Implementation of artificial intelligence-based decision support systems for antibiotic prescribing in hospitals: a
Pinar Tokgöz1, Joanna Albrecht1, Christoph Dockweiler1
1Faculty of Arts and Humanities, Professorship of Digital Public Health, University of Siegen, Siegen, Germany.
Implementing artificial intelligence (AI)-based decision support systems (DSSs) in hospitals requires focusing on user-centered design, organizational structures, and trust. Addressing these factors is key for successful AI adoption in healthcare.
Area of Science:
- Healthcare Informatics
- Artificial Intelligence in Medicine
- Clinical Decision Support
Background:
- Antimicrobial resistance (AMR) necessitates improved antibiotic stewardship.
- Artificial intelligence (AI)-based decision support systems (DSSs) offer potential for optimizing antibiotic therapy in hospitals.
- Challenges in implementing AI-based DSSs require careful consideration.
Purpose of the Study:
- To investigate factors influencing the implementation of AI-based DSSs in hospitals using a Delphi study.
- To identify key areas for successful AI-based DSS adoption in clinical settings.
Main Methods:
- A Delphi study involving 36 experts from hospital and DSS development backgrounds.
- Consensus-building on the importance and realization of 34 implementation factors.
Main Results:
- Consensus was reached on the importance of 34 factors for AI-based DSS implementation.
- Key factors for focus include user-oriented development, user-friendly structures, and establishing trust, transparency, and responsibility.
- Two factors lacked consensus on importance, suggesting a need for prioritized implementation.
Conclusions:
- Successful implementation of AI-based DSSs hinges on prioritizing user-centricity, organizational support, and ethical considerations.
- A targeted approach to implementation factors is more practical than addressing all potential issues.
- Further attention to sensitization and education is crucial for organizational and legal acceptance.
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