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    Observer Performance Methods for Diagnostic Imaging

    Foundations, Modeling, and Applications with R-Based Examples

    AvDev P. Chakraborty

    Häftad, Engelska, 2021

    Del i serien Imaging in Medical Diagnosis and Therapy

    785 kr

    Beställningsvara. Skickas inom 10-15 vardagar. Fri frakt över 249 kr.

    Fler format och utgåvor

    Inbunden

    3 032 kr

    E-bok

    933 kr

    Beskrivning

    "This book presents the technology evaluation methodology from the point of view of radiological physics and contrasts the purely physical evaluation of image quality with the determination of diagnostic outcome through the study of observer performance. The reader is taken through the arguments with concrete examples illustrated by code in R, an open source statistical language." – from the Foreword by Prof. Harold L. Kundel, Department of Radiology, Perelman School of Medicine, University of Pennsylvania"This book will benefit individuals interested in observer performance evaluations in diagnostic medical imaging and provide additional insights to those that have worked in the field for many years."– Prof. Gary T. Barnes, Department of Radiology, University of Alabama at BirminghamThis book provides a complete introductory overview of this growing field and its applications in medical imaging, utilizing worked examples and exercises to demystify statistics for readers of any background. It includes a tutorial on the use of the open source, widely used R software, as well as basic statistical background, before addressing localization tasks common in medical imaging. The coverage includes a discussion of study design basics and the use of the techniques in imaging system optimization, memory effects in clinical interpretations, predictions of clinical task performance, alternatives to ROC analysis, and non-medical applications.Dev P. Chakraborty, PhD, is a clinical diagnostic imaging physicist, certified by the American Board of Radiology in Diagnostic Radiological Physics and Medical Nuclear Physics. He has held faculty positions at the University of Alabama at Birmingham, University of Pennsylvania, and most recently at the University of Pittsburgh.

    Produktinformation

    • Utgivningsdatum:2021-03-31
    • Mått:178 x 254 x 32 mm
    • Vikt:453 g
    • Format:Häftad
    • Språk:Engelska
    • Serie:Imaging in Medical Diagnosis and Therapy
    • Antal sidor:542
    • Förlag:Taylor & Francis Ltd
    • ISBN:9780367781637

    Utforska kategorier

    • Biokemisk teknik inom Naturvetenskap och teknik
    • Nuklearmedicin inom Medicin
    • Fysik inom Naturvetenskap och teknik

    Mer om författaren

    Dev P. Chakraborty received his PhD in physics in 1977 from the University of Rochester, NY. Following postdoctoral fellowships at the University of Pennsylvania (UPENN) and the University of Alabama at Birmingham (UAB), since 1982 he has worked as a clinical diagnostic imaging physicist. He is American Board of Radiology certified in Diagnostic Radiological Physics and Medical Nuclear Physics (1987). He has held faculty positions at UAB (1982 - 1988), UPENN (1988-2002) and the University of Pittsburgh (2002-2016). At UPENN he supervised hospital imaging equipment quality control, resident physics instruction and conducted independent research. He is an author on 78 peer-reviewed publications, the majority of which are first-authored. He has received research funding from the Whittaker Foundation, the Office of Women's Health, the FDA, the DOD, and has served as principal investigator on several NIH RO1 grants.

    Recensioner i media

    "This book will benefit individuals interested in observer performance evaluations in diagnostic medical imaging and provide additional insights to those that have worked in the field for many years."— from the Foreword by Gary T. Barnes, Professor Emeritus, Department of Radiology, University of Alabama Birmingham"As opposed to most of the books with a primary statistical orientation, this book presents the technology evaluation methodology from the point of view of radiological physics and contrasts the purely physical evaluation of image quality with the determination of diagnostic outcome through the study of observer performance. The reader is taken through the arguments with concrete examples illustrated by code in R, an open source statistical language." —Harold L. Kundel, Emeritus Professor, Department of Radiology, Perelman School of Medicine, University of Pennsylvania

    Innehållsförteckning

    • 1 PreliminariesPART A The receiver operating characteristic (ROC) paradigm2 The binary paradigm3 Modeling the binary task4 The ratings paradigm5 Empirical AUC6 Binormal model7 Sources of variability in AUCPART B Two significance testing methods for the ROC paradigm8 Hypothesis testing9 Dorfman–Berbaum–Metz–Hillis (DBMH) analysis10 Obuchowski–Rockette–Hillis (ORH) analysis11 Sample size estimationPART C The free-response ROC (FROC) paradigm12 The FROC paradigm13 Empirical operating characteristics possible with FROC data14 Computation and meanings of empirical FROC FOM-statistics and AUC measures15 Visual search paradigms16 The radiological search model (RSM)17 Predictions of the RSM18 Analyzing FROC data19 Fitting RSM to FROC/ROC data and key findingsPART D Selected advanced topics20 Proper ROC models21 The bivariate binormal model22 Evaluating standalone CAD versus radiologists23 Validating CAD analysis
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