There are several sources of uncertainty, variability, error, and bias when assessing the health effects of radiation exposure. These include a lack of scientific data, imperfect knowledge, variability across populations and over time, inherent randomness, insufficient sample sizes, problem assumptions, judgment biases, selective use of evidence, and difficulties determining causality. Proper consideration of all these factors is important for drawing accurate conclusions about health risks.