Pervasive and intelligent decision support in Intensive Medicine – the complete picture

Bibliographic Details
Main Author: Portela, Filipe
Publication Date: 2014
Other Authors: Santos, Manuel Filipe, Machado, José Manuel, Abelha, António, Silva, Álvaro, Rua, Fernando
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: http://hdl.handle.net/1822/30782
Summary: Series : Lecture notes in computer science (LNCS), vol. 8649
id RCAP_ba44688e29b0034d61769dcfcf595eb0
oai_identifier_str oai:repositorium.sdum.uminho.pt:1822/30782
network_acronym_str RCAP
network_name_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository_id_str https://opendoar.ac.uk/repository/7160
spelling Pervasive and intelligent decision support in Intensive Medicine – the complete picturePervasiveDecision supportData MiningINTCareIntensive MedicineSeries : Lecture notes in computer science (LNCS), vol. 8649In the Intensive Care Units (ICU) it is notorious the high number of data sources available. This situation brings more complexity to the way of how a professional makes a decision based on information provided by those data sources. Normally, the decisions are based on empirical knowledge and common sense. Often, they don’t make use of the information provided by the ICU data sources, due to the difficulty in understanding them. To overcome these constraints an integrated and pervasive system called INTCare has been deployed. This paper is focused in presenting the system architecture and the knowledge obtained by each one of the decision modules: Patient Vital Signs, Critical Events, ICU Medical Scores and Ensemble Data Mining. This system is able to make hourly predictions in terms of organ failure and outcome. High values of sensitivity where reached, e.g. 97.95% for the cardiovascular system, 99.77% for the outcome. In addition, the system is prepared for tracking patients’ critical events and for evaluating medical scores automatically and in real-time.(undefined)SpringerUniversidade do MinhoPortela, FilipeSantos, Manuel FilipeMachado, José ManuelAbelha, AntónioSilva, ÁlvaroRua, Fernando20142014-01-01T00:00:00Zconference paperinfo:eu-repo/semantics/publishedVersionapplication/pdfhttp://hdl.handle.net/1822/30782eng978-3-319-10264-10302-974310.1007/978-3-319-10265-8_9info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2024-05-11T04:44:25Zoai:repositorium.sdum.uminho.pt:1822/30782Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T14:57:09.317823Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Pervasive and intelligent decision support in Intensive Medicine – the complete picture
title Pervasive and intelligent decision support in Intensive Medicine – the complete picture
spellingShingle Pervasive and intelligent decision support in Intensive Medicine – the complete picture
Portela, Filipe
Pervasive
Decision support
Data Mining
INTCare
Intensive Medicine
title_short Pervasive and intelligent decision support in Intensive Medicine – the complete picture
title_full Pervasive and intelligent decision support in Intensive Medicine – the complete picture
title_fullStr Pervasive and intelligent decision support in Intensive Medicine – the complete picture
title_full_unstemmed Pervasive and intelligent decision support in Intensive Medicine – the complete picture
title_sort Pervasive and intelligent decision support in Intensive Medicine – the complete picture
author Portela, Filipe
author_facet Portela, Filipe
Santos, Manuel Filipe
Machado, José Manuel
Abelha, António
Silva, Álvaro
Rua, Fernando
author_role author
author2 Santos, Manuel Filipe
Machado, José Manuel
Abelha, António
Silva, Álvaro
Rua, Fernando
author2_role author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Portela, Filipe
Santos, Manuel Filipe
Machado, José Manuel
Abelha, António
Silva, Álvaro
Rua, Fernando
dc.subject.por.fl_str_mv Pervasive
Decision support
Data Mining
INTCare
Intensive Medicine
topic Pervasive
Decision support
Data Mining
INTCare
Intensive Medicine
description Series : Lecture notes in computer science (LNCS), vol. 8649
publishDate 2014
dc.date.none.fl_str_mv 2014
2014-01-01T00:00:00Z
dc.type.driver.fl_str_mv conference paper
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/1822/30782
url http://hdl.handle.net/1822/30782
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 978-3-319-10264-1
0302-9743
10.1007/978-3-319-10265-8_9
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Springer
publisher.none.fl_str_mv Springer
dc.source.none.fl_str_mv reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron:RCAAP
instname_str FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron_str RCAAP
institution RCAAP
reponame_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
collection Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository.name.fl_str_mv Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
repository.mail.fl_str_mv info@rcaap.pt
_version_ 1833594998578216960

Similar Items