Paper Info
Title
Construction of Clinical Pathway Generation from Nursing Records and Discharge Summaries.
Abstract
This paper proposes construction of clinical pathway from nursing order histories and discharge summaries. First, the system extracts subgrouping from clinical cases with the same Diagnostic Procedure Combination code (DPC) by mixture model clustering. Subgroups give different types of diseases with different temporal evolution. Then, classification models of each subgroup are constructed by the analysis of discharge summaries to capture the meaning of each subgroup. Finally, cases are classified by using the classification model and a clinical pathway is generated for each new subgroup. The proposed method was evaluated on the datasets extracted hospital information system, whose results show that plausible clinical pathways were obtained, compared with previously introduced methods.
Year
DOI
Venue
2018
10.1109/ICDMW.2018.00075
ICDM Workshops
Keywords
Field
DocType
Hospitals,Medical diagnostic imaging,Diseases,Information systems,Data mining,History
Information system,Clinical pathway,Data mining,Nursing records,Computer science,Artificial intelligence,Natural language processing,Cluster analysis,Hospital information system,Mixture model
Conference
ISSN
ISBN
Citations 
2375-9232
978-1-5386-9288-2
0
PageRank 
References 
Authors
0.34
0
4
Name
Order
Citations
PageRank
Shusaku Tsumoto11820294.19
Shoji Hirano256099.17
Tomohiro Kimura315.76
Haruko Iwata42712.48