Misleading conclusions in epidemiology refer to incorrect or erroneous interpretations of data or findings from epidemiological studies. These can arise from various sources such as improper study design, flawed data analysis, or biases that distort the true relationship between exposure and outcomes. Misleading conclusions can have significant ramifications, including misinforming public health policies and interventions.