False positives occur when a test incorrectly indicates the presence of a condition, leading to potential misdiagnosis or unnecessary interventions. Understanding and minimizing false positives is crucial in fields like medicine, cybersecurity, and machine learning to ensure accurate decision-making and resource allocation.