Advanced Bayesian Methods for Medical Test Accuracy
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ISBN-13:
9781439838785
Veröffentl:
2011
Erscheinungsdatum:
01.08.2011
Seiten:
488
Autor:
Lyle D Broemeling
Gewicht:
857 g
Format:
234x156x27 mm
Sprache:
Englisch
Beschreibung:
After a review of the usual measures, including specificity, sensitivity, positive predictive value, negative predictive value, and the area under the ROC curve, this book expands its scope to cover the more advanced topics of verification bias, diagnostic tests with imperfect gold standards, and medical tests where no gold standard is available. The author offers a practical treatment by including R and WinBUGS code in the examples and by employing the Bayesian approach throughout the text. He also provides practical problems at the end of each chapter.
Introduction. Medical Tests and Preliminary Information. Preview of the Book. Fundamentals of Diagnostic AccuracyRegression and Medical Test Accuracy. Agreement and Test Accuracy. Estimating Test Accuracy with an Imperfect Reference Standard. Verification Bias and Test Accuracy. Test Accuracy and Medical Practice. Accuracy of Combined Tests. Bayesian Methods for Meta-Analysis. Appendix: Introduction to WinBUGS.
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