Biostatistics

  1. Analysis of Variance (ANOVA)
    1. One-Way ANOVA
      1. Conceptual Framework
        1. Between-Group vs Within-Group Variation
          1. F-Ratio and Interpretation
          2. Assumptions
            1. Normality of Residuals
              1. Homogeneity of Variance
                1. Independence of Observations
                2. ANOVA Table
                  1. Sources of Variation
                    1. Degrees of Freedom
                      1. Mean Squares and F-Statistic
                      2. Post-Hoc Comparisons
                        1. Multiple Comparison Problem
                          1. Tukey's HSD Test
                            1. Bonferroni Correction
                              1. Scheffe's Method
                                1. Dunnett's Test
                                2. Effect Size Measures
                                  1. Eta-Squared
                                    1. Omega-Squared
                                  2. Two-Way ANOVA
                                    1. Factorial Design Concepts
                                      1. Main Effects
                                        1. Interaction Effects
                                        2. Model Components
                                          1. Factor A Main Effect
                                            1. Factor B Main Effect
                                              1. A × B Interaction
                                              2. Interpretation Strategies
                                                1. Significant Interaction
                                                  1. Non-Significant Interaction
                                                    1. Simple Effects Analysis
                                                  2. Repeated Measures ANOVA
                                                    1. Within-Subjects Design
                                                      1. Advantages and Applications
                                                        1. Sphericity Assumption
                                                        2. Mixed-Effects ANOVA
                                                          1. Between and Within Factors
                                                            1. Interpretation Complexities
                                                          2. Non-Parametric Alternatives
                                                            1. Kruskal-Wallis Test
                                                              1. When to Use
                                                                1. Interpretation
                                                                2. Friedman Test
                                                                  1. Repeated Measures Alternative

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                                                              10. Statistical Inference

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                                                              12. Correlation and Simple Regression