The base DeepPhe system processes corpora of patient notes, extracting mentions and attributes of key cancer concepts from individual notes and integrating the information within and across documents to build a high-level summary of a patient’s case. DeepPhe also contains machine learning trained classifiers capable of labeling individual notes according to the phase of treatment (pre-diagnostic, diagnostic, treatment, etc.).
Supported by the National Cancer Institute’s Information Technology for Cancer Research (ITCR) initiative (Grant #U24CA248010) and the National Cancer Institute’s Surveillance, Epidemiology, and End Results (SEER) program (Grant #UH3CA243120).