
Biostatistics Manual for Health Research
A Practical Guide to Data Analysis
Description
Key Features
- Applies a practical and solution centric approach to support readers to successfully manage their research data
- Explains step-by-step the different biostatistical tests, including screenshots from the most common softwares used currently for easy consult
- Summarizes the content of each chapter in concise text boxes to help readers find the right information when needed
Readership
Table of Contents
1. Introduction to Biostatistics
Background
What is Biostatistics?
Role of Biostatistics
Aim of the book
Two Amazing concepts
Data and its types2. Data Management and SPSS environment
Data Documentation Sheet
Introduction to SPSS
Data entry and transfer
Data transformation3. Statistical tests of significance
Steps of hypothesis testing
Sampling errors
Types of statistical tests
Choosing a statistical test
P-values and effect sizes4. Parametric tests
Continuous outcomes
Parametric test assumptions
T tests
Independent t tests:
Paired t test
ANOVA
RMANOVA5. Non-parametric tests
Ordinal and Non-normal continuous outcomes
Mann Whitney U test
Wilcoxon Signed rank sum test
Non-parametric test with more than two comparison groups
Kruskal Wallis test
Friedman test6. Correlation
Continuous outcomes
Correlation versus Association
Pearson’s correlation test
Spearman’s correlation test
Correlation versus Concordance
Measuring agreement or replaceability: Kendall’s τ vs Kendall’s W versus κ test7. Categorical Variables
Introduction
Independent exposure variables
Chi Square test
Measuring the Strength of association of categorical variables
McNemar’s Chi Square test
Cochran Q test8. Testing for Validity
Diagnostic Accuracy indices
Categorical data validity
Continuous data validity (ROC)9. Testing for Reliability and Agreements
Inter-rater/Methods agreements in categorical data
Cohen’s Kappa test
Fleiss Kappa test
Inter-rater/Methods agreements in continuous data (Reliability tests)
Cronbach’s Alpha10. Survival Analysis
Introduction
Lead time bias
Kaplan-Meier plot with log-rank
Cox Regression11. Multivariate Analysis
Introduction
Linear Regression
Ordinal Regression
Logistic Regression12. Annexures
Effect Size for statistical tests
How to use this book effectively
Proposed agenda for training
Reporting style of statistical tests
SAMPL guidelines
Product details
- No. of pages: 250
- Language: English
- Copyright: © Academic Press 2023
- Published: April 17, 2023
- Imprint: Academic Press
- Paperback ISBN: 9780443185502
About the Authors
Nafis Faizi
Affiliations and Expertise
Yasir Alvi
Affiliations and Expertise
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