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Lowering the Age Threshold for Low-Dose CT Lung Cancer Screening Eligibility

Screening eligibility criteria in preventive medicine are calibrated against population-level risk factors (age, cumulative exposure history, and demographic disparities in disease incidence) to balance early-detection benefit against harms such as false-positive rates. Risk-stratification methodology in epidemiology combines a validated risk score (e.g., polygenic risk for a genetically influenced disease) with modifiable lifestyle factors to assess whether behavioral change can offset inherited risk independent of genetic category. These principles belong to preventive medicine and clinical epidemiology, informing how professional guideline bodies set screening thresholds and evaluate risk-benefit tradeoffs at a population scale.