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Updated: Jul 15, 2026

Automated Joint Space Detection Improves Bone Segmentation Accuracy
Published on: November 28, 2025
Validation of patient-reported joint counts in rheumatoid arthritis and the role of training
Gerald Levy1, Craig Cheetham, Allison Cheatwood
1Department of Rheumatology, Southern California Kaiser Permanente, Bellflower, California 90242, USA. gerald.d.levy@kp.org
Objective:
To demonstrate the effectiveness of simple training on improving the ability of patients with rheumatoid arthritis (RA) to assess joint swelling, and to validate the use of a computerized questionnaire, the Health Assessment Questionnaire (HAQ-ulous), to collect patient-reported tender and swollen joint counts.
Methods:
Sixty patients completed the HAQ-ulous, reporting pain and swelling of the 28 joints included in the Disease Activity Score-28. A rheumatologist blinded to the patients' responses assessed each joint for the presence of tenderness and swelling. At followup visits, 30 patients received training in distinguishing a swollen joint from a chronically enlarged joint, completed the HAQ-ulous again, and were reassessed by the physician.
Results:
At the initial visit, a strong correlation was shown between patient- and clinician-reported tender joints [Pearson correlation coefficient (r(p)) = 0.79; p < 0.0001]. Correlation between patient- and clinician-reported swollen joints was less robust (r(p) = 0.41; p = 0.001). Following training at the second visit, agreement between patients and the clinician improved for both tender joints (r(p) = 0.94; p < 0.0001) and swollen joints (r(p) = 0.93; p < 0.0001).
Conclusion:
With simple training in distinguishing swollen joints from chronically enlarged joints, the majority of patients are able to accurately assess joint swelling. Objective tools, such as the HAQ-ulous, that incorporate patient-reported outcomes are a valuable and reliable addition to standard clinical practice for monitoring patients with RA.
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