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ঝুঁকি-সমন্বিত রোগনির্ণয় নির্ভুলতা অধ্যয়ন×লজিস্টিক রিগ্রেশন×
ক্ষেত্রমহামারীবিদ্যাগবেষণা পরিসংখ্যান
পরিবারProcess / pipelineProcess / pipeline
উদ্ভবের বছরConceptual roots 1980s–1990s; covariate-adjusted ROC formally introduced 20091958
প্রবর্তকMargaret Pepe and colleagues; covariate-adjusted ROC formalized by Janes & Pepe (2009)David Roxbee Cox
ধরনObservational clinical study design with covariate adjustmentMethod
মৌলিক উৎসPepe, M. S. (2003). The Statistical Evaluation of Medical Tests for Classification and Prediction. Oxford University Press. ISBN: 978-0198509844Cox, D. R. (1958). The regression analysis of binary sequences. Journal of the Royal Statistical Society, Series B, 20(2), 215–242. DOI ↗
অপর নামcase-mix-adjusted diagnostic accuracy, stratified diagnostic accuracy study, covariate-adjusted diagnostic accuracy, risk-stratified DTA studylogit model, binomial logistic regression, LR
সম্পর্কিত63
সারসংক্ষেপA risk-adjusted diagnostic accuracy study evaluates how well an index test identifies a target condition while explicitly accounting for patient-level risk factors that influence either disease prevalence or test performance. By adjusting for case-mix, it yields accuracy estimates — sensitivity, specificity, and AUC — that are not confounded by the composition of the study sample, enabling fairer comparisons across populations and clinical settings.Logistic regression is a statistical method for modeling the probability of a binary outcome (disease present/absent, success/failure) as a function of continuous and categorical predictors. Developed by David Roxbee Cox (1958), it solves the problem of predicting categorical outcomes by applying a logistic transformation to constrain predictions to the [0,1] probability interval, enabling accurate risk stratification, diagnostic prediction, and causal inference in epidemiology, medicine, and social science.
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ScholarGateপদ্ধতির তুলনা করুন: Risk-adjusted diagnostic accuracy study · Logistic Regression. 2026-06-18 তারিখে সংগৃহীত, উৎস: https://scholargate.app/bn/compare