Rheumatoid arthritis

Automated ultrasound system ARTHUR V.2.0 with AI analysis DIANA V.2.0 matches expert rheumatologist in hand joint assessment of rheumatoid arthritis patients

RMD OpenPublished Diagnostic accuracy study

Authors' conclusion

ARTHUR V.2.0 and DIANA V.2.0 demonstrated repeatability on par with intra-expert agreement reported in the literature and showed encouraging agreement with human assessors

Study context

Population
Rheumatoid arthritis (RA) patients; 22 hand joints assessed for synovial hypertrophy (SH) and Doppler activity (EULAR-OMERACT scale 0–3)564 of 660 joints scanned
Participants
30 patients
Comparison
Automated robotic US with AI scoring vs expert rheumatologist assessment
Outcome
Agreement and repeatability for SH and Doppler: weighted Cohen's kappa, percent exact agreement (PEA), percent close agreement (PCA) and binary outcomes (healthy ≤1 vs diseased ≥2)
Methodological detailsagreement and repeatability study, rheumatologist blinded to automated system's results, blinded independent assessor
  • Agreement and repeatability study
  • Rheumatologist blinded to automated system's results
  • Blinded independent assessor

Performance

As reported in the abstract

Agreement of ARTHUR+DIANA with rheumatologist
SH vs rheumatologist: Percent exact agreement (PEA)
57.9%
SH vs rheumatologist: Percent close agreement (PCA)
92.9%
SH vs rheumatologist: binary
87.3%
SH vs rheumatologist: kappa
0.38
Doppler vs rheumatologist: PEA
77.3%
Doppler vs rheumatologist: PCA
94.2%
Doppler vs rheumatologist: binary
91.2%
Doppler vs rheumatologist: kappa
0.44

Further findings

Scan success rate of ARTHUR (joints)

Joints successfully scanned by ARTHUR
564 out of 660
Overall success rate
85.5%

Intra-robot repeatability, SH

PEA
63.0%
PCA
93.0%
Binary agreement
90.5%
Kappa
0.54

Intra-robot repeatability, Doppler

PEA
74.8%
PCA
93.7%
Binary agreement
88.1%
Kappa
0.49

Agreement of ARTHUR+DIANA with independent assessor, SH

PEA
49.0%
PCA
91.2%
Binary agreement
80.0%
Kappa
0.39

Agreement of ARTHUR+DIANA with independent assessor, Doppler

PEA
62.6%
PCA
94.4%
Binary agreement
88.1%
Kappa
0.48

Original publication

Automated ultrasound system ARTHUR V.2.0 with AI analysis DIANA V.2.0 matches expert rheumatologist in hand joint assessment of rheumatoid arthritis patients. RMD Open. Published 5 August 2025. doi:10.1136/rmdopen-2025-005805

Composed by AI from the published abstract and checked against it. How Briefs are made →

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