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TiMeDDx——一种多阶段基于锚点的诊断决策支持模型。

TiMeDDx--a multi-phase anchor-based diagnostic decision-support model.

机构信息

Galil Center for Medical Informatics, Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel.

出版信息

J Biomed Inform. 2010 Feb;43(1):111-24. doi: 10.1016/j.jbi.2009.08.001. Epub 2009 Aug 7.

Abstract

Main Clinical Manifestation (MCM)-oriented diagnosis starts with a chief problem and reasons about possible diagnoses that can be manifested in that way. The reasoning process often starts by considering abstract diagnosis groups (e.g., infectious vs. non-infectious diarrhea) and refines them. Most existing diagnostic decision-support systems (DSSs) are not specially tailored toward assisting non-expert physicians in the proper and efficient investigation workup of MCM-oriented diagnosis. We developed a prototype diagnostic decision-support model called TiMeDDx that is MCM-oriented and follows the hypothetico-deductive clinical reasoning process of differential diagnosis. The model guides users in a phase-by-phase manner regarding abstract diagnosis groups and diagnoses that should be considered and appropriate data that should be collected during the clinical investigation process. TiMeDDx's knowledge base contains, when possible, knowledge derived from MCM-oriented evidence-based sources. We explain the knowledge model and diagnostic algorithms (Bayesian and heuristic) of TiMeDDx, using the clinical problem of diarrhea as a case study, and contrast TiMeDDx with models of existing diagnostic DSSs.

摘要

主要临床症状(MCM)导向诊断从主要问题开始,并考虑可能以这种方式表现出来的诊断。推理过程通常从考虑抽象的诊断组(例如,感染性与非感染性腹泻)开始,并对其进行细化。大多数现有的诊断决策支持系统(DSS)并没有专门针对帮助非专家医生进行适当和有效的 MCM 导向诊断的调查工作。我们开发了一个名为 TiMeDDx 的原型诊断决策支持模型,该模型以 MCM 为导向,并遵循假设演绎的鉴别诊断临床推理过程。该模型分阶段指导用户考虑应考虑的抽象诊断组和诊断,以及在临床调查过程中应收集的适当数据。TiMeDDx 的知识库包含尽可能从 MCM 导向的循证来源中获得的知识。我们使用腹泻这一临床问题作为案例研究,解释了 TiMeDDx 的知识模型和诊断算法(贝叶斯和启发式),并将 TiMeDDx 与现有的诊断 DSS 模型进行了对比。

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