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The Statistical Evaluation of Medical Tests for Classification and Prediction (Hardcover, New): Margaret Sullivan Pepe The Statistical Evaluation of Medical Tests for Classification and Prediction (Hardcover, New)
Margaret Sullivan Pepe
R7,418 Discovery Miles 74 180 Ships in 12 - 19 working days

This book describes statistical techniques for the design and evaluation of research studies on medical diagnostic tests, screening tests, biomarkers and new technologies for classification and prediction in medicine.

The Statistical Evaluation of Medical Tests for Classification and Prediction (Paperback, New): Margaret Sullivan Pepe The Statistical Evaluation of Medical Tests for Classification and Prediction (Paperback, New)
Margaret Sullivan Pepe
R3,085 Discovery Miles 30 850 Ships in 12 - 19 working days

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 accuracy are 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. Regression frameworks for assessing factors that influence test accuracy and for comparing tests while adjusting for such factors are presented. This book presents many worked examples of real data and should be of interest to practicing statisticians or quantitative researchers involved in the development of tests for classification or prediction in medicine.

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