The invention relates to the technical field of
information technology management, and discloses an intelligent
medical quality monitoring and
case analysis system and method, and the
system comprises an
interface layer which is used for accessing an HIS
system, an inspection image device and a patient terminal, and supports the real-time collection of multi-mode medical data of texts, images and audios; the
intelligent agent layer is used for deploying functional modules including pre-inquiry, intelligent hospital guide and family doctor question and answer, the
intelligent agent layer is provided with a personalized analysis module, and the personalized analysis module is used for analyzing personalized elements including the age, gender,
living environment and growth experience of a patient through a self-
adaptive algorithm; the core layer integrates a
medical record reduction engine and a medical hidden danger identification module, and constructs a dynamic health
record based on the whole course of
disease data of the patient; and the model layer comprises a large
language model, a multi-
modal model and an
inference model. According to the invention, the accuracy of
medical record analysis and the pertinence of medical hidden danger identification can be improved.