Health management method and device based on auxiliary diagnosis, equipment and storage medium

By standardizing patient data processing and fusing multiple models, stable auxiliary diagnostic results and personalized health management plans are generated, solving the output instability problem caused by a single model, realizing multi-candidate ranking and dynamic risk assessment, and improving the reliability and practicality of auxiliary diagnosis and health management.

CN122290843APending Publication Date: 2026-06-26GUANGDONG ICAR GUARD INFORMATION TECH
0 Cites 0 Cited by

Patent Information

Application Number
CN202610388681.6
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2026-03-27
Publication Date
2026-06-26

AI Technical Summary

Technical Problem

Existing assisted diagnosis and health management systems use a single analysis model, resulting in insufficient stability of output results. In particular, when faced with multi-source heterogeneous data, it is difficult to guarantee the stability and consistency of output results, which affects the reliability of assisted diagnosis and the effectiveness of subsequent health management programs.

Method used

By analyzing and standardizing patient medical record data, examination report data, and health monitoring data, a digital patient profile is constructed. Multiple intelligent analysis models are used for reasoning and calculation. The reliability coefficients and uncertainty measures of each model are combined for adaptive weighted fusion to generate a comprehensive probability ranking of multiple candidate results. This generates auxiliary diagnostic results and recommended examination items. Health risk assessment indicators are calculated by combining the time-series characteristics of historical health data to generate personalized dynamic monitoring plans and health intervention suggestions.

Benefits of technology

It improves the stability and reliability of output results, provides rich clinical diagnostic references, realizes a complete closed loop from auxiliary diagnosis to health management, and enhances the practicality of health management.

✦ Generated by Eureka AI based on patent content.
Patent Text Reader

Abstract

The invention provides a health management method, device and equipment based on auxiliary diagnosis and a storage medium, and the method comprises the steps: carrying out the standardization processing of medical record data, examination report data and health monitoring data of a patient, and constructing a digital file of the patient; reasoning calculation is carried out through a plurality of intelligent analysis models, adaptive weighted fusion is carried out according to the reliability coefficient and uncertainty measurement of each model, and a comprehensive probability sequence of multiple candidate results is generated; generating an auxiliary diagnosis result and a recommended inspection item based on the sorting; and calculating a risk assessment index in combination with the time sequence characteristics of the historical health data, and generating a personalized dynamic monitoring scheme and a health intervention suggestion. According to the invention, the output stability is improved through multi-model fusion, and the limitation of a single model is avoided; rich reference is provided for clinical diagnosis through multi-candidate sorting; dynamic risk assessment is achieved through time sequence analysis, a complete closed loop from auxiliary diagnosis to health management is formed, and reliability and practicability are improved.
Need to check novelty before this filing date? Find Prior Art