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Record W4406864820 · doi:10.1007/s44250-025-00176-z

Systematized literature review on the effectiveness of self-management programs for juvenile idiopathic arthritis

2025· article· en· W4406864820 on OpenAlexafffund
Kelsey Chomistek, Cheryl Barnabé, Maria Santana, Jennifer Stinson, Heinrike Schmeling

Bibliographic record

VenueDiscover Health Systems · 2025
Typearticle
Languageen
FieldMedicine
TopicAutoimmune and Inflammatory Disorders Research
Canadian institutionsHospital for Sick ChildrenAlberta Children's HospitalAlberta Bone and Joint Health InstituteUniversity of CalgaryUniversity of British Columbia
FundersAlberta Children's Hospital Research InstituteArthritis Society
KeywordsJuvenileArthritisMedicineInternal medicineBiologyEcology

Abstract

fetched live from OpenAlex

Self-management skills are critical in chronic diseases such as juvenile idiopathic arthritis (JIA). We conducted a systematized review to synthesize the components and effectiveness of existing self-management programs (SMPs) for adolescents with JIA. Relevant literature was identified from four databases (PsychINFO, CINAHL, Medline (Ovid), and Embase) to February 2024. Inclusion criteria were original, full-text research articles published in the English language which described the components and effectiveness of SMPs conducted in adolescent populations with JIA. A total of 785 articles were reviewed, with 17 meeting the inclusion criteria. In addition to demographic characteristics, we extracted information on the intervention components (theoretical base, facilitator, delivery setting, intervention format, length and duration, activities, parental involvement), outcome scales, and effectiveness outcome measures (e.g., pain reduction, self-efficacy). The components and outcome measures varied between interventions and only four interventions used an RCT design. The majority of interventions consisted of multiple in-person sessions with fourteen of the seventeen studies reporting a sample size of 46 or fewer adolescents. Programs were delivered individually, and facilitated by a healthcare provider, study investigator, or trained coach. Most studies did not describe theoretical foundations. Ten studies demonstrated significant improvements in reported effectiveness measures. Many of the studies with significant findings reported poor intervention adherence and high attrition. A variety of SMPs exist for adolescents with JIA without clear indication of the essential components to yield improved outcomes. The results revealed the need for refining design, evaluation of SMPs, and innovation in in delivery mechanisms.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.934
Threshold uncertainty score0.477

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
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 head0.017
GPT teacher head0.329
Teacher spread0.312 · 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 designSystematic review
Domainnot available
GenreReview

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 routes2
Has abstractyes

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