In the context of epidemiology, misleading associations refer to apparent links between variables that are not genuine. These associations can arise due to various factors and can lead to incorrect conclusions about the causes or risk factors of a disease. Misleading associations can significantly impact public health policies and clinical practices if not identified and addressed properly.