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领域流行病学统计学
方法族Process / pipelineHypothesis test
起源年份1980s–2000s (formalized alongside diagnostic accuracy methodology)1954 (signal detection); 1982 (AUC formalization)
提出者Methodological synthesis from matched case-control and diagnostic accuracy traditions (Pepe, Zhou, and others)Peterson, Birdsall & Fox (signal detection theory); Hanley & McNeil (medical statistics)
类型Observational diagnostic study with matched designDiagnostic accuracy evaluation
开创性文献Pepe, M. S. (2003). The Statistical Evaluation of Medical Tests for Classification and Prediction. Oxford University Press. ISBN: 978-0198509844Hanley, J. A., & McNeil, B. J. (1982). The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology, 143(1), 29–36. DOI ↗
别名matched diagnostic accuracy study, paired screening evaluation, matched-pair test performance study, matched screening assessmentROC curve analysis, AUC analysis, sensitivity-specificity analysis, diagnostic accuracy analysis
相关64
摘要Matched screening test evaluation assesses the sensitivity, specificity, and predictive values of a screening or diagnostic test using a matched design, in which disease-positive cases are paired with one or more disease-free controls selected to share key characteristics such as age, sex, or clinical setting. Matching controls for confounders before measuring test performance produces more precise and less biased estimates of diagnostic accuracy, and enables direct paired comparisons of competing tests within the same subjects.ROC analysis evaluates how well a continuous or ordinal test variable discriminates between two binary outcome classes. By plotting the true positive rate (sensitivity) against the false positive rate (1 − specificity) across all decision thresholds, it produces a curve whose area under the curve (AUC) quantifies overall discriminative power, ranging from 0.5 (chance) to 1.0 (perfect discrimination).
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ScholarGate方法对比: Matched Screening Test Evaluation · ROC analysis. 于 2026-06-17 检索自 https://scholargate.app/zh/compare