Development of Clinical Decision Support Systems using Bayesian Networks

With an example of a Multi-Disciplinary Treatment Decision for Laryngeal Cancer

Paperback Engels 2020 9783658325930
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

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.

Specificaties

ISBN13:9783658325930
Taal:Engels
Bindwijze:paperback
Uitgever:Springer Fachmedien Wiesbaden

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Inhoudsopgave

Patient-specific Bayesian Network in a Clinical Environment.- TreLynCa: A Tumor Board Decision Model for Laryngeal Cancer.- Model Validation and Tools for Guided BN Modeling.- GUI for PSBN-based decision verification.

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        Development of Clinical Decision Support Systems using Bayesian Networks