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Read book description The Statistical Evaluation of Medical Tests for Classification and Prediction (Oxford Statistical
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The Statistical Evaluation of Medical Tests for Classification and Prediction (Oxford Statistical Science Series)
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The Statistical Evaluation of Medical Tests for Classification and Prediction (Oxford Statistical Science Series)


Author: Margaret Sullivan Pepe
Manufacturer: Oxford University Press, USA
Keywords: Medical test
ISBN: 0198565828

Book description
This book describes statistical concepts and techniques for evaluating medical diagnostic tests and biomarkers for detecting disease. More generally, the techniques pertain to the statistical classification problem for predicting a dichotomous outcome. Measures for quantifying test accuracyare described including sensitivity, specificity, predictive values, diagnostic likelihood ratios and the Receiver Operating Characteristic Curve that is commonly used for continuous and ordinal valued tests. Statistical procedures are presented for estimating and comparing them. Regressionframeworks for assessing factors that influence test accuracy and for comparing tests while adjusting for such factors…


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