System for predicting diseases based on upper gastrointestinal hemorrhage, equipment, and storage medium

Abstract

The invention discloses a system for predicting diseases based on upper gastrointestinal hemorrhage, equipment, and a storage medium. The system comprises a data acquisition module used for extractingthe gastrointestinal hemorrhage from an electronic case library to serve as a case sample of a clinical first chief complaint symptom, a feature extraction module used for extracting symptom information of upper gastrointestinal hemorrhage in each case sample, related biological index data and corresponding disease names to form case sample feature vectors, a disease clustering module used for clustering the case sample feature vectors by adopting an improved K-means clustering algorithm optimized by a bird flock algorithm, and a combined diagnosis module used for clustering to-be-diagnosed cases and establishing a combined diagnosis model based on symptom information and biological index data of upper gastrointestinal hemorrhage. On the basis of an improved clustering algorithm, joint diagnosis and screening are carried out based on the symptom information of the gastrointestinal hemorrhage and effective biological indexes, and the cause and result of the upper gastrointestinal hemorrhage can be accurately predicted.

Description

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AI Technical Summary

Benefits of technology

This patented technology improves upon previous methods used alone or combining them together through advanced techniques like genetic algorithms (GAs). By grouping samples into groups called birds'swarms, these new method enhances how well they are able to identify diseases early enough before testing blood levels. Additionally, this technique helps improve the accuracy of identifying specific types of illnesses caused by bacteria without requiring invasive procedures such as histopathology analysis. Overall, this innovations help make medical tests more accurate and faster than previously possible while reducing their associated risks.

Problems solved by technology

This patented technical problem addressed in this patents relates to finding reliable ways for detecting or measuring abnormalities associated with excessively large amounts of fluid from patients' digestion system that can lead to serious medical conditions such as heart attacks (acute) or even death due to complications like ascites.

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