The Estimand Framework in Diagnostic Accuracy Studies.

IF 1.8 4区 医学 Q3 MATHEMATICAL & COMPUTATIONAL BIOLOGY
Alexander Fierenz, Mouna Akacha, Norbert Benda, Mahnaz Badpa, Patrick M M Bossuyt, Nandini Dendukuri, Britta Rackow, Antonia Zapf
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Abstract

Diagnostic accuracy studies evaluate how well a diagnostic test can detect or rule out a medical condition. Different events can interfere with the conduct of the test, affecting the test result. Before starting a diagnostic test accuracy study, the clinical question of interest should be precisely defined. Based on that, strategies can be chosen for dealing with the interfering event. We introduce six different strategies for how such events could be handled. We introduce the estimand concept for diagnostic accuracy studies, which consists of the attributes population, target condition, index test, accuracy measure, and the strategies for handling interfering events. The estimand determines which effect is estimated based on the study objective. To bridge the gap between the clinical study objective and the method for the estimation, we illustrate the necessary steps using a fictitious computed tomography scan study. The defined estimand improves the structure of the planning phase, enhances the interdisciplinary exchange, and supports the interpretation based on the study objective.

Abstract Image

诊断准确性研究中的估计框架。
诊断准确性研究评估一项诊断测试能在多大程度上发现或排除某种疾病。不同的事件会干扰测试的进行,影响测试结果。在开始诊断测试准确性研究之前,应该精确定义感兴趣的临床问题。在此基础上,可以选择处理干扰事件的策略。我们将介绍如何处理此类事件的六种不同策略。介绍了诊断准确度研究的估计概念,包括属性总体、目标条件、指标检验、准确度度量和干扰事件处理策略。估计量决定了根据研究目标估计哪种效果。为了弥合临床研究目标和估计方法之间的差距,我们使用虚构的计算机断层扫描研究来说明必要的步骤。定义的估算改进了规划阶段的结构,加强了跨学科的交流,并支持基于研究目标的解释。
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来源期刊
Statistics in Medicine
Statistics in Medicine 医学-公共卫生、环境卫生与职业卫生
CiteScore
3.40
自引率
10.00%
发文量
334
审稿时长
2-4 weeks
期刊介绍: The journal aims to influence practice in medicine and its associated sciences through the publication of papers on statistical and other quantitative methods. Papers will explain new methods and demonstrate their application, preferably through a substantive, real, motivating example or a comprehensive evaluation based on an illustrative example. Alternatively, papers will report on case-studies where creative use or technical generalizations of established methodology is directed towards a substantive application. Reviews of, and tutorials on, general topics relevant to the application of statistics to medicine will also be published. The main criteria for publication are appropriateness of the statistical methods to a particular medical problem and clarity of exposition. Papers with primarily mathematical content will be excluded. The journal aims to enhance communication between statisticians, clinicians and medical researchers.
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