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Learning From the Adoption of a Readmission Clinical Decision Support Tool: Group Model Building Approach.
Nina Rachel Sperber1,2, Sarah Elizabeth Haas1, Jiaxin Gao3
1Department of Population Health Sciences, Duke University School of Medicine, Box 90046, Durham, NC, 27708, United States, 1 919-672-2280.
JMIR Human Factors
|April 29, 2026
Summary
External pressure drives initial adoption of clinical decision support (CDS) tools, but sustained use requires perceived internal benefits. Internal motivation is key for long-term success, even when institutional focus shifts.
Area of Science:
- Health Informatics
- Health Services Research
- Systems Engineering
Background:
- Computerized clinical decision support (CDS) can enhance patient outcomes and resource planning.
- Adoption factors include perceived usefulness, ease of use, workflow integration, and support.
- CDS adoption is dynamic, influenced by evolving behaviors and workflows.
Purpose of the Study:
- To explore dynamic factors influencing the adoption of a specific CDS tool.
- To examine the implementation of Epic's "Unplanned readmission model version 1" at Duke University Health System.
Main Methods:
- Utilized group model building and system dynamics modeling.
- Conducted workshops with healthcare staff involved in patient discharge decisions.
- Developed causal loop diagrams from workshop transcripts and simulated adoption scenarios.
Main Results:
- Initial adoption was driven by external pressures (e.g., CMS penalties) and institutional incentives.
- Sustained use depended on perceived clinical utility and internal benefits, which were sometimes weak.
- Simulation showed initial success waned with workflow improvements and competing priorities; internal motivation sustained use.
Conclusions:
- External pressure motivates initial CDS tool adoption but may not ensure long-term use.
- Sustained and extensive use of CDS tools is more likely when users perceive direct internal benefits.
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