The embodiment of the invention provides a medical text
information processing method and device,
electronic equipment and a storage medium, and relates to the technical field of
medical information processing. The method comprises the steps of obtaining unstructured medical text data of a patient, performing semantic normalization
processing on term expression and
time expression in the unstructured medical text data, and constructing structured prompt information based on an obtained semantic standardized medical text and context
metadata associated with the semantic standardized medical text. Performing
response analysis on the structured prompt information by using a preset large
language model, obtaining original structured clinical data, performing
verification and repair
processing, obtaining target structured clinical data, inputting the target structured clinical data into a plurality of special
disease agent models for parallel reasoning, and generating an intermediate judgment result with a causal interpretation chain; and a comprehensive analysis report is formed through a collaborative
fusion mechanism, so that the
interpretability and clinical rationality of diagnosis are enhanced, and the robustness of complex complication identification and the overall
decision quality are effectively improved.