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Two Simple Regression Models Were Used to Predict a Single

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Two simple regression models were used to predict a single dependent variable. Both models were highly significant, but when the two independent variables were placed in the same multiple regression model for the dependent variable, R² did not increase substantially and the parameter estimates for the model were not significantly different from 0. This is probably an example of collinearity.

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Definitions:

Incidence

The occurrence, rate, or frequency of a disease, crime, or something undesirable within a specified population or area.

Prevalence

The proportion of individuals in a population who have a particular disease or condition at a specific time.

Risk Factors

Elements or conditions that increase the likelihood of developing a disease or injury, including genetic, environmental, and lifestyle factors.

Scientific Method

A systematic and logical approach to discovering how things in the universe work, involving observation, experimentation, and data analysis.

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