Proposal of a Big Data Platform for Intelligent Antibiotic Surveillance in a Hospital

被引:1
|
作者
Morales, Antonio [1 ]
Canovas-Segura, Bernardo [1 ]
Campos, Manuel [1 ]
Juarez, Jose M. [1 ]
Palacios, Francisco [2 ]
机构
[1] Univ Murcia, Fac Comp Sci, Murcia, Spain
[2] Univ Hosp Getafe, Madrid, Spain
关键词
Clinical decision support systems; Antibiotic surveillance; Big data; Knowledge representation and reasoning; Business intelligence; CRISIS;
D O I
10.1007/978-3-319-44636-3_24
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
From a technological point of view two kinds of requirements must be taken into account when implementing Clinical Decision Support Systems (CDSSs) for antibiotic surveillance in a hospital. First, Artificial Intelligence (AI) technologies are usually applied to represent and reason about existing clinical knowledge, but also to discover new one from raw data. Second, at a global decision level, representative applications of Business Intelligence (BI) must be also considered. The present work introduces the design and implementation of a CDSS platform that integrates both AI and BI technologies to assist clinicians in the rational use of antibiotics in a hospital. The choice of a Hadoop based Big Data architecture provides a suitable solution for the problem of integrating, processing and analysing large sets of clinical data. The platform facilitates the daily follow-up of antibiotic therapies and infections while offering various decision support modules at both patient and global level. The system is being tested and evaluated in a university hospital.
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页码:261 / 270
页数:10
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