A Type I error, also known as a false positive, occurs when a study incorrectly rejects a true null hypothesis. In the context of cancer research, this means that a test or study suggests there is a significant effect or association when, in reality, there is none. Essentially, it indicates a finding of cancer or a treatment effect that does not actually exist.