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233 Pages·2003·1.58 MB·English
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LANDES V a d e m e c u m LANDES LANDES V a d e m e c u m BIOSCIENCE BIOSCIENCE BIOSCIENCE V a d Table of contents Surgical e m 1. Epidemiologic Methods 8. An Introduction to Decision e for Surgery Analysis c u Arithmetic: 2. Introduction to Biostatistics: 9. Pharmacoeconomics m Describing and Drawing and Surgery Inferences from Data 10. The Costing of Medical 3. Interpretation of Diagnostic Resources Epidemiological, Statistical Tests and Outcome-Based Approach 11. Databases and Registries 4. Primer on Clinical Trials S u to Surgical Practice 12. “Do-It-Yourself Outcomes”: rg 5. Linear and Logistic Using Outcomes in Clinical ic Regression Analysis a Practice to Assess l A 6. Survival Analysis and Improve Quality of Care rith m 7. A Brief Introduction 13. Technology Assessment e to Meta-Analysis tic This is one of a new series of medical handbooks. It includes subjects generally not covered in other handbook series, especially many technology-driven topics that reflect the increasing influence of technology in clinical medicine. The name chosen for this comprehensive medical handbook series is Vademecum, a Latin word that roughly means “to carry along”. In the Middle Ages, traveling clerics carried pocket-sized books, excerpts of the carefully transcribed canons, known as Vademecum. In the 19th century a medical publisher in Germany, Samuel Karger, called a series of portable medical books Vademecum. The Vademecum books are intended to be used both in the training of physicians and the care of patients, by medical students, medical house staff and practicing physicians. We hope you will find them a valuable resource. R BarkJoseosen Lawrence Rosenberg All titles available at ISBN 1-57059-672-7 unphbe rg Lawrence Joseph www.landesbioscience.com Alan Barkun v a d e m e c u m Surgical Arithmetic: Epidemiological, Statistical and Outcome-Based Approach to Surgical Practice Lawrence Rosenberg, MD, PhD McGill University Montreal, Quebec, Canada Lawrence Joseph, PhD McGill University Montreal, Quebec, Canada Alan Barkun, MD, MSc McGill University Montreal, Quebec, Canada L A N D E S B I O S C I E N C E GEORGETOWN, TEXAS U.S.A. VADEMECUM Surgical Arithmetic: Epidemiological, Statistical and Outcome-Based Approach to Surgical Practice LANDES BIOSCIENCE Georgetown, Texas U.S.A. Copyright ©2000 Landes Bioscience All rights reserved. No part of this book may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Printed in the U.S.A. Please address all inquiries to the Publisher: Landes Bioscience, 810 S. Church Street, Georgetown, Texas, U.S.A. 78626 Phone: 512/ 863 7762; FAX: 512/ 863 0081 ISBN: 1-57059-672-7 Library of Congress Cataloging-in-Publication Data Surgical Arithmetic: Epidemiological, Statistical and Outcome-Based Approach to Surgical Practice / [editors], Lawrence Rosenberg, Lawrence Joseph, Alan Barkun. p.;cm.--(Vademecum) Includes bibliographical references and index. ISBN 1-57059-672-7 1. Surgery--statistical methods. 2. Epidemiology--statistical methods. I. Rosenberg, Lawrence, M.D. II. Joseph, Lawrence, Ph.D. III. Barkun, Alan. IV. Title. V. Series. [DNLM: 1. Statistics--methods. 2. Surgery. 3. Models, Statistical. WA 950 S961 2000] RD29.7.S87 2000 617'005'195--dc21 00-057734 While the authors, editors, sponsor and publisher believe that drug selection and dosage and the specifications and usage of equipment and devices, as set forth in this book, are in accord with current recommendations and practice at the time of publication, they make no warranty, expressed or implied, with respect to material described in this book. In view of the ongoing research, equipment development, changes in governmental regulations and the rapid accumulation of information relating to the biomedical sciences, the reader is urged to carefully review and evaluate the information provided herein. Dedication To our students and colleagues Contents 1. Epidemiologic Methods for Surgery .................................1 Jean-François Boivin and Alan Barkun Descriptive Epidemiology...........................................................................1 Analytic Epidemiology................................................................................2 Cohort Studies............................................................................................3 Case-Control Studies..................................................................................4 Person-Time...............................................................................................5 Interpretation of Results.............................................................................7 Temporal Sequence.....................................................................................7 Precision.....................................................................................................8 Bias.............................................................................................................9 Confounding..............................................................................................9 Selection Bias............................................................................................11 Observation Bias.......................................................................................11 Conclusion...............................................................................................12 2. Introduction to Biostatistics: Describing and Drawing Inferences from Data ......................................................14 Lawrence Joseph 1. Introduction.........................................................................................14 2. Descriptive Statistics.............................................................................15 3. Probability............................................................................................21 4. Drawing Statistical Inferences About a Population from a Sample.........32 5. Statistical Inference for Two or More Proportions.................................40 6. Statistical Inference for Means ..............................................................44 7. Nonparametric Inference......................................................................48 8. Sample Size Calculations.......................................................................51 9. Bayesian Inference ................................................................................53 Conclusions..............................................................................................62 3. Interpretation of Diagnostic Tests...................................64 Joseph Romagnuolo, Alan N. Barkun and Lawrence Joseph Diagnostic Tests and the 2 x 2 Table .........................................................64 Sensitivity and Specificity vs Predictive Values...........................................65 Odds and Likelihood Ratios.....................................................................68 Bayes Theorem and Posttest Probabilities..................................................71 Choosing the Best Cutoff Value................................................................74 The Screening Test—Special Considerations.............................................78 Approach to a Study Examining a Diagnostic Test....................................80 Summary..................................................................................................81 4. Primer on Clinical Trials.................................................84 Robin S. McLeod 1. Determining the Question....................................................................85 2. Selection of Subjects.............................................................................86 3. Allocating Subjects................................................................................87 4. Describing the Maneuver......................................................................89 5. Measuring Outcome.............................................................................92 6. Analyzing the Data...............................................................................95 7. Estimating the Sample Size...................................................................98 8. Ethical Considerations..........................................................................99 9. Administrative Issues ..........................................................................100 Conclusions............................................................................................101 5. Linear and Logistic Regression Analysis .......................104 R. Platt 1. Introduction.......................................................................................104 2. Simple Linear Regression....................................................................105 3. Multiple Linear Regression.................................................................112 4. Logistic Regression..............................................................................116 5. Confounding and Causation...............................................................118 6. Effect Modification or Interaction ......................................................118 7. Conclusion and Literature Review......................................................120 6. Survival Analysis...........................................................122 David B. Wolfson and Cyr Emile M’Lan 1. Introduction.......................................................................................122 2. What Is Survival Analysis?...................................................................123 3. Censoring...........................................................................................123 4. Notation and Terminology..................................................................125 5. Nonparametric Methods.....................................................................126 6. The Comparison of Two Survival Distributions..................................129 7. Parametric Models..............................................................................131 8. Covariates...........................................................................................132 9. An Example of a Survival Analysis ......................................................135 Closing Remark......................................................................................141 7. A Brief Introduction to Meta-Analysis..........................143 Lawrence Joseph 1. Introduction—Why Consider Meta-Analysis?....................................143 2. What Is the Question, and Which Studies Should Be Included?.........144 3. Fixed Effects Meta-Analytic Methods..................................................147 4. Random Effects Meta-Analysis Models...............................................153 5. Summary of the Application...............................................................157 6. Conclusion.........................................................................................157 8. An Introduction to Decision Analysis...........................159 Alan Barkun, Neena Abraham and Lawrence Joseph Clinical Judgement and the Science of Decision Making........................159 Introduction to the Basic Principles of Decision Making........................160 Incorporating Cost-Effectiveness in Your Decision Analysis....................168 The Final Analysis ..................................................................................169 9. Pharmacoeconomics and Surgery .................................171 Pierre MacNeil and Lawrence Rosenberg Introduction...........................................................................................171 What Is Pharmacoeconomics?.................................................................171 Comparators and Perspective in a Pharmacoeconomics Analysis.............172 Costs and Consequences.........................................................................173 Different Types of Pharmacoeconomic Analysis......................................174 Cost-Minimization Analysis....................................................................174 Cost-Effectiveness Analysis.....................................................................175 Obtaining and Using Effectiveness Data.................................................177 Presentation of the Results......................................................................177 Cost-Utility Analysis...............................................................................178 How Is Utility Measured? .......................................................................179 Human Capital.......................................................................................180 Observed or Expressed Individual Preferences.........................................181 Other Issues Surrounding Pharmacoeconomics.......................................181 Conclusion.............................................................................................183 10. The Costing of Medical Resources................................186 Ralph Crott Introduction...........................................................................................186 Costs or Charges?....................................................................................186 Defining the Medical Intervention..........................................................187 Defining the Study Viewpoint or Perspective..........................................187 Defining the Time Period of Cost Coverage............................................188 Defining Types of Costs..........................................................................189 Indirect Costs.........................................................................................190 Transfer Costs.........................................................................................191 Unrelated Future Costs...........................................................................191 Defining the Resource Items to Be Collected..........................................192 Collecting Data on Resources Used ........................................................192 Estimating Unit Costs of Resources........................................................193 Total, Average and Marginal Cost...........................................................194 Correcting for Time Preference...............................................................196 Correcting for Inflation ..........................................................................197 Micro-Costing versus Gross Costing.......................................................198 Conclusions............................................................................................198 11. Databases and Registries...............................................200 J. Sampalis Overview................................................................................................200 1. Defining the Purpose..........................................................................200 2. Identifying the Patient Population ......................................................201 3. Determining the Variable Set..............................................................202 4. Direction and Follow-Up....................................................................204 5. The Data Collection Process...............................................................204 6. Data Management..............................................................................206 7. Record Linkage...................................................................................208 8. Statistical Uses of Registries.................................................................209 Conclusion.............................................................................................210 12. “Do-it-yourself Outcomes”: Using Outcomes in Clinical Practice to Assess and Improve Quality of Care............212 Liane Feldman and Jeffrey Barkun Evolution of the Outcomes Movement...................................................212 Quality and Outcomes of Care: Definitions............................................214 Continuous Quality Improvement (CQI): Using Outcomes to Improve Quality.................................................................................216 Limitations of Outcome Evaluation........................................................218 “Do It Yourself Outcomes” in Everyday Practice.....................................220 Example: Pilot Project of Outcomes Assessment.....................................221 Conclusions............................................................................................225 13. Technology Assessment.................................................230 Jeffrey Barkun and Alan Barkun Introduction...........................................................................................230 The Need for Technology Assessment.....................................................231 Models of Technology Assessment...........................................................231 The Types of Technologies to Be Assessed...............................................232 The Development of a Technology–The Life Cycle of Technology Assessment.......................................................................233 The Timing of Technology Assessment...................................................235 Diffusion of Study Results......................................................................236 Special Issues in Health Technology Assessment......................................237 The Status of Health Technology Assessment Worldwide........................238 Ethical Issues in Technology Assessment.................................................238 Conclusion.............................................................................................239 Index.............................................................................243 Editors Lawrence Rosenberg, MD, PhD Division of Surgical Research Department of Surgery McGill University Montreal, Quebec, Canada Chapter 9 Lawrence Joseph, PhD Division of Clinical Epidemiology Montreal General Hospital Department of Epidemiology and Biostatistics McGill University Montreal, Quebec, Canada Chapters 2, 3, 7, 8 Alan Barkun, MD, MSc Division of Gastroenterology Department of Epidemiology and Biostatistics McGill University Montreal, Quebec, Canada Chapters 1, 3, 8, 12, 13 Contributors Neena Abraham Ralph Crott Division of Gastroenterology Pharmacoeconomics McGill University Health Centre Faculty of Pharmacy Montreal, Quebec, Canada University of Montreal Chapter 8 Montreal, Quebec, Canada Chapter 10 Jeffrey Barkun Divisions of General Surgery, Liane Feldman Epidemiology and Biostatistics Department of General Surgery McGill University Health Centre Montreal General Hospital Montreal, Quebec, Canada McGill University Chapter 13 Montreal, Quebec, Canada Chapter 12 Jean-François Boivin Centre for Clinical Epidemiology Pierre MacNeil and Community Studies Special Products Sir Mortimer B. Davis Jewish Merck Frosst Canada and Co. General Hospital Montreal, Quebec, Canada Department of Epidemiology Chapter 9 and Biostatistics McGill University Cyr Emile M’Lan Montreal, Quebec, Canada Department of Mathematics and Statistics Chapter 1 McGill University Montreal, Quebec, Canada Chapter 6 Robin S. McLeod Joseph Romagnuolo Division of General Surgery Division of Gastroenterology Mount Sinai Hospital McGill University Departments of Surgery Montreal, Quebec, Canada and Public Health Sciences Chapter 3 University of Toronto Toronto, Ontario, Canada J. Sampalis Chapter 4 Division of Clinical Epidemiology Montreal General Hospital R. Platt Montreal, Quebec, Canada Montreal Children's Hospital Chapter 11 Research Institute Department of Epidemiology David B. Wolfson and Biostatistics Department of Mathematics McGill University and Statistics Montreal, Quebec, Canada McGill University Chapter 5 Montreal, Quebec, Canada Chapter 6

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Epidemiological, Statistical and Outcome-Based Approach to Surgical Practice. LANDES . Introduction to Biostatistics: Describing and Drawing.
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