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Transitioning Juvenile Idiopathic Arthritis to Adult Care: Disease Reclassification, Patterns of Care, and Mental Health Insights

2025· article· en· W6929051228 on OpenAlexaffvenueabout

Bibliographic record

VenueThe Journal of Rheumatology · 2025
Typearticle
Languageen
FieldComputer Science
TopicComputational Drug Discovery Methods
Canadian institutionsUniversity of Alberta HospitalUniversity of Alberta
Fundersnot available
KeywordsRheumatologyAnkylosing spondylitisPsoriatic arthritisArthritisUveitisMental healthJuvenile rheumatoid arthritisDiseaseYoung adult

Abstract

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Objectives Although the management of juvenile idiopathic arthritis (JIA) is well-established in the pediatric context, management in adulthood and long-term outcomes, including mental health concerns, are less understood, limited in part by reclassification to adult diagnoses, such as rheumatoid arthritis (RA) and ankylosing spondylitis (AS). Current management of adults with JIA is largely extrapolated from pediatric strategies; it is unclear if this is best practice. This study’s objective is to discern patterns of care and natural history of JIA after patients enter Adult Rheumatology care. Methods Patients with JIA followed by Adult Rheumatology at a large Edmonton site were identified through the electronic medical record. Patients were excluded if they were under age 17 or their diagnosis was reclassified prior to age 18. A retrospective chart review was completed to collect information including the transition into Adult Rheumatology care, current disease status and classification, DMARD use, uveitis frequency and monitoring, and mental health interventions. Results 181 patients were identified (135 female). Most patients (74.3%) were referred from Pediatric Rheumatology while 5.4% were referred from elsewhere but were previously followed by Pediatric Rheumatology; 20% did not have transfer-of-care details available. 74% were in remission or low disease activity state, of whom 17.9% were in drug-free remission when transitioned to adult care. 41.9% were reclassified under a new diagnosis in adulthood: RA (26.2%), psoriatic arthritis (5.8%), AS (7.6%), and IBD-associated inflammatory arthritis (2.3%). 40.6% had documented uveitis screening in adulthood; 79.3% with prior childhood uveitis had ongoing ophthalmologic surveillance. All patients diagnosed with uveitis in adulthood had uveitis in childhood; 41.1% of children with uveitis experienced recurrence in adulthood. As children, 28.2% sought mental health services. Further, 35.4% were treated for mental illness in adulthood, while 4.4% received inpatient psychiatric treatment as a child or adult. Conclusion Our study identified a cohort of patients with JIA followed by Adult Rheumatology; nearly half were reclassified to an alternate Adult Rheumatology diagnosis, which may contribute to the challenges of managing and monitoring long-term outcomes of patients with JIA. Purposeful ongoing uveitis surveillance in adulthood was fair (79%) and captured all patients who experienced uveitis in adulthood, highlighting its importance in this particular group. The high prevalence of mental illness treatment within this cohort suggests that patients with JIA may benefit from monitoring for mental health issues. Best Abstract by a Medical Student Award

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)0.002
metaresearch head score (Gemma)0.005
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.028
Threshold uncertainty score0.056

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.009
GPT teacher head0.278
Teacher spread0.269 · 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

Citations0
Published2025
Admission routes3
Has abstractyes

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