Development of Clinical Decision Support Systems using Bayesian Networks
Mario A. Cypko
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Naturwissenschaften, Medizin, Informatik, Technik / Informatik
Beschreibung
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.
Kundenbewertungen
Semi-automatic modelling, Bayesian Network, PSBN-based decision verification, Tumorboard, Laryngeal Cancer, Guided BN Modeling, Inter-institutional modelling, Clinical Decision Support System, TreLynCa, Network in a Clinical Environment, Cancer treatment, Decision models, Guided modelling and validation, Model-user interaction