Evidence map›Paper›PMID 40986813›Full record

Observational studyJMIR formative research2025

Disease Activity Assessment Frequency in Rheumatoid Arthritis: A Retrospective Observational Study of the Medical Support System for Rheumatoid Arthritis System Implementation.

Mari Yamamoto, Yuki Kataoka, Yasushi Tsujimoto, Fumika Nagase, Keita Iwasaki, Yuuki Ito, Hiroki Ikai, Tsuyoshi Watanabe, Waka Yokoyama-Kokuryo, Naoho Takizawa and 1 more

Abstract readObservational Study
In one paragraph

Observational study in JMIR formative research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Mari YamamotoDepartment of Rheumatology and Nephrology, Chubu Rosai Hospital, 1-10-6 Komei, Minato-ku, Nagoya, Aichi, 455-8530, Japan, 81 526525511, 81 526533533.ORCID 0000-0003-3927-399X
Yuki KataokaScientific Research WorkS Peer Support Group (SRWS-PSG), Osaka, Japan.ORCID 0000-0001-7982-5213
Yasushi TsujimotoScientific Research WorkS Peer Support Group (SRWS-PSG), Osaka, Japan.ORCID 0000-0002-7214-5589
Fumika NagaseDepartment of Rheumatology and Nephrology, Chubu Rosai Hospital, 1-10-6 Komei, Minato-ku, Nagoya, Aichi, 455-8530, Japan, 81 526525511, 81 526533533.ORCID 0000-0003-0737-282X
Keita IwasakiDepartment of Rheumatology and Nephrology, Chubu Rosai Hospital, 1-10-6 Komei, Minato-ku, Nagoya, Aichi, 455-8530, Japan, 81 526525511, 81 526533533.ORCID 0009-0000-3628-9297
Yuuki ItoDepartment of Rheumatology and Nephrology, Chubu Rosai Hospital, 1-10-6 Komei, Minato-ku, Nagoya, Aichi, 455-8530, Japan, 81 526525511, 81 526533533.ORCID 0009-0003-8304-4470
Hiroki IkaiDepartment of Rheumatology and Nephrology, Chubu Rosai Hospital, 1-10-6 Komei, Minato-ku, Nagoya, Aichi, 455-8530, Japan, 81 526525511, 81 526533533.ORCID 0009-0007-1395-7062
Tsuyoshi WatanabeDepartment of Rheumatology and Nephrology, Chubu Rosai Hospital, 1-10-6 Komei, Minato-ku, Nagoya, Aichi, 455-8530, Japan, 81 526525511, 81 526533533.ORCID 0000-0002-5189-9584
Waka Yokoyama-KokuryoDepartment of Rheumatology and Nephrology, Chubu Rosai Hospital, 1-10-6 Komei, Minato-ku, Nagoya, Aichi, 455-8530, Japan, 81 526525511, 81 526533533.ORCID 0009-0000-5228-6299
Naoho TakizawaDepartment of Rheumatology and Nephrology, Chubu Rosai Hospital, 1-10-6 Komei, Minato-ku, Nagoya, Aichi, 455-8530, Japan, 81 526525511, 81 526533533.ORCID 0000-0003-3744-3537
Yoshiro FujitaDepartment of Rheumatology and Nephrology, Chubu Rosai Hospital, 1-10-6 Komei, Minato-ku, Nagoya, Aichi, 455-8530, Japan, 81 526525511, 81 526533533.ORCID 0009-0003-3688-0636

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Rheumatoid arthritis (RA) is a global health concern with increasing prevalence. Despite recommendations for regular disease activity assessments, their implementation in routine clinical practice remains challenging. The Medical Support System for Rheumatoid Arthritis (MiRAi) is an offline, semi-automated system that calculates disease activity indices by integrating patient and clinician inputs from electronic health records (EHRs). Objective: This study evaluated the association between MiRAi implementation and the frequency of disease activity assessments in patients with RA. Methods: We conducted a retrospective cohort study of patients with RA treated at a tertiary hospital in Japan between April 2022 and March 2023. We included all adult outpatients (aged ≥18 years) with RA diagnosed according to the 2010 ACR/EULAR [American College of Rheumatology/European Alliance of Associations for Rheumatology] classification criteria. The hospital introduced MiRAi in June 2022 and achieved full deployment by October 2022. MiRAi calculated the clinical disease activity index (CDAI) and the modified health assessment questionnaire (mHAQ) through automated extraction of joint counts, patient global assessment, and functional status from structured EHR fields. Primary outcomes included the frequency of CDAI and mHAQ assessments. We administered a structured post-implementation survey to assess rheumatologists' perceptions of MiRAi. Results: Physicians used MiRAi for 236/884 (26.7%) patients with RA. Patients with documented CDAI and mHAQ scores increased from 29 (5.9%) in June 2022 to 81 (19.0%) in November 2022, representing a 3.2-fold increase. Among surveyed rheumatologists (n=10), 5 (50%) reported the regular use of MiRAi. Physicians who regularly used MiRAi (n=5) cited improved accuracy in disease assessment and enhanced treatment decision-making. Non-users and occasional users (n=5) identified three primary barriers: limited familiarity with MiRAi, time constraints, and discrepancies between clinical judgment and MiRAi-generated outputs. Despite MiRAi's availability, only 168 (19%) patients underwent quantitative disease activity assessment by the study end. Among 15 patients with high disease activity (CDAI >22), physicians recorded 3 treatment modifications and 2 intra-articular steroid injections. Conclusions: MiRAi implementation increased disease activity assessment frequency by 3.2-fold over 6 months; however, physician adoption remained at 26.7%, below the 80% target for routine care. Future implementation strategies should address identified barriers through system integration, structured user training, and workflow optimization to achieve guideline-concordant care for patients with RA.

Indexed as

Arthritis, RheumatoidSeverity of Illness IndexAdultAgedElectronic Health RecordsFemaleHumansJapanMaleMiddle AgedRetrospective Studiesdisease managementelectronic health recordsMedical Support System for Rheumatoid ArthritisMiRAiquality improvementrheumatoid arthritis

Identifiers

PMID40986813
PMCPMC12456871

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.