Can-SAVE integrates survival analysis outputs into gradient boosting on EHR data to achieve 4-10x higher cancer detection rates in a 1.9M-patient retrospective study and +91% detection with +36% coverage in a 426K-patient prospective pilot.
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Can-SAVE: Deploying Low-Cost and Population-Scale Cancer Screening via Survival Analysis Variables and EHR
Can-SAVE integrates survival analysis outputs into gradient boosting on EHR data to achieve 4-10x higher cancer detection rates in a 1.9M-patient retrospective study and +91% detection with +36% coverage in a 426K-patient prospective pilot.