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决策理论在放射学图像质量控制中的应用。

Decision theory applied to image quality control in radiology.

作者信息

Lessa Patrícia S, Caous Cristofer A, Arantes Paula R, Amaro Edson, de Souza Fernando M Campello

机构信息

Instituto Israelita de Ensino e Pesquisa Albert Einstein, São Paulo, Brasil.

出版信息

BMC Med Inform Decis Mak. 2008 Nov 13;8:51. doi: 10.1186/1472-6947-8-51.

Abstract

BACKGROUND

The present work aims at the application of the decision theory to radiological image quality control (QC) in diagnostic routine. The main problem addressed in the framework of decision theory is to accept or reject a film lot of a radiology service. The probability of each decision of a determined set of variables was obtained from the selected films.

METHODS

Based on a radiology service routine a decision probability function was determined for each considered group of combination characteristics. These characteristics were related to the film quality control. These parameters were also framed in a set of 8 possibilities, resulting in 256 possible decision rules. In order to determine a general utility application function to access the decision risk, we have used a simple unique parameter called r. The payoffs chosen were: diagnostic's result (correct/incorrect), cost (high/low), and patient satisfaction (yes/no) resulting in eight possible combinations.

RESULTS

Depending on the value of r, more or less risk will occur related to the decision-making. The utility function was evaluated in order to determine the probability of a decision. The decision was made with patients or administrators' opinions from a radiology service center.

CONCLUSION

The model is a formal quantitative approach to make a decision related to the medical imaging quality, providing an instrument to discriminate what is really necessary to accept or reject a film or a film lot. The method presented herein can help to access the risk level of an incorrect radiological diagnosis decision.

摘要

背景

本研究旨在将决策理论应用于诊断常规中的放射影像质量控制(QC)。决策理论框架中解决的主要问题是接受或拒绝放射科的一批胶片。从选定的胶片中获得一组特定变量的每个决策的概率。

方法

基于放射科的日常工作,为每个考虑的组合特征组确定决策概率函数。这些特征与胶片质量控制有关。这些参数也被构建为8种可能性的集合,从而产生256种可能的决策规则。为了确定一个通用的效用应用函数来评估决策风险,我们使用了一个简单的唯一参数r。选择的收益包括:诊断结果(正确/错误)、成本(高/低)和患者满意度(是/否),产生八种可能的组合。

结果

根据r的值,决策会产生或多或少的风险。评估效用函数以确定决策的概率。该决策是根据放射科服务中心患者或管理人员的意见做出的。

结论

该模型是一种用于做出与医学影像质量相关决策的正式定量方法,提供了一种工具来区分接受或拒绝一张胶片或一批胶片真正需要的东西。本文提出的方法有助于评估错误放射诊断决策的风险水平。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/94d3/2631028/1630666f1ac7/1472-6947-8-51-1.jpg

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