Please use this identifier to cite or link to this item: http://hdl.handle.net/1822/52208

TitleResurgery Clusters in Intensive Medicine
Author(s)Peixoto, Ricardo
Portela, Filipe
Pinto, Filipe
Santos, Manuel
Machado, José Manuel
Abelha, António
Rua, Fernando
KeywordsClustering
Data Mining
INTCare
Intensive Care Units
Intervention
Re-intervention
Issue date1-Jan-2016
PublisherElsevier B.V.
JournalProcedia Computer Science
CitationPeixoto, R., Portela, F., Pinto, F., Santos, M. F., Machado, J., Abelha, A., & Rua, F. (2016). Resurgery Clusters in Intensive Medicine. Procedia Computer Science, 98, 528-533
Abstract(s)The field of critical care medicine is confronted every day with cases of surgical interventions. When Data Mining is properly applied in this field, it is possible through predictive models to identify if a patient, should or should not have surgery again upon the same problem. The goal of this work is to apply clustering techniques in collected data in order to categorize re-interventions in intensive care. By knowing the common characteristics of the re-intervention patients it will be possible to help the physician to predict a future resurgery. For this study various attributes were used related to the patient's health problems like heart problems or organ failure. For this study it was also considered important aspects such as age and what type of surgery the patient was submitted. Classes were created with the patients' age and the number of days after the first surgery. Another class was created where the type of surgery that the patient was operated upon was identified. This study comprised Davies Bouldin values between -0.977 and -0.416. The used variables, in addition to being provided by Hospital de Santo António in Porto, they are provided from the electronic medical record.
TypeConference paper
URIhttp://hdl.handle.net/1822/52208
DOI10.1016/j.procs.2016.09.072
ISSN1877-0509
Publisher versionhttps://www.sciencedirect.com/science/article/pii/S1877050916322177
Peer-Reviewedyes
AccessRestricted access (UMinho)
Appears in Collections:CAlg - Livros e capítulos de livros/Books and book chapters

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