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Improving diagnostic safety through STeatosis Identification, Risk stratification, and Referral pathway in the ED (STIRRED): Protocol for an effectiveness implementation trial

McCarthy DM, VanWagner LB, Rafferty MR, Cameron KA, Lee J, Dong S, Fellner A, Kontrick AV

Contemporary clinical trials, 2026

4,700 participants

Abstract

Background: Up to a quarter of emergency department (ED) patients have incidental hepatic steatosis (fatty liver) noted on imaging studies; however, patients are infrequently notified about this new finding. This lack of communication may have consequences including delayed diagnosis of metabolic associated steatotic liver disease (MASLD) and disease progression.

Methods: This type-2 hybrid effectiveness-implementation study uses a Stepped Wedge-Cluster Randomized Trial design across 11 EDs to evaluate an electronic health record (EHR) delivered intervention. The STeatosis Identification, Risk stratification, and Referral pathway in the ED (STIRRED) clinical decision support system leverages the EHR to identify cases of hepatic steatosis and deliver risk-stratified communication to clinicians supporting patient notification about hepatic steatosis in the ED. The primary effectiveness outcome will be receipt of a new steatotic liver disease-related diagnosis among high-risk patients within 120 days post-ED discharge; the primary implementation outcome is fidelity, defined as the degree to which STIRRED was delivered as intended. Over the study period, ∼4700 patients with incidental hepatic steatosis will be analyzed, including 616 high-risk patients, providing 80 % power to detect a risk difference of 5.6 % (odds ratio of 3.5) between STIRRED and usual care in the receipt of a new steatotic liver disease-related diagnosis.

Discussion: This trial uses the electronic health…

How strong is the evidence?

Evidence Hub reads this as a randomized trial, done in people. Its evidence level is 2 of 5 (High · randomized trial). Randomized trials of a reasonable size are the strongest single-study design. Reported size: 4,700 participants or records.

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