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DATA POINT 11 REGRESSION ANALYSIS A HICS INITIATIVE

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                                                                                                         Educational Note: Regression Analysis in Medical Statistics Regression analysis is a cornerstone of medical statistics, enabling researchers to explore and quantify relationships between variables. It helps determine how one or more independent variables (such as age, BMI, or blood pressure) influence a dependent variable (such as disease outcome, blood glucose level, or survival time). This method is vital for identifying risk factors, predicting outcomes, and evaluating treatment effects. Types of Regression Models Linear Regression: Examines continuous outcomes. For example, how systolic blood pressure changes with...

Data Point 10 TESTS OF CORRELATION A HICS INITIATIVE

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                                                                                                           Tests of Correlation Correlation analysis is a cornerstone of medical statistics, used to quantify the strength and direction of association between two variables. In clinical research, it helps investigators understand whether changes in one biological, physiological, or behavioral measure are associated with changes in another. Correlation does not imply causation, but it provides essential groundwork for hypothesis generation, risk factor identification, and model building. This write‑up provides a comprehensive overview of the major tests of correlation used in medical statistics, their assumptions, interpr...