DocumentCode
2950741
Title
Activity-based Process Mining for Clinical Pathways Computer aided design
Author
Fernández-Llatas, Carlos ; Meneu, Teresa ; Benedí, Jose Miguel ; Traver, Vicente
Author_Institution
TSB group at ITACA Inst., Univ. Politec. de Valencia, Valencia, Spain
fYear
2010
fDate
Aug. 31 2010-Sept. 4 2010
Firstpage
6178
Lastpage
6181
Abstract
Current trends in health management improvement demand the standardization of care protocols to achieve better quality and efficiency. The use of Clinical Pathways is an emerging solution for that problem. However, current Clinical Pathways are big manuals written in natural language and highly affected by human subjectivity. These problems make the deployment and dissemination of them extremely difficult in real practice environments. In this work, a complete computer based architecture to help the representation and execution of Clinical Pathways is suggested. Furthermore, the difficulties inherent to the design of formal Clinical Pathways in this way requires new specific design tools to help making the system useful. Process Mining techniques can help to automatically infer processes definition from execution samples. Yet, the classical Process Mining paradigm is not totally compatible with the Clinical Pathways paradigm. In this paper, a pattern recognition algorithm based in an evolution of the Process Mining classical paradigm is presented and evaluated as a solution to this situation. The proposed algorithm is able to infer Clinical Pathways from execution logs to support the design of Clinical Pathways.
Keywords
CAD; bioinformatics; data mining; health care; medical computing; pattern recognition; classical process mining paradigm; clinical pathways paradigm; health management; pattern recognition algorithm; process mining technique; Accuracy; Algorithm design and analysis; Classification algorithms; Data mining; Heuristic algorithms; Inference algorithms; Protocols; Algorithms; Artificial Intelligence; Computer-Aided Design; Critical Pathways; Health Services; Humans; Reference Standards;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location
Buenos Aires
ISSN
1557-170X
Print_ISBN
978-1-4244-4123-5
Type
conf
DOI
10.1109/IEMBS.2010.5627760
Filename
5627760
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