DocumentCode :
3303981
Title :
Clinical schedule management based on granularity-based mining
Author :
Iwata, Hiroshi ; Tsumoto, Shusaku ; Hirano, Shoji
Author_Institution :
Div. of Nursing, Shimane Univ. Hosp., Izumo, Japan
fYear :
2013
fDate :
13-15 June 2013
Firstpage :
237
Lastpage :
242
Abstract :
Schedule management of hospitalization is important to maintain or improve the quality of medical care and application of a clinical pathway is one of the important solutions for the management. Although several kinds of deductive methods for construction for a clinical pathway have been proposed, the customization is one of the important problems. This research proposed an inductive approach to support the customization of existing clinical pathways by using data on nursing actions stored in a hospital information system. Since hospital data include temporal trends of clinical symptoms and medical services, we can discover not only knowledge about temporal evolution of disease, but also one about medical practice from hospital information system. This paper proposes temporal data mining process and applied the method to capture temporal knowledge about nursing practice. The results show that the reuse of stored data will give a powerful tool for management of nursing schedule and lead to improvement of hospital services.
Keywords :
data mining; health care; hospitals; medical information systems; patient care; clinical pathway construction; clinical schedule management; clinical symptoms; granularity-based mining; hospital information system; hospital service improvement; hospitalization schedule management; inductive approach; medical care quality improvement; medical practice; medical services; nursing actions; nursing schedule management; stored data reusability; temporal data mining process; temporal disease evolution; Data mining; Diseases; Hospitals; Information systems; Pain; Schedules; clustering; hospital information system; multidimensional scaling; temporal data mining; visualization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cybernetics (CYBCONF), 2013 IEEE International Conference on
Conference_Location :
Lausanne
Type :
conf
DOI :
10.1109/CYBConf.2013.6617443
Filename :
6617443
Link To Document :
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