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Initial screening visit coding: Primary diagnosis: Z12.2 (Encounter for screening for malignant neoplasm of respiratory organs) Risk factors: F17.210 (current smoker) or Z87.891 (former smoker) This applies when NO nodules are found on the screening CT Screening that identifies a nodule: Primary diagnosis: R91.1 (if solitary nodule found) or R91.8 (if multiple nodules found) Secondary diagnosis: Z12.2 can still be included to show this was a screening encounter Risk factors: Include tobacco codes Subsequent surveillance imaging: Once a nodule is found, follow-up CTs are no longer "screening",they're diagnostic surveillance

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Sampling has numerous benefits, including cost and time efficiency, flexibility for learning huge populations, and the capacity to collect accurate, reliable insights from a representative fraction, allowing for focused analysis and reducing resource needs

In 2016, alcohol consumption was one of the leading risk factors for cancer development and cancer death globally, causing an estimated 376,200 cancer deaths, representing 4.2% of all cancer deaths