Development of Clinical Decision Support Systems Using Bayesian Networks: With an Example of a Multi-Disciplinary Treatment Decision for Laryngeal Can
Paperback 168 pages English December 01, 2020
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Springer Vieweg
Development of Clinical Decision Support Systems Using Bayesian Networks: With an Example of a Multi-Disciplinary Treatment Decision for Laryngeal Can
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For the development of clinical decision support systems based on Bayesian networks, Mario A. Cypko investigates comprehensive expert models of multidisciplinary clinical treatment decisions and solves challenges in their modeling. The presented methods, models and tools are developed in close and intensive cooperation between knowledge engineers and clinicians. In the course of this study, laryngeal cancer serves as an exemplary treatment decision. The reader is guided through a development process and new opportunities for research and development are opened up: in modeling and validation of workflows, guided modeling, semi-automated modeling, advanced Bayesian networks, model-user interaction, inter-institutional modeling and quality management.
- Author:
- Mario A. Cypko
- Publisher:
- Springer Vieweg
- Publication Date:
- December 01, 2020
- Number of pages:
- 168 pages
- Language:
- English
- Binding:
- Paperback
- ISBN-10:
- 3658325933
- ISBN-13:
- 9783658325930