MétaCan
Menu
Back to cohort
Record W4388422401 · doi:10.1186/s12969-023-00917-5

Reporting of determinants of health inequities and participant characteristics in randomized controlled trials of juvenile idiopathic arthritis in Canada: a scoping review

2023· review· en· W4388422401 on OpenAlexafffundabout
Niloofar Gheshlaghi, Megan Thomas, Natasha Trehan, Mark Harrison, Mary A. De Vera

Bibliographic record

VenuePediatric Rheumatology · 2023
Typereview
Languageen
FieldMedicine
TopicAutoimmune and Inflammatory Disorders Research
Canadian institutionsArthritis Research Centre of CanadaCentre for Advancing Health OutcomesUniversity of British Columbia HospitalUniversity of OttawaResearch CanadaUniversity of British Columbia
FundersCanadian Institutes of Health Research
KeywordsMedicineSocioeconomic statusRandomized controlled trialArthritisPsychological interventionHealth equityGerontologyHealth careFamily medicinePhysical therapyPopulationEnvironmental healthPublic healthInternal medicinePsychiatryNursing

Abstract

fetched live from OpenAlex

BACKGROUND: Juvenile Idiopathic Arthritis (JIA) is the most common form of childhood inflammatory arthritis. The disease burden of JIA is substantial as patients require specialized medical practitioners for diagnosis and chronic treatments that are both costly and time intensive. Discrepancies in access to care due to health inequities such as socioeconomic status or geographic location may lead to vastly different health outcomes. As research informs advances in care, is important to consider inclusion and diversity in JIA research. METHODS: We reviewed and synthesized randomized controlled trials for juvenile idiopathic arthritis, the most common type of arthritis among children and adolescents, in Canada with the aim of characterizing participants and identifying how determinants of health inequities are reported. To do so, we searched Medline (1990 to July 2022), Embase (1990 to July 2022), and CENTRAL (inception to July 2022) for articles meeting all of the following criteria: Canadian randomized controlled trials evaluating pharmacological or non-pharmacological interventions on juvenile idiopathic arthritis populations. Data extraction was guided by the Campbell and Cochrane Equity Methods Group's PROGRESS-Plus framework on determinants that lead to health inequities (e.g., Place of residence; Race; Occupation; Gender/Sex; Religion; Education; Socioeconomic status; and Social capital). RESULTS: Of 4,074 unique records, 5 were deemed eligible for inclusion. From these determinants of health inequities, Gender/Sex and Age were the only that were reported in all studies with most participants being female and 12.6 years old on average. In addition, Race, Socioeconomic status, Education and Features of relationships were each reported once in three different studies. Lastly, Place of residence, Occupation, Religion, Social Capital and Time-dependent relationships were not reported at all. CONCLUSIONS: This scoping review suggests limited reporting on determinants of health inequities in randomized controlled trials for JIA in Canada and a need for a reporting framework that reflects typical characteristics of juvenile patient populations.

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

Direct model labels (unvalidated)

Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.

Model armCategoriesStudy designConfidence
gemmaMetaresearch
Domain: Reporting · Genre: Review
About the Canadian research system: yes · About a Canadian topic: yes
Systematic reviewhigh
gptMetaresearchMeta-epidemiology (broad)
Domain: Reporting · Genre: Review
About the Canadian research system: no · About a Canadian topic: yes
Systematic reviewhigh
models splitAgreement compares identical category sets and study designs across arms.

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)0.070
metaresearch head score (Gemma)0.174
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (broad)
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.137
Threshold uncertainty score0.979

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0700.174
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0870.001
Bibliometrics0.0010.001
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 head0.170
GPT teacher head0.429
Teacher spread0.259 · 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

Labeled directly by 2 models reading the full record.

MetaresearchMeta-epidemiology (broad)

The models disagree on parts of this classification; every voice is preserved in the section at the end of the page.

Study designSystematic review
DomainReporting
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

Citations4
Published2023
Admission routes3
Has abstractyes

Explore more

Same venuePediatric RheumatologySame topicAutoimmune and Inflammatory Disorders ResearchCategoryMetaresearchFrench-language works237,207