Interpreting scientific evidence involves statistical analysis to determine the strength and significance of the associations observed. Epidemiologists use measures like relative risk, odds ratio, and confidence intervals to quantify relationships between exposures and outcomes. Understanding confounding variables and effect modification is also crucial for accurate interpretation.