Abstract: A medical information processing system for processing medical data relating to a target patient comprises a memory storing a knowledge base, wherein the knowledge base is based on medical knowledge; and processing circuitry configured to receive trigger information; and determine a necessity of alerting relating to the trigger information based on the trigger information and the knowledge base.

Abstract: A medical information processing apparatus comprises: a memory which stores a plurality of semantic ranking values for a plurality of medical terms, wherein each of the semantic ranking values relates to a degree of semantic similarity between a respective pair of the medical terms; and processing circuitry configured to train a model based on the semantic ranking values, wherein the model comprises a respective vector representation for each of the medical terms.

Abstract: A medical information processing apparatus is for processing medical text data using a medical text processing model. The apparatus comprising processing circuitry configured to: receive a portion of medical text data; determine a template corresponding to the portion of medical text data, a classification label associated with the template, and a first medical term included in the portion of medical text data; specify a second medical term which is different from the first medical term, wherein the second medical term is related to the first medical term; and generate synthetic text data based on the second term by inserting the second medical term into the template.