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Conceptualizing clinical decision support as complex interventions: a meta-analysis of comparative effectiveness
Thomas J Reese1, Siru Liu1, Bryan Steitz1
1Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, Tennessee, USA.
Most clinical decision support (CDS) interventions are complex, but reporting gaps hinder replication. Increased complexity shows a small positive effect on CDS effectiveness, emphasizing the need for better documentation.
Area of Science:
- Health Informatics
- Clinical Decision Support Systems
- Complex Interventions
Background:
- Complex interventions with multiple components are increasingly used as clinical decision support (CDS).
- Electronic health record (EHR) functionality is often utilized for implementing these CDS interventions.
- Understanding the complexity and reporting of CDS interventions is crucial for effective implementation.
Purpose of the Study:
- To determine the proportion of randomized controlled trials (RCTs) involving complex CDS interventions.
- To identify common gaps in reporting the complexity of CDS research.
- To assess the impact of increased complexity on the effectiveness of CDS.
Main Methods:
- Systematic review using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) reporting tool for complex interventions.
- Random-effects meta-analysis was employed to evaluate the effect of intervention complexity.
Main Results:
- A significant majority (76%) of included studies evaluated complex CDS interventions.
- Reporting gaps were identified, with limited use of analytical frameworks, causal pathways, or detailed theoretical underpinnings.
- A small but statistically significant positive effect was observed with increasing intervention complexity (SMD = 0.147, P < .01).
Conclusions:
- Most CDS interventions should be classified as complex, yet opportunities exist to improve documentation for replication and adaptation.
- Enhanced reporting of the design, implementation, and evaluation of CDS interventions is necessary to realize greater benefits.
- Framing CDS as complex interventions highlights the need for careful contextual and theoretical consideration.
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