Abstract Few adult patients with cancer enroll in oncology clinical trials. A rate-limiting step to trial enrollment is prescreening, involving clinical research staff manually abstracting unstructured health records to identify patients who meet eligibility criteria. Prescreening is time-consuming, labor-intensive, and prone to human error, resulting in under-identification of eligible patients.