Evidence map›Paper›PMID 42181407›Full record

ArticleCureus2026

A Fellow-Led Quality Improvement Initiative to Increase Disease Activity Measurement in a Busy Academic Rheumatology Clinic.

Morgan Lilly, Ruba Memon, Kamilla Guinn, Lauren Irwin, Kanika Monga

Abstract read
In one paragraph

Article in Cureus, 2026. 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

5 authors.

Morgan LillyMedicine, Texas A&M University School of Engineering Medicine, Houston, USA.
Ruba MemonRheumatology, Houston Methodist Hospital, Houston, USA.
Kamilla GuinnCurriculum Development, Houston Methodist Hospital, Houston, USA.
Lauren IrwinEducational Research, Houston Methodist Hospital, Houston, USA.
Kanika MongaRheumatology, Houston Methodist Hospital, Houston, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe preferred management of rheumatoid arthritis (RA), recommended by the American College of Rheumatology (ACR) and international organizations like the European Alliance of Associations for Rheumatology (EULAR), is the treat-to-target (T2T) strategy, due to its association with improved long-term patient outcomes. Successful implementation requires consistent assessment and documentation of disease activity, commonly using tools such as the Clinical Disease Activity Index (CDAI). However, variability in the use and documentation of disease activity measures exists in academic rheumatology settings.  Methods: This fellow-led quality improvement project utilized a Plan-Do-Study-Act (PDSA) framework to improve CDAI documentation in an academic rheumatology clinic. RA patient encounters were identified in both study periods using International Classification of Diseases, 10th Revision (ICD-10) code M06.9. Baseline (pre-intervention) data were collected retrospectively from July 1, 2022, to April 14, 2023. Following baseline assessment, a needs assessment survey was conducted, and an electronic health record (EHR)-integrated templated dot phrase was implemented as the intervention. Faculty and fellows also received email-based education regarding CDAI use and documentation. Post-intervention data were collected prospectively from April 17, 2023, to June 5, 2023. Pre- and post-intervention CDAI documentation rates were assessed through Epic EHR chart review at the encounter level, and the same patients were not necessarily included in both periods. Qualitative outcomes, including usability, workflow disruption, and perceived note bloat, were assessed through post-intervention provider surveys.

resultsBaseline data indicated 261 RA encounters, with only two containing documented CDAI scores. Following the intervention, CDAI was documented in 39 out of 54 RA encounters. Post-intervention surveys revealed that 100% of providers found the dot phrase useful, and 75% reported improved clinical behaviors related to disease activity assessment.  Conclusions: A simple EHR-based intervention, combined with provider engagement, significantly increased CDAI documentation, highlighting how fellow-led quality improvement initiatives may improve implementation of guideline-concordant care in rheumatology. These findings are consistent with prior research showing that EHR templates improve documentation efficiency and reportability and suggest that such interventions can support more effective adherence to ACR guidelines for rheumatoid arthritis management.

Indexed as

academic rheumatologyartificial intelligenceclinical disease activity index (cdai)clinical workflowelectronic health record (ehr)quality improvement (qi)rheumatoid arthritis

Identifiers

PMID42181407
PMCPMC13195053

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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.