Looking for breakthrough ideas for innovation challenges? Try Patsnap Eureka!

Medical guideline and data-driven treatment plan recommendation system

A technology for treatment plans and medical guidelines, applied in the field of treatment plan recommendation systems, which can solve the problems of data-driven methods, such as performance depends on data, difficult to control, and concept drift.

Active Publication Date: 2021-12-03
RUIJIN HOSPITAL AFFILIATED TO SHANGHAI JIAO TONG UNIV SCHOOL OF MEDICINE +1
View PDF8 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, data-driven approaches have some inherent problems
For example, concept drift occurs when the statistical properties of the data change over time
Moreover, the performance of data-driven methods depends on the quality of the data, which is difficult to control in reality

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Medical guideline and data-driven treatment plan recommendation system
  • Medical guideline and data-driven treatment plan recommendation system
  • Medical guideline and data-driven treatment plan recommendation system

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0029] The present invention will be described in detail below in conjunction with specific embodiments. The following examples will help those skilled in the art to further understand the present invention, but do not limit the present invention in any form. It should be noted that those skilled in the art can make several changes and improvements without departing from the concept of the present invention. These all belong to the protection scope of the present invention.

[0030] The invention mainly relates to the field of medical decision-making and related technologies of machine learning, and uses medical guidelines and case history data to construct a more reasonable treatment plan recommendation algorithm. Medical guidelines are essentially decision-making rules. They are based on the experience of medical institutions for several years and have a certain degree of authority. Through reasonable parsing and coding of medical guidelines, medical guidelines become inde...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

The present invention provides a medical guideline and data-driven treatment plan recommendation system, including training a data-driven recommendation model; establishing a classification list of treatment plans to determine the mapping relationship between coarse-grained treatment plans and fine-grained treatment plans; Use the recommended treatment plan of the data-driven recommendation model as the first recommended treatment plan; use the recommended treatment plan of the medical guideline rule base as the second recommended treatment plan; classify the first recommended treatment plan and the second recommended treatment plan according to the treatment plan Filtering is performed, and the filtered recommended treatment plan is obtained as the third recommended treatment plan, and the third recommended treatment plan is recommended to the target case. The invention integrates the respective characteristics of medical guidelines and data-driven, recommends more reasonable treatment plans, and reduces decision-making risks. The recommended scheme obtained by the present invention can not only be rationally explained by medical guidelines, but also can be supported by historical cases as evidence, and can be more convincing to patients.

Description

technical field [0001] The invention relates to the field of medical decision-making, in particular to a treatment plan recommendation system combining medical guideline and data drive. Background technique [0002] In order to reduce the risk of choosing inappropriate treatment options, many authoritative medical guidelines, such as the international NCCN (the National Comprehensive Cancer Network) medical guidelines, have been issued and used by various medical institutions. In a decision support system, guidelines can be used as a basic rule to guide doctors to make correct decisions. However, the treatment options recommended by these guidelines are usually rough, for example, it will suggest the need for chemotherapy but generally does not give the specific type of chemotherapy needed. [0003] At the same time, as more and more case data are collected and recorded, a data-driven approach to establishing treatment recommendation systems becomes very attractive. In thi...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
Patent Type & Authority Patents(China)
IPC IPC(8): G16H50/70
CPCG16H50/70
Inventor 沈坤炜陈小松朱思吉曹健朱能军
Owner RUIJIN HOSPITAL AFFILIATED TO SHANGHAI JIAO TONG UNIV SCHOOL OF MEDICINE
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Patsnap Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Patsnap Eureka Blog
Learn More
PatSnap group products

Browse by: Latest US Patents, China's latest patents, Technical Efficacy Thesaurus, Application Domain, Technology Topic, Popular Technical Reports.

© 2024 PatSnap. All rights reserved.Legal|Privacy policy|Modern Slavery Act Transparency Statement|Sitemap|About US| Contact US: help@patsnap.com