Statistical Methods in Diagnostic Medicine ( Wiley Series in Probability and Statistics )

Publication series :Wiley Series in Probability and Statistics

Author: Xiao-Hua Zhou  

Publisher: John Wiley & Sons Inc‎

Publication year: 2009

E-ISBN: 9780470317921

P-ISBN(Hardback):  9780471347729

Subject: R311 medical mathematics

Language: ENG

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Description

An important role of diagnostic medicine research is to estimate and compare the accuracies of diagnostic tests. This book provides a comprehensive account of statistical methods for design and analysis of diagnostic studies, including sample size calculations, estimation of the accuracy of a diagnostic test, comparison of accuracies of competing diagnostic tests, and regression analysis of diagnostic accuracy data. Discussing recently developed methods for correction of verification bias and imperfect reference bias, methods for analysis of clustered diagnostic accuracy data, and meta-analysis methods, Statistical Methods in Diagnostic Medicine explains:
* Common measures of diagnostic accuracy and designs for diagnostic accuracy studies
* Methods of estimation and hypothesis testing of the accuracy of diagnostic tests
* Meta-analysis
* Advanced analytic techniques-including methods for comparing correlated ROC curves in multi-reader studies, correcting verification bias, and correcting when an imperfect gold standard is used
Thoroughly detailed with numerous applications and end-of-chapter problems as well as a related FTP site providing FORTRAN program listings, data sets, and instructional hints, Statistical Methods in Diagnostic Medicine is a valuable addition to the literature of the field, serving as a much-needed guide for both clinicians and advanced students.

Chapter

Preface

pp.:  1 – 15

Acknowledgments

pp.:  15 – 17

1. Introduction

pp.:  17 – 19

I. BASIC CONCEPTS AND METHODS

pp.:  19 – 31

2. Measures of Diagnostic Accuracy

pp.:  31 – 33

3. The Design of Diagnostic Accuracy Studies

pp.:  33 – 75

4. Estimation and Hypothesis Testing in a Single Sample

pp.:  75 – 118

5. Comparing the Accuracy of Two Diagnostic Tests

pp.:  118 – 183

6. Sample Size Calculation

pp.:  183 – 213

7. Issues in Meta-Analysis for Diagnostic Tests

pp.:  213 – 240

II. ADVANCED METHODS

pp.:  240 – 259

8. Regression Analysis for Independent ROC Data

pp.:  259 – 261

9. Analysis of Correlated ROC Data

pp.:  261 – 292

10. Methods for Correcting Verification Bias

pp.:  292 – 325

11. Methods for Correcting Imperfect Standard Bias

pp.:  325 – 377

12. Statistical Methods for Meta-Analysis

pp.:  377 – 414

Index

pp.:  414 – 437

LastPages

pp.:  437 – 464

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