Ryan Goodson

Machine learning for population-level risk prediction of future cholangiocarcinoma

Summary Background The poor prognosis of cholangiocarcinoma (CCA) is largely driven by rapid, asymptomatic disease progression, which usually results in a late diagnosis in the absence of established screening strategies. An early, cost-effective, and universally applicable risk assessment strategy would therefore be v...