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Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Identifying best practices for clinical decision support and knowledge management in the field
Joan S Ash1, Dean F Sittig, Richard Dykstra
1Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, Oregon, USA. ash@ohsu.edu
Implementing clinical decision support (CDS) in hospitals requires careful planning and management. Best practices identified can guide healthcare organizations to optimize CDS impact on quality of care.
Area of Science:
- Health Informatics
- Healthcare Management
- Clinical Decision Support Systems
Background:
- Clinical Decision Support (CDS) systems are increasingly integrated into healthcare settings.
- Effective implementation and management are crucial for realizing the benefits of CDS.
- Community hospitals and ambulatory settings face unique challenges in adopting these technologies.
Purpose of the Study:
- To identify and describe best practices for implementing and managing CDS in community hospitals and ambulatory settings.
- To provide guidance for healthcare organizations navigating CDS adoption.
- To understand lessons learned from early adopters of CDS.
Main Methods:
- Ethnographic studies were conducted across nine diverse organizations in the U.S.A.
- The Rapid Assessment Process methodology was employed, including surveys, interviews, and observations.
- Data analysis involved template organizing methods and interpretive approaches over two years.
Main Results:
- Five major categories of best practices were identified for CDS planning, implementation, and knowledge management.
- Lessons learned from pioneers in CDS implementation were documented.
- Insights were gathered from diverse geographic regions and organizational types.
Conclusions:
- Careful consideration of identified best practices is essential for successful CDS implementation.
- Guidance from experienced organizations can help optimize the impact of CDS on healthcare quality.
- The study provides valuable insights for health systems adopting computerized provider order entry with CDS.
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