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Assessment of Diagnostic TechnologiesMethodology for Unbiased Estimation from Samples of Selectively Verified Patients

机译:诊断技术评估从选择性验证的患者样本中进行无偏估计的方法

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摘要

Concern with the efficacy of diagnostic technologies has stimulated numerous studies aimed at quantifying the discriminatory properties of various tests and procedures. These have focused principally on estimations of the result conditional probabilities, given disease status, eg, the sensitivity and specificity or the ROC curve. A source of bias in estimating these probabilities that is often unavoidable is created by the existence of a nonrandom selection mechanism for determining which patients initially tested will receive definitive verification of disease status. Correction for verification bias requires frequency data on the test results and any symptoms or other factors that influence selection for verification, both in the verified sample and in the source sample of patients tested.
机译:对诊断技术功效的关注激发了许多旨在量化各种测试和程序的歧视性的研究。这些研究主要集中在对给定疾病状态的结果条件概率的估计,例如,敏感性和特异性或ROC曲线。在估计这些概率时,通常不可避免的偏倚来源是由于存在一种非随机选择机制,用于确定哪些最初测试的患者将接受疾病状态的明确验证。验证偏倚的校正需要有关测试结果的频率数据以及影响验证选择的任何症状或其他因素,包括经过验证的样本和被测试患者的源样本。

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