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Preface | |
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Introduction | |
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Terminology | |
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Population, Sample, and Element | |
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Descriptive vs. Inferential Statistics | |
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Parameter vs. Statistic | |
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Sampling Error vs. Selection Bias | |
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Imprecision vs. Bias (Inaccuracy) | |
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Validity vs. Reliability | |
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Independent vs. Dependent Variables | |
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Normal (Gaussian), Skewed, and Kurtotic curves | |
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Multiplication and Addition Rules of Probability | |
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Statistical Significance vs. Clinical Significance | |
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Statistical Abnormality vs. Clinical Abnormality | |
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Mean, Median, and Mode | |
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Mean | |
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Median | |
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Mode | |
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What's Wrong Here? *#!! | |
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Range, Variance, and Standard Deviation | |
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Range | |
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Variance | |
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Standard Deviation | |
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Coefficient of Variation | |
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Kinds of Data | |
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Nominal Data | |
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Ordinal Data | |
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Interval Data | |
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Ratio Data | |
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Research Design | |
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Kinds of Studies | |
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Randomized Control Studies | |
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Matching Studies | |
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Stratified Randomization Studies | |
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Blind Studies | |
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Prospective (Cohort; Longitudinal) Studies | |
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Retrospective (Case-control) Studies | |
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Cross-sectional (Prevalence) Studies | |
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Experimental vs. Observational Studies | |
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Case Series and Case Reports | |
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Meta-analysis | |
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Crossover, Between-subjects, and Within-subjects Studies | |
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Therapeutic Trials | |
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Kinds of Graphs | |
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Bar Graphs (Bar Charts) | |
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Tables | |
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Histograms | |
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Line Graphs | |
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Cumulative Frequency Curves | |
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Box-and-Whiskers Plots | |
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Stem-and-Leaf Plots | |
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Scattergrams | |
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Survival Curves | |
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Hypothesis Testing | |
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The Null and Alternative Hypotheses | |
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Rejecting the Null Hypothesis | |
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Statistical Tests | |
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Parametric vs. Nonparametric Tests | |
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Descriptive Statistics | |
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The Z-score | |
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Inferential Statistics | |
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Confidence Intervals vs. Hypothesis Testing and P-values | |
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Standard Error of the Mean (SEM) | |
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The Central Limit Theorem | |
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Standard Error of the Mean | |
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The t-Test | |
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The Meaning of the t-Test | |
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Comparing Two Samples | |
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One-Tailed Vs. Two-Tailed Studies | |
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The Two-Tailed Test | |
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The One-Tailed Test | |
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P-Ing (PEE-ING) All Over the Place | |
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Type I and Type II Errors | |
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Type I and Type II Errors | |
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Power | |
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Effect Size | |
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Bayesian Thinking | |
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Calculation of Sample Size | |
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ANOVA (Analysis of Variance) | |
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ANOVA and F-ratio | |
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MANOVA and ANCOVA | |
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Correlation and Regression | |
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Correlation Techniques | |
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Correlation Does Not Mean Causation | |
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Criteria of Causality | |
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Regression | |
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Kinds of Regression Analysis | |
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Regression to the Mean | |
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Nonparametric Tests | |
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Chi-Square (X<sup>2</sup>) Goodness-of-Fit Test | |
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Nonparametric Tests That Use Ranking | |
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Nonparametric Tests That Do Not Use Ranking | |
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Epidemiological Tests | |
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Incidence vs. Prevalence | |
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Mortality, Morbidity, and Case Fatality | |
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Absolute Risk vs. Relative Risk (RR) | |
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Odds and Odds Ratio (Relative Odds) | |
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Absolute Risk Reduction (Attributable Risk) vs. Relative Risk Reduction | |
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Number Needed to Treat (NNT) | |
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Number Needed to Harm (NNH) | |
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Sensitivity vs. Specificity | |
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Positive and Negative Predictive Values | |
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Are the Research Conclusions Correct? | |
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What's Wrong Here? | |
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Who Says So? | |
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How Does the Researcher Know? | |
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What's Missing? | |
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Did Someone Change the Subject? | |
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Does It Make Sense? | |
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The Z table | |
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The t table | |
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The Chi-Square Table | |
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References | |
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Index | |