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一种用于诊断分类问题解决的智能辅导通用架构。

A general architecture for intelligent tutoring of diagnostic classification problem solving.

作者信息

Crowley Rebecca S, Medvedeva Olga

机构信息

Center for Pathology Informatics, University of Pittsburgh School of Medicine, PA, USA.

出版信息

AMIA Annu Symp Proc. 2003;2003:185-9.

Abstract

We report on a general architecture for creating knowledge-based medical training systems to teach diagnostic classification problem solving. The approach is informed by our previous work describing the development of expertise in classification problem solving in Pathology. The architecture envelops the traditional Intelligent Tutoring System design within the Unified Problem-solving Method description Language (UPML) architecture, supporting component modularity and reuse. Based on the domain ontology, domain task ontology and case data, the abstract problem-solving methods of the expert model create a dynamic solution graph. Student interaction with the solution graph is filtered through an instructional layer, which is created by a second set of abstract problem-solving methods and pedagogic ontologies, in response to the current state of the student model. We outline the advantages and limitations of this general approach, and describe it's implementation in SlideTutor - a developing Intelligent Tutoring System in Dermatopathology.

摘要

我们报告了一种用于创建基于知识的医学训练系统以教授诊断分类问题解决方法的通用架构。该方法受我们之前描述病理学中分类问题解决专业知识发展的工作启发。该架构将传统智能辅导系统设计纳入统一问题解决方法描述语言(UPML)架构中,支持组件模块化和重用。基于领域本体、领域任务本体和案例数据,专家模型的抽象问题解决方法创建一个动态解决方案图。学生与解决方案图的交互通过一个教学层进行过滤,该教学层由第二组抽象问题解决方法和教学本体根据学生模型的当前状态创建。我们概述了这种通用方法的优点和局限性,并描述了它在SlideTutor中的实现——一个正在开发的皮肤病理学智能辅导系统。

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