Title :
Case-based reasoning in clinical processes using clinical data banks
Author :
V. L. Malykh;D. V. Belyshev
Author_Institution :
Research Center of Medical Informatics Ailamazyan Program Systems Institute of RAS Pereslavl-Zalessky, Russia
Abstract :
This study describes an approach to building a clinical data bank on the basis of a standardized clinical process model. A clinical data bank is considered as a repository of clinical cases, which is medical knowledge reflecting both up-to-date and retrospective medical data. In view of the case-based nature of the decision making process in medicine, a clinical data bank can be used in clinical processes to make diagnosis and treatment decisions. The study discusses the following issues: a) choosing an approach to modeling a clinical process; b) completeness of the model; c) medical data standardization and normalization; d) plain medical text mining; d) big medical data analysis. The study also looks at metric-based methods of searching for relevant clinical cases in the data bank.
Keywords :
"Medical diagnostic imaging","Diseases","History","Cognition","Data models","Mathematical model"
Conference_Titel :
Biomedical Engineering and Computational Technologies (SIBIRCON), 2015 International Conference on
Print_ISBN :
978-1-4673-9109-2
DOI :
10.1109/SIBIRCON.2015.7361885