Development of Clinical Decision Support Systems using Bayesian Networks
Cypko, Mario A.
Produktnummer:
188efde4653ced41c68d1e8db53cd21c08
| Autor: | Cypko, Mario A. |
|---|---|
| Themengebiete: | Bayesian Network Cancer treatment Clinical Decision Support System Decision models Guided modelling and validation Inter-institutional modelling Laryngeal Cancer Model-user interaction Semi-automatic modelling Tumorboard |
| Veröffentlichungsdatum: | 01.12.2020 |
| EAN: | 9783658325930 |
| Sprache: | Englisch |
| Seitenzahl: | 148 |
| Produktart: | Kartoniert / Broschiert |
| Verlag: | Springer Fachmedien Wiesbaden GmbH |
| Untertitel: | With an example of a Multi-Disciplinary Treatment Decision for Laryngeal Cancer |
Produktinformationen "Development of Clinical Decision Support Systems using Bayesian Networks"
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.
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