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A Guide to Sample Size for Animal-based Studies
Wiley-Blackwell
Author | : | Penny S. Reynolds |
価格:12,320円 (本体 11,200円+税) 送料サービス
・Release: 2023
・ISBN: 9781119799979
・288 Pages
・Trim Size: 170 X 113 X 244 ・Paperback
Description
A Guide to Sample Size for Animal-based Studies
Understand a foundational area of experimental design with this innovative reference
Animal-based research is an essential part of basic and preclinical research, but poses a unique set of experimental design challenges. The most important of these are the 3Rs − Replacement, Reduction and Refinement − the principles comprising the ethical framework for humane animal-based studies. However, many researchers have difficulty navigating the design trade-offs necessary to simultaneously minimize animal use, and produce scientific information that is both rigorous and reliable.
A Guide to Sample Size for Animal-based Studies meets this need with a thorough, accessible reference work to the subject. This book provides a straightforward systematic approach to “rightsizing” animal-based experiments, with sample size estimates based on the fundamentals of statistical thinking: structured research questions, variation control and appropriate design of experiments. The result is a much-needed guide to planning animal-based experiments to ensure scientifically valid and reliable results.
This book offers:
- Step-by-step guidance in diverse methods for approximating and refining sample size
- Detailed treatment of research topics specific to animal-based research, including pilot, feasibility and proof-of-concept studies
- Sample size approximation methods for different types of data − binary, continuous, ordinal, time to event − and different study types − description, comparison, nested designs, reference interval construction and dose-response studies
- Numerous worked examples, using real data from published papers, together with SAS and R code
A Guide to Sample Size for Animal-based Studies is a must-have reference for preclinical and veterinary researchers, as well as ethical oversight committees and policymakers.
Table Of Contents
- Preface vii
- Acknowledgements viii
- Part I. What is Sample Size?
- The Sample Size Problem in Animal-Based Research 3
- Sample Size Basics 9
- Ten Strategies to Increase Information (and Reduce Sample Size) 17
- Part II. Sample Size for Feasibility and Pilot Studies
- Why Pilot Studies? 35
- Operational Pilot Studies: ‘Can It Work?’ 47
- Empirical and Translational Pilots 57
- Feasibility Calculations: Arithmetic 81
- Feasibility: Counting Subjects 89
- Part III. Sample Size for Description
- Descriptions and Summaries 103
- Confidence Intervals and Precision 111
- Prediction Intervals 127
- Tolerance Intervals 133
- Reference Intervals 143
- Part IV. Sample Size for Comparison
- Sample Size and Hypothesis Testing 155
- A Bestiary of Effect Sizes 167
- Comparing Two Groups: Continuous Outcomes 181
- Comparing Two Groups: Proportions 189
- Time-to-Event (Survival) Data 199
- Comparing Multiple Factors 211
- Hierarchical or Nested Data 233
- Ordinal Data 249
- Dose-Response Studies 257
- Index 267