Large-scale deep learning for metastasis detection in pathology reports.
No existing algorithm can reliably identify metastasis from pathology reports across multiple cancer types and the entire US population. In this study, we develop a deep learning model that automatically detects patients with metastatic cancer by using pathology reports from many laboratories and of multiple cancer types.
Author(s): Krawczuk, Patrycja, Fox, Zachary R, Petkov, Valentina, Negoita, Serban, Doherty, Jennifer, Stroup, Antoinette, Schwartz, Stephen, Penberthy, Lynne, Hsu, Elizabeth, Gounley, John, Hanson, Heidi A
DOI: 10.1093/jamiaopen/ooaf070