This survey study of patients presenting to the emergency department with cancer found that the majority had seen a primary care provider with relevant symptoms. The study team concluded that many cancer diagnoses are initially missed, especially among women, older patients, racial and ethnic minority populations, and those with lower socioeconomic status.