Showing posts with label statistics. Show all posts
Showing posts with label statistics. Show all posts

Introduction to Statistical Methods for Clinical Trials (Chapman & Hall/CRC Texts in Statistical Science) Review

Introduction to Statistical Methods for Clinical Trials (Chapman and Hall/CRC Texts in Statistical Science)
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Introduction to Statistical Methods for Clinical Trials (Chapman & Hall/CRC Texts in Statistical Science) ReviewThe author are very accomplished statisticians with many years of clinical trial experience and research. DeMets along with Gordon Lan is famous for the alpha spending function approach that allowed added flexibility to group sequential trials. In addition to authoring several chapters of the book, Cook and Demets edited the book and invited other prominent researchers to contribute to the chapters. The other contributors are Robin Bechhofer, T. Charles Casper, Richard Chappell, Jens Eickhoff, Jan Feyzi, Marian Fisher, Kyungmann Kim, Rebecca Koscik, Mary Lindstrom, and Ellen Roecker.
The book covers a wide variety of topics and starts from the basics. But although some people equate introductory in a title to mean elementary that would be a wrong conclusion in this case. Many of the topics are advanced and involve state-of-the-art methodology. The area of adaptive designs is, for example, a very hot topic these days and is the subject of a great deal of research.
The chapters are very well written and include most of the crucial topics that come up in trial design and development. For example, in the first chapter randomization is discussed in detail as are issues of trial organization, ethical issues, the reasons why randomized clinical trials are important and some regulatory issues.
Chapter 2 covers problem definition, composite outcomes and the use of surrogate endpoints. Chapter 3 covers trial design for all phases of clinical trials and includes sections on early phase trials, phase III trials and the phase IV postmarketing trials. Methodology includes non-inferiority, screening , prevention, therapeutic and adaptive designs.
Chapter 4 deals with the important issue of sample size determination primarily using frequentist approaches. This chapter includes the sticky issues of how to deal with clustered data, survival data and censoring due to loss to follow-up and non-adherence to the protocol.
This is followed by complete chapters on randomization including response-adaptive randomization, data collection and data quality control, survival analysis. longitudinal data, quality of life data and instrument development, data monitoring and interim analysis, a chapter dealing with missing data, subgroup analysis, multiple testing and ways to avoid bias. The final chapter deals with the very important practical issues on how to close out a trial and prepare and report results.
I like this book both as a possible introductory text and as a reference for clinical trial statisticians. The appendix provide sophisticated methods of inference including Brownian motion, information theory, asymptotic theory and the delta method.
My only criticism of the book is lack of discussion of software. Statistical software pakages are crucial to the analysis of clinical trials with SAS being the most frequently used. Also there are now a number of fine packages for sample size determiniation and the design of group sequential trials. In this regard Demets and Lan have their own software product and Cytel has East which is now entering the area of adaptive trial design as is AddPlan by Wassmer and the software package produced by Mark Chang. So for a practical text on clinical trials the absence of coverage of the available software along with recommendations of what to use and how to use it is the one glaring omission of the book.
I especially recommend this book because from the methodologic viewpoint there is no other book with more depth or broader coverage. Longitudinal analysis and repeated measure designs are very important in clinical trials but are not often covered in introductory biostatistics courses. Chapter 8 covers random effects models, population-average, and subject-specific models and various sophisticated estimation techniques including restricted maximum likelihood estimation, two-stage estimation and generalized estimating equations.Introduction to Statistical Methods for Clinical Trials (Chapman & Hall/CRC Texts in Statistical Science) Overview

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Measurement, Design, and Analysis: An Integrated Approach Review

Measurement, Design, and Analysis: An Integrated Approach
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Measurement, Design, and Analysis: An Integrated Approach ReviewThis is an essential book for anyone doing advanced postgraduate research (especially PhD level). It is quite heavy reading but is a definitive reference on the use, interpretation and reporting of statistics, including lots of little known information about effect size, sample sizes, statistical power not covered in standard texts.
Best of all, it exposes lots of common misconceptions and mistakes committed in most published research - after reading this book, you will be amazed how often these mistakes are made even in papers published in top journals. You can be pretty sure that if you satisfy the (very rigorous) requirements of this book, that your thesis will get past any examiner!
A statistics book written FOR researchers BY researchers (rather than statisticians)Measurement, Design, and Analysis: An Integrated Approach Overview

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Measuring Health: A Guide to Rating Scales and Questionnaires Review

Measuring Health: A Guide to Rating Scales and Questionnaires
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Measuring Health: A Guide to Rating Scales and Questionnaires ReviewIn an era of accountability, McDowell and Newell do an excellent job of pulling together instruments to assess patients' health. Although this volume was primary designed for Occupational and Physical Therapists, it should have a broader audience. It includes over 80 instruments with a summary on how to employ each device with estimates of reliability and validity. They give more than adequate details to enable the professional to make decisions regarding the quality and appropriateness of each single measure. Users of these tools need to comprehend the extreme lengths that it took for McDowell and Newell to accomplish their task. Their work is truly impressive. On pages 47-50, the authors do a particularly good job explaining the difference between ADL and IADL.
In addition, the authors do a particularly good job in providing technical details needed by professionals to make decisions about the need and appropriateness of an instrument to serve the specific needs of a patient. Students who are learning about calibration of psychometric instruments will also find the work beneficial. They will immediately see the practical application of theoretical concepts presented in classroom decisions. I have placed this fine book on closed serve for students to use after my presentation on reliability and validity.
Every university library should adopt a copy this is fine monograph.Measuring Health: A Guide to Rating Scales and Questionnaires Overview

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Sampling: Design and Analysis (Advanced Series) Review

Sampling: Design and Analysis (Advanced Series)
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Sampling: Design and Analysis (Advanced Series) ReviewFor me the classic book on survey sampling is Cochran's. The second edition of Cochran was published in 1977 and there have been many advances since including the use of superpopulation models. Lohr provides the basic concepts first followed with many exercises at the end of the chapters. It is designed for a first course which could be taken by statistics majors or undergraduates in fields that use survey sampling such as business, sociology, psychology or biology. Many real surveys are presented and the standard topics (e.g. stratified and cluster sampling) are covered. Issues of nonresponse are also discussed. Chapter 12 covers topics not commonly seen in survey sampling texts including two-phase sampling and capture-recapture analysis. Warner's method of randomized response to deal with sensitive questionnaires is also covered in Chapter 12. It is also unusual in that it provides a great deal of coverage of resampling methods to estimate variance components including the bootstrap, jackknife and balanced repeated replicates. It also deals with regression and logistic regression in problems involving complex survey data. Missing data issues are also discussed as are imputation methods The book contains a many references to the literature and also includes a CD ROM with some data sets and a software program called SURVEY.Sampling: Design and Analysis (Advanced Series) Overview

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Research Methods for Organizational Studies Review

Research Methods for Organizational Studies
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Research Methods for Organizational Studies ReviewThis is an excellent book for beginners which states all the concepts of statistics as applied in research.Research Methods for Organizational Studies Overview

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Research Methods in Applied Settings: An Integrated Approach to Design and Analysis, Second Edition Review

Research Methods in Applied Settings: An Integrated Approach to Design and Analysis, Second Edition
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Research Methods in Applied Settings: An Integrated Approach to Design and Analysis, Second Edition Review
This was the required text for my recent research design and statistics class as part of my PhD coursework. As a novice in the research "game", this book certainly helped me at least become competent in basic research practices.
Of particular use to me were the various charts to help you make decisions on research design and statistical selection. These charts were linked well to following chapters to provide further depth of information on the relevant topics and were a go-to resource for assignments and my research proposal.
My studies are int he area of sport science, and one could argue that some of the text does not relate well to this field. I would agree with this statement, but would also argue that other texts also have this problem.
I am not experienced enough in research to fully recommend this text, nor can I make direct comparisons to other texts, but it certainly is a resource you should consider if you are teaching a research design class and/or feel you need a reference on your bookshelf in this area.
More reviews of books like this are on my blog, which is listed in my profile.Research Methods in Applied Settings: An Integrated Approach to Design and Analysis, Second Edition Overview

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