 95% 1.19-1.76), female sex (4.14, 1.33-16.83), and the overall Quality of My Life (QoML) baseline score (0.82, 0.69-0.98) predicted development of persisting pain. CONCLUSIONS: Among newly diagnosed children with JIA with moderate pain, female sex, lower overall quality of life, and higher enthesitis counts at baseline predicted development of persisting pain. If our findings are confirmed, patients with these characteristics may be candidates for interventions to prevent development of chronic pain.

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)0.006
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.547

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.012
GPT teacher head0.259
Teacher spread0.248 · 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 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

Citations4
Published2023
Admission routes3
Has abstractyes

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