Intelligent diagnosis and evaluation method based on mammary gland structured report

A structured report and mammary gland technology, applied in the field of medical services, can solve problems such as missed diagnosis or misdiagnosis, and delay in patients' condition, so as to reduce workload, improve diagnosis quality, and reduce the rate of missed and misdiagnosed

Pending Publication Date: 2021-07-23
宁波市科技园区明天医网科技有限公司
View PDF10 Cites 3 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, when writing a structured report, the content of the report still needs to be input by the doctor based on the imaging findings and findings. Due to the doctor's personal level and experience, it is inevitable that missed or misdiagnosed cases will occur, which may delay the patient's condition.

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
  • Intelligent diagnosis and evaluation method based on mammary gland structured report
  • Intelligent diagnosis and evaluation method based on mammary gland structured report
  • Intelligent diagnosis and evaluation method based on mammary gland structured report

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0024] The intelligent diagnosis and evaluation method based on breast structured report described in this embodiment, such as figure 1 As shown, it includes the use of selective multimodal long-term and short-term neural network models to implement the following operational steps on the server side and user terminal of the radiology information system:

[0025] a. The user enters a breast structured report composed of text on the user terminal. The breast structured report is written by the user based on the medical images generated by the patient's examination. The medical images are stored on the server of the PACS system. The breast structured report The text has a unified term and form; in this embodiment, the user can call the image data of the medical image stored in the server of the PACS system through the user terminal, so that it can be displayed on the user terminal in the form of an image, and at the same time, the radiologist acts as The user writes a breast stru...

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 invention discloses an intelligent diagnosis and evaluation method based on a mammary gland structured report, which comprises the following steps of: receiving a mammary gland structured report text on a server side and a user terminal of a radiation information system by using a selective multi-mode long-short-term neural network model; and calculating the similarity between the image data of the medical image and the key information of the input text obtained by word segmentation coding, evaluating the diagnosis quality through threshold comparison, and sending a prompt to a user when a problem exists. According to the intelligent diagnosis and evaluation method based on the mammary gland structured report, image focus position information can be extracted and matched with written content in the structured report, the report and the written information lower than a threshold value are screened, an image diagnosis doctor is reminded of reexamination, therefore, the effects of monitoring and evaluating the diagnosis quality in the report are achieved, and finally the effects of reducing the workload of imaging department doctors, improving the diagnosis quality and reducing the misdiagnosis rate are achieved.

Description

technical field [0001] The invention relates to the field of medical services, in particular to an intelligent diagnosis and evaluation method based on breast structured reports. Background technique [0002] At present, the medical industry is gradually moving in the direction of intelligence and automation. Medical institutions use radiology information systems to realize the business processes of patient appointments, examinations, reports, and film delivery. Among them, in the reporting link, in order to improve the content integrity, terminology accuracy and report practicability of the radiological imaging report, a structured report, a report format with unified terms and forms, was developed through expert consensus. However, when writing a structured report, the content of the report still needs to be input by the doctor based on the imaging findings and findings. Due to the doctor's personal level and experience, it is inevitable that missed or misdiagnosed cases w...

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 Applications(China)
IPC IPC(8): G06K9/62G16H15/00G16H50/20G06N3/04G06N3/08
CPCG16H50/20G16H15/00G06N3/08G06N3/044G06F18/22G06F18/25G06F18/214
Inventor 李文杰陈峰李明陈洋王振平简刚唐武斌
Owner 宁波市科技园区明天医网科技有限公司
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Try Eureka
PatSnap group products