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Record W4403428606 · doi:10.3899/jrheum.2024-0003

Epidemiological Characteristics of Patients With Juvenile Dermatomyositis in China: A Multicenter Study

2024· article· en· W4403428606 on OpenAlexvenueno aff
Xuanyi Liu, Junmei Zhang, Hui Xu, Weiying Kuang, J. Deng, Xiaohua Tan, Chao Li, Shipeng Li, Yuan Xue, Guoshuang Feng, Caifeng Li

Bibliographic record

VenueThe Journal of Rheumatology · 2024
Typearticle
Languageen
FieldMedicine
TopicInflammatory Myopathies and Dermatomyositis
Canadian institutionsnot available
FundersNanomaterials Microdevices Research Center, Osaka Institute of Technology
KeywordsMedicineJuvenile dermatomyositisEpidemiologyPediatricsMedical recordDiseaseInterstitial lung diseaseInternal medicineLung

Abstract

fetched live from OpenAlex

OBJECTIVE: Juvenile dermatomyositis (JDM) is a rare but chronic autoimmune disease with systemic nonsuppurative inflammation. Many studies have focused on the clinical characteristics and therapy of JDM. Whereas a few studies have reported the epidemiological characteristics and social burden of patients with JDM internationally, no study has been performed in China to date. METHODS: This study was based on the Futang Updating Medical Records (FUTURE) database. Data were extracted from registry information in inpatient medical records. The epidemiological characteristics and economic burden of Chinese patients with JDM were analyzed. RESULTS: A total of 1164 patients with JDM from 24 hospitals were enrolled from January 2016 to December 2021. The ratio of boys to girls was 1:1.23, and half were between 6 and 12 years old. Over half (n = 629) were admitted to the hospital at least twice for intensive treatment. In total, 20.02% of patients with JDM had lung involvement and 2.23% experienced subcutaneous calcification. The median number days of hospitalization was 10 (IQR 6-14), whereas the median hospitalization expense was US $2370.50 (IQR 1373.70-3541.90). Lung involvement was the most frequent complication, causing high inpatient burden, length of stay, and expense. Nearly 17% of patients with JDM were admitted to the hospital as emergencies, suggesting a severe disease activity stage requiring urgent treatment. No deaths occurred in our study. CONCLUSION: In our study, we analyzed the epidemiological characteristics and social burden of patients with JDM in China, contributing to the enhanced comprehension and effective management of JDM in the country.

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)0.001
metaresearch head score (Gemma)0.001
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 score0.012
Threshold uncertainty score0.023

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.000
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 head0.008
GPT teacher head0.256
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 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
Published2024
Admission routes1
Has abstractyes

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