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Goal-Driven Structured Argumentation for Patient Management in a Multimorbidity Setting
Oliveira, Tiago; Dauphin, Jérémie; Satoh, Ken et al.
2020In Logic and Argumentation - Third International Conference, CLAR 2020 Hangzhou, China, April 6-9, 2020, Proceedings
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Abstract :
[en] The formalization of multimorbidity decisions serves two purposes: to support the stakeholders in choosing which treatment to apply and to identify the reasons behind decisions. We investigate the use of computational argumentation to both analyse and generate decisions in multimorbidity about consistent recommendations, according to the different goals of stakeholders. Decision-making in this setting carries a complexity related with the multiple variables involved. These variables reflect the concomitant health conditions that should be considered when defining a proper therapy. However, current Clinical Decision Support Systems (CDSSs) are not equipped to deal with such a situation. They do not go beyond the straightforward application of the rules that build their knowledge base and simple interpretation of Computer Interpretable Guidelines (CIGs). We provide a computational argumentation system equipped with goal seeking mechanisms to combine independently generated recommendations, then identify and discuss its advantages over multiple-criteria decision analysis in this particular setting.
Disciplines :
Computer science
Author, co-author :
Oliveira, Tiago
Dauphin, Jérémie ;  University of Luxembourg > Faculty of Science, Technology and Medicine (FSTM) > Department of Computer Science (DCS)
Satoh, Ken
Tsumoto, Shusaku
Novais, Paulo
External co-authors :
yes
Language :
English
Title :
Goal-Driven Structured Argumentation for Patient Management in a Multimorbidity Setting
Publication date :
2020
Event name :
Logic and Argumentation - Third International Conference, CLAR 2020
Event date :
April 6-9 2020
Main work title :
Logic and Argumentation - Third International Conference, CLAR 2020 Hangzhou, China, April 6-9, 2020, Proceedings
Publisher :
Springer
Collection name :
Lecture Notes in Computer Science
Pages :
166--183
Peer reviewed :
Peer reviewed
Available on ORBilu :
since 21 January 2021

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