Abstraction on clinical data sequences: an object-oriented data model and a query language based on the event calculus

被引:30
作者
Combi, C [1 ]
Chittaro, L [1 ]
机构
[1] Univ Udine, Dipartimento Matemat & Informat, I-33100 Udine, Italy
关键词
temporal reasoning; temporal abstraction; object-oriented databases; deductive databases; time sequences;
D O I
10.1016/S0933-3657(99)00022-6
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this work, we deal with temporal abstraction of clinical data. Abstractions are, for example, blood pressure state (e.g. normal, high, low) and trend (e.g. increasing, decreasing and stationary) over time intervals. The goal of our work is to provide clinicians with automatic tools to extract high-level, concise, important features of available collections of time-stamped clinical data. This capability is especially important when the available collections constantly increase in size, as in long-term clinical follow-up, leading to information overload. The approach we propose exploits the integration of the deductive and object-oriented approaches in clinical databases. The main result of this work is an object-oriented data model based on the event calculus to support temporal abstraction. The proposed approach has been validated building the CARDIOTABS system for the abstraction of clinical data collected during echocardiographic tests. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:271 / 301
页数:31
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