CN113223725A - Medical data application visualization page display system and method - Google Patents
Medical data application visualization page display system and method Download PDFInfo
- Publication number
- CN113223725A CN113223725A CN202110441150.6A CN202110441150A CN113223725A CN 113223725 A CN113223725 A CN 113223725A CN 202110441150 A CN202110441150 A CN 202110441150A CN 113223725 A CN113223725 A CN 113223725A
- Authority
- CN
- China
- Prior art keywords
- data
- medical
- displaying
- display
- human body
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 238000000034 method Methods 0.000 title claims abstract description 12
- 238000012800 visualization Methods 0.000 title claims description 16
- 238000010586 diagram Methods 0.000 claims abstract description 51
- 201000010099 disease Diseases 0.000 claims abstract description 25
- 208000037265 diseases, disorders, signs and symptoms Diseases 0.000 claims abstract description 25
- 238000007689 inspection Methods 0.000 claims abstract description 21
- 238000013079 data visualisation Methods 0.000 claims abstract description 19
- 230000000007 visual effect Effects 0.000 claims abstract description 7
- 238000006243 chemical reaction Methods 0.000 claims abstract description 4
- 238000007405 data analysis Methods 0.000 claims description 18
- 230000008859 change Effects 0.000 claims description 10
- 238000011161 development Methods 0.000 claims description 4
- 239000003086 colorant Substances 0.000 claims description 3
- 238000004891 communication Methods 0.000 claims description 3
- 238000013479 data entry Methods 0.000 claims description 3
- 238000005516 engineering process Methods 0.000 claims description 3
- 230000006870 function Effects 0.000 claims description 3
- 238000009877 rendering Methods 0.000 claims description 3
- 230000004044 response Effects 0.000 claims description 3
- 210000002249 digestive system Anatomy 0.000 description 3
- 210000004369 blood Anatomy 0.000 description 2
- 239000008280 blood Substances 0.000 description 2
- 238000012986 modification Methods 0.000 description 2
- 230000004048 modification Effects 0.000 description 2
- 210000000653 nervous system Anatomy 0.000 description 2
- 238000011160 research Methods 0.000 description 2
- 210000002345 respiratory system Anatomy 0.000 description 2
- 230000002485 urinary effect Effects 0.000 description 2
- 208000035473 Communicable disease Diseases 0.000 description 1
- 208000030852 Parasitic disease Diseases 0.000 description 1
- 208000027418 Wounds and injury Diseases 0.000 description 1
- 238000004458 analytical method Methods 0.000 description 1
- 230000009286 beneficial effect Effects 0.000 description 1
- 230000006378 damage Effects 0.000 description 1
- 230000007547 defect Effects 0.000 description 1
- 230000002124 endocrine Effects 0.000 description 1
- 210000000750 endocrine system Anatomy 0.000 description 1
- 230000036541 health Effects 0.000 description 1
- 210000000987 immune system Anatomy 0.000 description 1
- 208000014674 injury Diseases 0.000 description 1
- 230000010354 integration Effects 0.000 description 1
- 230000003993 interaction Effects 0.000 description 1
- 230000035987 intoxication Effects 0.000 description 1
- 231100000566 intoxication Toxicity 0.000 description 1
- 208000030159 metabolic disease Diseases 0.000 description 1
- 235000016709 nutrition Nutrition 0.000 description 1
- 208000030212 nutrition disease Diseases 0.000 description 1
- 230000035935 pregnancy Effects 0.000 description 1
- 210000004994 reproductive system Anatomy 0.000 description 1
- 208000024891 symptom Diseases 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
- G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
- G16H50/70—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/26—Visual data mining; Browsing structured data
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/29—Geographical information databases
Landscapes
- Engineering & Computer Science (AREA)
- Databases & Information Systems (AREA)
- Theoretical Computer Science (AREA)
- Data Mining & Analysis (AREA)
- Health & Medical Sciences (AREA)
- Medical Informatics (AREA)
- General Physics & Mathematics (AREA)
- Physics & Mathematics (AREA)
- Public Health (AREA)
- General Engineering & Computer Science (AREA)
- Pathology (AREA)
- Biomedical Technology (AREA)
- Remote Sensing (AREA)
- Epidemiology (AREA)
- General Health & Medical Sciences (AREA)
- Primary Health Care (AREA)
- Medical Treatment And Welfare Office Work (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
Abstract
The invention discloses a system and a method for displaying a medical data application visual page, wherein the system comprises the following steps: the physical examination data input module is used for realizing data input based on the physical examination data sharing platform, inputting the medical physical examination data into the visual page display system and storing the medical physical examination data into the database; the data quality inspection module is used for performing quality inspection on the input medical examination data and storing the medical examination data obtained after the quality inspection is finished into the database; the data visualization module is used for extracting medical examination data from the database and displaying the medical examination data in a display page, the display page uses a human body diagram and a region diagram to display TOP8 with the highest frequency of occurrence of diseases in each human body system and the probability of occurrence of each province, uses a Wien diagram to display co-morbidity, and uses a line diagram to display conversion conditions of morbidity and male and female morbidity. The invention enhances the observability of data, simultaneously improves the real-time property, realizes the display of one part of data and adapts to various scenes, and meets various service requirements.
Description
Technical Field
The invention relates to the technical field of medical big data analysis, in particular to a system and a method for displaying a medical data application visualization page.
Background
In recent years, China has gained rapid development in the field of big data science. However, many technical bottlenecks still exist in the field of medical health big data. One of the existing medical data is not directly and clearly displayed, the interface is not attractive enough, the data comparison is not visual enough, and the medical research is not convenient, so that the data is difficult to be converted into valuable information through analysis. The present invention can solve the above problems well.
Disclosure of Invention
The invention aims to solve the technical problem of providing a system and a method for displaying a medical data application visualization page aiming at the defects in the prior art.
The technical scheme adopted by the invention for solving the technical problems is as follows:
the invention provides a medical data application visualization page display system, which comprises the following modules: the physical examination data input module, the data quality inspection module and the data visualization module; wherein:
the physical examination data input module is used for realizing data input based on the physical examination data sharing platform, inputting the medical physical examination data into the visual page display system and storing the medical physical examination data into the database;
the data quality inspection module is used for performing quality inspection on the input medical examination data and storing the medical examination data obtained after the quality inspection is finished into the database;
the data visualization module is used for extracting medical examination data from the database and displaying the medical examination data in a display page, the display page uses a human body diagram and a region diagram to display TOP8 with the highest frequency of occurrence of diseases in each human body system and the probability of occurrence of each province, uses a Wien diagram to display co-morbidity, and uses a line diagram to display conversion conditions of morbidity and male and female morbidity.
Further, the data visualization module of the present invention comprises:
each system morbidity TOP8 display unit is used for dynamically displaying the human body system with the highest morbidity rate and the TOP8 in each human body system in the physical examination data sharing platform, and displaying the human body system by using a human body diagram, wherein the corresponding position of the system can be seen in the human body diagram, and the TOP ten in the system can be displayed in a carousel mode.
The prevalence distribution display unit is used for displaying the currently selected human body system, displaying the regional distribution on a map of an area map, distinguishing the prevalence by color, respectively displaying the gender, the age and the prevalence conditions of the area by using a bar chart, and also selecting data of different years for display;
the disease co-occurrence condition display unit is used for displaying the currently selected human body system and displaying the current prevalence rate distribution and the co-occurrence number relation between the selected area and the disease by using a Wien diagram;
the prevalence rate display unit is used for displaying a currently selected human body system, displaying the current prevalence rate distribution and the annual change of the prevalence rate between selected areas by using a line graph, customizing and comparing indexes, including external indexes such as GDP (gross lateral distribution) and birth rate, and displaying the external indexes and the prevalence rate in a chart together as a correlation exploration index;
and a male and female prevalence rate display unit for displaying the currently selected human body system, and displaying the current prevalence rate, the percentage of male and female prevalence rates between distribution selection areas, and a variation relationship between years using a line graph.
Further, the medical examination data of the present invention includes the following information, types: CSV format data, text type data, data in a database; data volume: the number of rows of data and the number of columns of data; data information: number of standard rules.
Furthermore, the data entry module of the invention completes the storage of mass medical examination data, the stored medical examination data required to be used is analyzed and compared through the data quality inspection module, the obtained quality inspection result is stored in the database, and then the data is transmitted to the data visualization module for displaying.
Further, the database of the invention adopts mysql and hbase databases.
Furthermore, the data visualization module is a display control completed by adopting a tempo big data analysis tool, and is completed by embedding the display control into a system through a web development technology.
The invention provides a method for displaying a medical data application visual page, which comprises the following steps:
front end:
step 1: establishing a front-end page on a physical examination data sharing platform, and embedding a page of a tempo big data analysis tool by using a js programming language;
step 2: using the API to request to acquire medical examination data, and establishing communication to acquire a response;
and step 3: obtaining the responded medical physical examination data, rendering the medical physical examination data on a tempo big data analysis tool, displaying corresponding diagrams and data through judgment, dynamically modifying a title and displaying a page;
a rear end:
step 1: based on a physical examination data sharing platform, using Java codes to complete the function of linking a background code of a tempo big data analysis tool with the physical examination big data platform;
step 2: and querying the data required to be displayed by the tempo big data analysis tool through the mysql database, and returning the data to the front-end page.
Furthermore, the content displayed on the front-end page in the method comprises a human body diagram, a region diagram, a Wien diagram and a line diagram; wherein:
human body diagram: using 15 types of diseases, acquiring corresponding data from a data sharing platform, taking the data of the first 8 types, and then transmitting the data into a human body diagram component of tempo;
the regional map is as follows: acquiring the prevalence rates of all regions in a data sharing platform according to the current selection category, and then transmitting a region map component of tempo, wherein the prevalence rates are expressed by colors from deep to light according to the prevalence rates of the regions, and the higher the prevalence rate is, the darker the prevalence rate is;
wien diagram: according to the current selection category, acquiring the first six disease names and the number of people with the largest number of patients and the number of people with the first six diseases in the data sharing platform, and then transmitting the names and the number of people with the largest number of diseases to a Weben graph component of tempo;
line drawing: acquiring annual prevalence and annual change in a data sharing platform according to the current selection category, and then transmitting the annual prevalence and annual change into a polyline graph group of tempo.
The invention has the following beneficial effects: the medical data application visualization page display system and method provided by the invention have the advantages that through the integration of a plurality of data analysis systems, the TOP8 with the highest disease occurrence frequency and the probability of occurrence of each province in each system are more simply and clearly displayed by using the human body diagram and the region diagram. The wein chart is used to show the co-morbid condition, and the line chart shows the change of the prevalence rate and the prevalence rate of men and women. The observability of the data is enhanced, and meanwhile, the real-time performance is improved. Interaction of researchers and data analysis results is increased, and what you see is what you get. The data is really realized, various scenes are adapted to be displayed, and various service requirements are met.
Drawings
The invention will be further described with reference to the accompanying drawings and examples, in which:
fig. 1 is a representation unit of the prevalence of each system TOP8 in the data visualization module of the present invention.
Fig. 2 is a prevalence distribution presentation unit in the data visualization module of the present invention.
Fig. 3 is a disease comorbidity display unit, a prevalence display unit, and a male and female prevalence display unit in a data visualization module of the present invention.
FIG. 4 is a flow chart of the BI large screen presentation data application of an embodiment of the present invention.
Detailed Description
In order to make the objects, technical solutions and advantages of the present invention more apparent, the present invention is described in further detail below with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are merely illustrative of the invention and are not intended to limit the invention.
As shown in fig. 1 to 4, a medical data application visualization page presentation system according to an embodiment of the present invention includes the following modules: the physical examination data input module, the data quality inspection module and the data visualization module; wherein:
the physical examination data input module is used for realizing data input based on the physical examination data sharing platform, inputting the medical physical examination data into the visual page display system and storing the medical physical examination data into the database;
the data quality inspection module is used for performing quality inspection on the input medical examination data and storing the medical examination data obtained after the quality inspection is finished into the database;
the data visualization module is used for extracting medical examination data from the database and displaying the medical examination data in a display page, the display page uses a human body diagram and a region diagram to display TOP8 with the highest frequency of occurrence of diseases in each human body system and the probability of occurrence of each province, uses a Wien diagram to display co-morbidity, and uses a line diagram to display conversion conditions of morbidity and male and female morbidity.
The data visualization module comprises:
each system morbidity TOP8 display unit is used for dynamically displaying the human body system with the highest morbidity rate and the TOP8 of 15 human body systems (such as digestive system and blood system) in the physical examination data sharing platform, and is displayed by using a human body diagram, the corresponding position of the system can be seen in the human body diagram, and the TOP ten in the system can be displayed in a carousel mode.
The human body system includes: the blood system; a digestive system; a respiratory system; a circulation system; the nervous system; the skeletal system; the immune system; the urinary system; the pregnancy system; a vision system; certain infectious diseases or parasitic diseases, injuries; other consequences, symptoms, characteristics or clinical findings of intoxication or exogenous causes; patients who cannot be classified elsewhere, ear or papillary diseases, endocrine; nutritional or metabolic disorders.
The prevalence distribution display unit is used for displaying the currently selected human body system, displaying the regional distribution on a map of an area map, distinguishing the prevalence by color depth, respectively displaying the conditions of gender, age and prevalence of the area by using a histogram, and visualizing the data to facilitate the research of the data by workers; and the data of different years can be displayed, so that researchers can conveniently trace and analyze the data.
The disease co-occurrence condition display unit is used for displaying the currently selected human body system and displaying the current prevalence rate distribution and the co-occurrence number relation between the selected area and the disease by using a Wien diagram;
the prevalence rate display unit is used for displaying a currently selected human body system, displaying the current prevalence rate distribution and the annual change of the prevalence rate between selected areas by using a line graph, customizing and comparing indexes, including external indexes such as GDP (gross lateral distribution) and birth rate, and displaying the external indexes and the prevalence rate in a chart together as a correlation exploration index;
and a male and female prevalence rate display unit for displaying the currently selected human body system, and displaying the current prevalence rate, the percentage of male and female prevalence rates between distribution selection areas, and a variation relationship between years using a line graph.
The medical examination data includes the following information, types: CSV format data, text type data, data in a database; data volume: the number of rows of data and the number of columns of data; data information: number of standard rules.
The human system comprises 15, including: motor system, nervous system, endocrine system, circulatory system, respiratory system, digestive system, urinary system, and reproductive system.
The data entry module finishes storage of mass medical examination data, stored medical examination data required to be used are analyzed and stored through the data quality inspection module, obtained quality inspection results are stored in the database, and then the data are transmitted to the data visualization module to be displayed.
The database adopts mysql and hbase databases.
The data visualization module is a display control completed by adopting a tempo big data analysis tool and is completed by embedding the display control into a system through a web development technology.
As shown in fig. 4, a method for displaying a visualization page of a medical data application according to an embodiment of the present invention includes the following steps:
front end:
step 1: establishing a front-end page on a physical examination data sharing platform, and embedding a page of a tempo big data analysis tool by using a js programming language;
step 2: using the API to request to acquire medical examination data, and establishing communication to acquire a response;
and step 3: obtaining the responded medical physical examination data, rendering the medical physical examination data on a tempo big data analysis tool, displaying corresponding diagrams and data through judgment, dynamically modifying a title and displaying a page;
a rear end:
step 1: based on a physical examination data sharing platform, using Java codes to complete the function of linking a background code of a tempo big data analysis tool with the physical examination big data platform;
step 2: and querying the data required to be displayed by the tempo big data analysis tool through the mysql database, and returning the data to the front-end page.
The content displayed on the front-end page comprises a human body diagram, a region diagram, a Wien diagram and a line diagram; wherein:
human body diagram: using 15 types of diseases, acquiring corresponding data from a data sharing platform, taking the data of the first 8 types, and then transmitting the data into a human body diagram component of tempo;
the regional map is as follows: acquiring the prevalence rates of all regions in a data sharing platform according to the current selection category, and then transmitting a region map component of tempo, wherein the prevalence rates are expressed by colors from deep to light according to the prevalence rates of the regions, and the higher the prevalence rate is, the darker the prevalence rate is;
wien diagram: according to the current selection category, acquiring the first six disease names and the number of people with the largest number of patients and the number of people with the first six diseases in the data sharing platform, and then transmitting the names and the number of people with the largest number of diseases to a Weben graph component of tempo;
line drawing: acquiring annual prevalence and annual change in a data sharing platform according to the current selection category, and then transmitting the annual prevalence and annual change into a polyline graph group of tempo.
It will be understood that modifications and variations can be made by persons skilled in the art in light of the above teachings and all such modifications and variations are intended to be included within the scope of the invention as defined in the appended claims.
Claims (8)
1. A medical data application visualization page presentation system is characterized by comprising the following modules: the physical examination data input module, the data quality inspection module and the data visualization module; wherein:
the physical examination data input module is used for realizing data input based on the physical examination data sharing platform, inputting the medical physical examination data into the visual page display system and storing the medical physical examination data into the database;
the data quality inspection module is used for performing quality inspection on the input medical examination data and storing the medical examination data obtained after the quality inspection is finished into the database;
the data visualization module is used for extracting medical examination data from the database and displaying the medical examination data in a display page, the display page uses a human body diagram and a region diagram to display TOP8 with the highest frequency of occurrence of diseases in each human body system and the probability of occurrence of each province, uses a Wien diagram to display co-morbidity, and uses a line diagram to display conversion conditions of morbidity and male and female morbidity.
2. The medical data application visualization page presentation system of claim 1, wherein the data visualization module comprises:
each system morbidity TOP8 display unit is used for dynamically displaying the human body system with the highest morbidity rate and the TOP8 in each human body system in the physical examination data sharing platform, and displaying the human body system by using a human body diagram, wherein the corresponding position of the system can be seen in the human body diagram, and the TOP ten in the system can be displayed in a carousel mode.
The prevalence distribution display unit is used for displaying the currently selected human body system, displaying the regional distribution on a map of an area map, distinguishing the prevalence by color, respectively displaying the gender, the age and the prevalence conditions of the area by using a bar chart, and also selecting data of different years for display;
the disease co-occurrence condition display unit is used for displaying the currently selected human body system and displaying the current prevalence rate distribution and the co-occurrence number relation between the selected area and the disease by using a Wien diagram;
the prevalence rate display unit is used for displaying a currently selected human body system, displaying the current prevalence rate distribution and the annual change of the prevalence rate between selected areas by using a line graph, customizing and comparing indexes, including external indexes such as GDP (gross lateral distribution) and birth rate, and displaying the external indexes and the prevalence rate in a chart together as a correlation exploration index;
and a male and female prevalence rate display unit for displaying the currently selected human body system, and displaying the current prevalence rate, the percentage of male and female prevalence rates between distribution selection areas, and a variation relationship between years using a line graph.
3. The medical data application visualization page presentation system of claim 1, wherein the medical examination data includes the following information, type: CSV format data, text type data, data in a database; data volume: the number of rows of data and the number of columns of data; data information: number of standard rules.
4. The medical data application visualization page display system according to claim 1, wherein the data entry module completes storage of a large amount of medical examination data, the stored medical examination data required to be used is analyzed and analyzed through the data quality inspection module, the obtained quality inspection result is stored in the database, and then the data is transmitted to the data visualization module for display.
5. The medical data application visualization page presentation system of claim 1, wherein the database is mysql and hbase databases.
6. The medical data application visualization page display system according to claim 1, wherein the data visualization module is a display control completed by using a tempo big data analysis tool, and the display control is completed by embedding the display control into the system through a web development technology.
7. A medical data application visualization page display method is characterized by comprising the following steps:
front end:
step 1: establishing a front-end page on a physical examination data sharing platform, and embedding a page of a tempo big data analysis tool by using a js programming language;
step 2: using the API to request to acquire medical examination data, and establishing communication to acquire a response;
and step 3: obtaining the responded medical physical examination data, rendering the medical physical examination data on a tempo big data analysis tool, displaying corresponding diagrams and data through judgment, dynamically modifying a title and displaying a page;
a rear end:
step 1: based on a physical examination data sharing platform, using Java codes to complete the function of linking a background code of a tempo big data analysis tool with the physical examination big data platform;
step 2: and querying the data required to be displayed by the tempo big data analysis tool through the mysql database, and returning the data to the front-end page.
8. The method for displaying the medical data application visualization page as claimed in claim 7, wherein the content displayed on the front end page in the method comprises a human body diagram, a region diagram, a wien diagram and a line diagram; wherein:
human body diagram: using 15 types of diseases, acquiring corresponding data from a data sharing platform, taking the data of the first 8 types, and then transmitting the data into a human body diagram component of tempo;
the regional map is as follows: acquiring the prevalence rates of all regions in a data sharing platform according to the current selection category, and then transmitting a region map component of tempo, wherein the prevalence rates are expressed by colors from deep to light according to the prevalence rates of the regions, and the higher the prevalence rate is, the darker the prevalence rate is;
wien diagram: according to the current selection category, acquiring the first six disease names and the number of people with the largest number of patients and the number of people with the first six diseases in the data sharing platform, and then transmitting the names and the number of people with the largest number of diseases to a Weben graph component of tempo;
line drawing: acquiring annual prevalence and annual change in a data sharing platform according to the current selection category, and then transmitting the annual prevalence and annual change into a polyline graph group of tempo.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202110441150.6A CN113223725A (en) | 2021-04-23 | 2021-04-23 | Medical data application visualization page display system and method |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202110441150.6A CN113223725A (en) | 2021-04-23 | 2021-04-23 | Medical data application visualization page display system and method |
Publications (1)
Publication Number | Publication Date |
---|---|
CN113223725A true CN113223725A (en) | 2021-08-06 |
Family
ID=77088491
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202110441150.6A Pending CN113223725A (en) | 2021-04-23 | 2021-04-23 | Medical data application visualization page display system and method |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN113223725A (en) |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN114564264A (en) * | 2022-02-22 | 2022-05-31 | 国人康乐医学研究院(北京)有限公司 | Data analysis method and device, electronic equipment and storage medium |
Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN109887602A (en) * | 2019-01-23 | 2019-06-14 | 南京邮电大学 | A kind of cardiovascular disease big data analysis system and method |
-
2021
- 2021-04-23 CN CN202110441150.6A patent/CN113223725A/en active Pending
Patent Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN109887602A (en) * | 2019-01-23 | 2019-06-14 | 南京邮电大学 | A kind of cardiovascular disease big data analysis system and method |
Non-Patent Citations (1)
Title |
---|
熊辉等: "基于R平台的体检数据分析研究", 《福建电脑》 * |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN114564264A (en) * | 2022-02-22 | 2022-05-31 | 国人康乐医学研究院(北京)有限公司 | Data analysis method and device, electronic equipment and storage medium |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN110349652B (en) | Medical data analysis system fusing structured image data | |
CN110993064B (en) | Deep learning-oriented medical image labeling method and device | |
CN110335665A (en) | It is a kind of applied to medical image auxiliary diagnosis analysis to scheme to search drawing method and system | |
CN112863630A (en) | Personalized accurate medical question-answering system based on data and knowledge | |
WO2022267678A1 (en) | Video consultation method and apparatus, device and storage medium | |
CN107358014A (en) | The clinical pre-treating method and system of a kind of physiological data | |
CN114926477A (en) | Brain tumor multi-modal MRI (magnetic resonance imaging) image segmentation method based on deep learning | |
CN110197715B (en) | Medical image browsing system for film reading teaching | |
CN109841285B (en) | Clinical research collaboration system and method | |
CN111755118A (en) | Medical information processing method, medical information processing device, electronic equipment and storage medium | |
CN114121295A (en) | Construction method of knowledge graph driven liver cancer diagnosis and treatment scheme recommendation system | |
KR20130040014A (en) | Method that automatically explores statistical relationships among variables and generates dynamic report | |
CN114038564B (en) | Noninvasive risk prediction method for diabetes | |
CN108039198A (en) | A kind of doctor towards portable medical recommends method and system | |
CN112801168A (en) | Tumor image focal region prediction analysis method and system and terminal equipment | |
CN110992309B (en) | Fundus image segmentation method based on deep information transfer network | |
CN113223725A (en) | Medical data application visualization page display system and method | |
CN112466462A (en) | EMR information association and evolution method based on deep learning of image | |
CN116881336A (en) | Efficient multi-mode contrast depth hash retrieval method for medical big data | |
Stubbs et al. | Sim• TwentyFive: an interactive visualization system for data-driven decision support | |
CN117237351A (en) | Ultrasonic image analysis method and related device | |
CN116340374A (en) | Personalized task recommendation method and system | |
CN113972009A (en) | Medical examination consultation system based on clinical examination medical big data | |
CN110010231A (en) | A kind of data processing system and computer readable storage medium | |
CN113782128A (en) | Missing data fitting method and device and computer equipment |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
RJ01 | Rejection of invention patent application after publication | ||
RJ01 | Rejection of invention patent application after publication |
Application publication date: 20210806 |