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Nudging provider adoption of clinical decision support: study protocol for a stepped-wedge cluster randomized, hybrid type III trial of an electronic health record-agnostic pulmonary embolism risk tool

Khan S, Thomas Y, Garg N, Genes N, Simon GW, Cleland CM, Mir U, Dauber-Decker KL et al.

Implementation science : IS, 2026

Abstract

Background: About one-third of the computed tomography (CT) scans ordered yearly to evaluate for pulmonary embolism (PE) in emergency departments (ED) in the U.S. are avoidable. Clinical guidelines recommend the use of validated PE prediction rules which reduce CT scan ordering without an increase in missed PEs, but there is low provider adoption. Clinical decision support (CDS) that incorporates these rules along with nudges (subtle, non-coercive influences on decision-making) may improve provider adoption. In our pilot trial of a PE risk CDS tool with a nudge at order entry, adoption was significantly higher (39.1%) than for the tool without nudges (20.7%). The tool was developed on an EHR-agnostic web-based platform, designed for dissemination to work with any EHR. The objective of this study is to evaluate the tool with a nudge in a multi-site, randomized trial.

Methods: A hybrid type III, stepped-wedge, ED-level, cluster randomized trial will be conducted. Study settings include 12 EDs in three geographically diverse health care systems. The EDs will be randomized over 9 steps over 30 months, ensuring at least 3 months of intervention exposure for all EDs. We will randomize matched pairs of EDs based on patient volume in each stratum to early intervention or late intervention. All providers ordering CTs for the evaluation of PE in adult patients at the site EDs will be included. Our study will be guided by two complementary frameworks: Behavioral Change Wheel Framework…

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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.

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