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짝짓기 선별 검사 평가×ROC 분석 (수신자 조작 특성)×
분야역학통계학
계열Process / pipelineHypothesis test
기원 연도1980s–2000s (formalized alongside diagnostic accuracy methodology)1954 (signal detection); 1982 (AUC formalization)
창시자Methodological synthesis from matched case-control and diagnostic accuracy traditions (Pepe, Zhou, and others)Peterson, Birdsall & Fox (signal detection theory); Hanley & McNeil (medical statistics)
유형Observational diagnostic study with matched designDiagnostic accuracy evaluation
원전Pepe, 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 ↗
별칭matched diagnostic accuracy study, paired screening evaluation, matched-pair test performance study, matched screening assessmentROC curve analysis, AUC analysis, sensitivity-specificity analysis, diagnostic accuracy analysis
관련64
요약Matched 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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