Suppr超能文献

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。

相似文献

2
An intelligent tutoring system for visual classification problem solving.一种用于解决视觉分类问题的智能辅导系统。
Artif Intell Med. 2006 Jan;36(1):85-117. doi: 10.1016/j.artmed.2005.01.005. Epub 2005 Aug 10.
7
Case-based tutoring from a medical knowledge base.基于医学知识库的案例式辅导。
Comput Methods Programs Biomed. 1989 Oct-Nov;30(2-3):185-98. doi: 10.1016/0169-2607(89)90071-0.
9
Neural imaging to track mental states while using an intelligent tutoring system.利用智能辅导系统进行神经影像学跟踪精神状态。
Proc Natl Acad Sci U S A. 2010 Apr 13;107(15):7018-23. doi: 10.1073/pnas.1000942107. Epub 2010 Mar 24.

引用本文的文献

1
The Role of Artificial Intelligence in the Diagnosis of Melanoma.人工智能在黑色素瘤诊断中的作用。
Cureus. 2024 Sep 20;16(9):e69818. doi: 10.7759/cureus.69818. eCollection 2024 Sep.
2
Artificial Intelligence in Dermatopathology: New Insights and Perspectives.皮肤病理学中的人工智能:新见解与展望
Dermatopathology (Basel). 2021 Sep 1;8(3):418-425. doi: 10.3390/dermatopathology8030044.
4
21(st) century workflow: A proposal.21世纪的工作流程:一项提议。
J Pathol Inform. 2014 Nov 28;5(1):44. doi: 10.4103/2153-3539.145733. eCollection 2014.

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验