CN110136794A - A kind of mother and baby's Life cycle health medical treatment service system based on artificial intelligence - Google Patents
A kind of mother and baby's Life cycle health medical treatment service system based on artificial intelligence Download PDFInfo
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- CN110136794A CN110136794A CN201910429572.4A CN201910429572A CN110136794A CN 110136794 A CN110136794 A CN 110136794A CN 201910429572 A CN201910429572 A CN 201910429572A CN 110136794 A CN110136794 A CN 110136794A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/23—Clustering techniques
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
- G06Q30/06—Buying, selling or leasing transactions
- G06Q30/0601—Electronic shopping [e-shopping]
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- 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
- G16H15/00—ICT specially adapted for medical reports, e.g. generation or transmission thereof
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- 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
- G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
- G16H40/60—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices
- G16H40/67—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices for remote operation
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- 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
- G16H50/20—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
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- 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
- G16H50/30—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for calculating health indices; for individual health risk assessment
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- 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
Abstract
The present invention discloses a kind of mother and baby's Life cycle health medical treatment service system based on artificial intelligence, including data collection system, data management system and data interaction system；The data collection system is used to acquire the survey report, diagnostic result corresponding with the survey report and corresponding therapeutic scheme of a large amount of mother and baby's whole life cycles；The data management system learns the collected data of the data collection system by neural network, obtains diagnostic model, which is used to obtain accurately diagnostic result and corresponding therapeutic scheme according to the survey report of input；The data interaction system is reported to obtain diagnostic result and corresponding therapeutic scheme for user's incoming inspection, is also used to the online trading of mother and baby's medical product.Service system of the invention can provide Gernral Check-up service, mother and baby's product purchase service, video learning platform and exchange between communities platform on line for pregnant women.
Description
Technical field
The invention belongs to baby's health AI medical services technical field, specifically a kind of mother and baby based on artificial intelligence gives birth to entirely
Order period health medical treatment service system.
Background technique
High-quality medical resource is deficient, and artificial intelligence+medical treatment & health changes future.Medical field most distinct issues are exactly excellent
Matter medical resource is insufficient, meanwhile, there are also very big rooms for promotion for diagnosis accuracy and efficiency of the doctor to disease.Due to population
The factor of cardinal sum fertility-rate, China are growing on and on to the demand of gynemetrics and pediatrician, nurse.Solve doctor's resource not
The problem of foot has no other way in addition to increasing supply amount.But doctor's culture needs the period, and supply amount can not infinitely increase
Add.Then, people start to place hope on machine.Because once can be realized machine to see a doctor, supply amount will infinitely increase.Institute
With the combination of artificial intelligence+medical treatment & health is most important one in many application scenarios of artificial intelligence.
It is originally they of Chinese main force's digital consumer with the emergence of younger generation after 90,00 in terms of mother and baby market
The age for having arrived Parenting breeds the upgrading of idea and consumer behavior, causes internet mother and baby's market development rapid, from letter
Content service is ceased to utility services, then is serviced to the O2O of mother and baby's electric business, cross border shopping and big mother and baby's industry, and the demand of user is just
Push mother and baby's industry towards standardization, quality, Standardization Development.
Pregnant women needs are periodically checked to hospital, while living and diet and work and rest are paid attention in life, such as
This could improve the growth and development of baby and the health of pregnant female；The pregnant women in life can only pass through doctor, net at present
Network platform and people at one's side understand and improve itself pregnancy period condition, cannot it is accurate, in time, efficiently provide and examine for pregnant women
Disconnected, treatment, prevention service.
The Chinese patent of Publication No. CN109727673A disclose it is a kind of based on artificial intelligence materno-fetal conditions diagnosis, sieve
The system of choosing, prevention, is related to pregnancy period mother and baby's management system field, should be based on materno-fetal conditions diagnosis, screening, the prevention of artificial intelligence
System, including data collection system, data transmission system and data-reduction system, the data-reduction system include micro process
Device and diagnosis screening module, the diagnosis screening module includes contrast module and sorting module, the output end of the microprocessor
It is electrically connected with the input terminal of contrast module, the output end of the contrast module is electrically connected with the input terminal of sorting module.The present invention
By setting data collection system, data transmission system and data-reduction system, the pregnant women solved in life at present is normal
Often it can only be understood by doctor, the network platform and people at one's side and improve itself pregnancy period condition, lacked corresponding service system and lead
Cause cannot pay attention to the problem of details in life well.
Summary of the invention
In response to the problems existing in the prior art, the purpose of the present invention is to provide a kind of full life of the mother and baby based on artificial intelligence
Period health medical treatment service system, pregnant women is stayed indoors can also understand the healthy shape of itself and fetus in time
Condition, and recognize the points for attention of pregnancy period each timing node.
To achieve the above object, the technical solution adopted by the present invention is that:
A kind of mother and baby's Life cycle health medical treatment service system based on artificial intelligence, including data collection system, number
According to management system and data interaction system；The data collection system is used to acquire the inspection report of a large amount of mother and baby's whole life cycles
Announcement, diagnostic result corresponding with the survey report and corresponding therapeutic scheme；The data management system passes through neural network
The collected data of the data collection system are learnt, diagnostic model is obtained, which is used for according to input
Survey report obtains accurately diagnostic result and corresponding therapeutic scheme；The data interaction system is used for user's incoming inspection report
Announcement obtains diagnostic result and corresponding therapeutic scheme, is also used to the online trading of mother and baby's medical product；
The data interaction system includes user terminal and server；The user terminal includes user's intelligent end, government end, doctor
Medicine enterprises end；User's intelligent end, government end are interacted with pharmaceutical manufacturer end by the app of smart machine；User passes through
User's intelligent end uploads survey report, and the survey report that server uploads user inputs the diagnostic model, obtains user's
Diagnostic result and corresponding therapeutic scheme, and user is fed back to by user's intelligent end；The pharmaceutical manufacturer end is used for basis
The therapeutic scheme of user provides a user medical product online sales service；The government end is used to produce the medical treatment of online sales
The quality of product, channel, pricing information are supervised.
Specifically, the data collection system also acquires the standard movie data in entire pregnancy period, for establishing pregnancy period mark
Quasi- movie data library；Method for building up are as follows: using the entire pregnancy period as axis of abscissas, weekly for the node of axis of abscissas, ordinate pair
Normal inspection report weekly is answered, the normal inspection is reported as the four-dimensional B ultrasound image data of pregnant woman；By pregnancy period clinical four-dimension B
The AVI format of super image data is converted into h.264 high-definition format, then is carried out by the modeling of three-dimensional animation, render video technology
Landscaping treatment forms fetus in utero 40 weeks overall processes entirely developed；By establishing the standard movie data library in entire pregnancy period,
It can be convenient pregnant women and understand itself and fetus in the normal development and health status of pregnancy period each timing node, so as to
Reach better pregnancy period disease prevention effect.
Specifically, the survey report of mother and baby's whole life cycle includes: pregnant preceding eugenic genetic test, pregnancy, childbirth
To the 1000 days medicine prevention during two one full year of life of newborn, clinical medicine survey report；Eugenic genetic test before pregnant, by pregnant
Preceding gene diagnosis and medicine are interpreted, and suitable pregnant preceding medicine aristogenesis intervention is provided in a manner of medicine auxiliary diagnosis, it is therefore an objective to from
Source reduces the incidence of congenital birth defect to the greatest extent.
Specifically, the data management system includes data-in port, data comparison categorization module, machine learning mould
Block, data memory module and data-out port；The data-in port is for incoming inspection report, the data comparison
Categorization module for the survey report stored in the survey report and data memory module of input to be compared and analyzed, obtain with
The most matched diagnostic result of the survey report of input and therapeutic scheme, and exported by data-out port；The machine learning
The recurrence clustering algorithm of module includes algorithm of support vector machine, logistic regression algorithm and Naive Bayes Classification Algorithm.
Specifically, the data interaction system passes through server construction Gernral Check-up platform, electric business transaction platform, live streaming point
Broadcast platform and exchange between communities platform；The Gernral Check-up platform is used for the physical examination report to user and diagnoses, and provides corresponding
Therapeutic scheme；The electric business transaction platform provides a reliable trading environment for pharmaceutical manufacturer and user；The live streaming point
It broadcasts platform and provides the image data of mother and baby's Life cycle for user, including pregnancy period common disease, the symptom of multiple disease and control
The life physiology points for attention for the treatment of scheme and each timing node；The exchange between communities platform provides one for numerous Yun Ma group
Intercommunion platform.
Further, advertising management module is equipped in the exchange between communities platform, by user's content of interest and
Product carries out sifting sort, is collected using Network Traceback Technology and arranges user information, is pushed according to the interest preference of user corresponding
Top content, product and information.
Compared with prior art, the beneficial effects of the present invention are: the present invention mutually ties artificial intelligence and mother and baby's medical services
Close, by machine learning algorithm to the survey report, diagnostic result and therapeutic scheme of each timing node of mother and baby's Life cycle into
Row training study, obtains diagnostic model；And it is flat by server construction Gernral Check-up platform, electric business transaction platform, live streaming program request
Platform and exchange between communities platform provide Gernral Check-up service, mother and baby's product purchase service, video Learning Service on line for pregnant women
And exchange between communities service；Pregnant women is allowed not use hospital's queuing, itself and tire can also be understood at any time by staying indoors
The life of the physical condition of youngster and each timing node, physiology points for attention.
Detailed description of the invention
Fig. 1 is a kind of mother and baby's Life cycle health medical treatment serving system architecture signal based on artificial intelligence of the present invention
Figure.
Specific embodiment
Below in conjunction with the attached drawing in the present invention, technical solution of the present invention is clearly and completely described, it is clear that
Described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.Based on the implementation in the present invention
Example, those of ordinary skill in the art's all other embodiment obtained under the conditions of not making creative work belong to
The scope of protection of the invention.
As shown in Figure 1, present embodiments providing a kind of mother and baby's Life cycle health medical treatment service based on artificial intelligence
System, including data collection system, data management system and data interaction system；The data collection system is a large amount of for acquiring
The survey report of mother and baby's whole life cycle, diagnostic result corresponding with the survey report and corresponding therapeutic scheme；It is described
Data management system learns the collected data of the data collection system by neural network, obtains diagnostic model,
The diagnostic module is used for the survey report according to input, is compared and analyzed, is obtained accurately by medical image identification technology
Diagnostic result and corresponding therapeutic scheme；The data interaction system is reported to obtain diagnostic result and phase for user's incoming inspection
The therapeutic scheme answered is also used to the online trading of mother and baby's medical product；
The data interaction system includes user terminal and server；The user terminal includes user's intelligent end, government end, doctor
Medicine enterprises end；User's intelligent end, government end are interacted with pharmaceutical manufacturer end by the app of smart machine；User passes through
User's intelligent end uploads survey report, and the survey report that server uploads user inputs the diagnostic model, obtains user's
Diagnostic result and corresponding therapeutic scheme, and user is fed back to by user's intelligent end；The pharmaceutical manufacturer end is used for basis
The therapeutic scheme of user provides a user medical product online sales service；The government end is used to produce the medical treatment of online sales
The quality of product, channel, pricing information are supervised.
Specifically, the data collection system also acquires the standard movie data in entire pregnancy period, for establishing pregnancy period mark
Quasi- movie data library, the entire normal pregnancy process of the mankind be and its rule, be substantially 280 days 40 weeks；The pregnancy period standard
The method for building up in movie data library are as follows: using the entire pregnancy period as axis of abscissas, with weekly for the node of axis of abscissas, ordinate is corresponding
Normal inspection report weekly, the normal inspection are reported as the four-dimensional B ultrasound image data of pregnant woman；By pregnancy period clinical four-dimensional B ultrasound
The AVI format of image data is converted into h.264 high-definition format, then carries out beauty by the modeling of three-dimensional animation, render video technology
Change processing forms fetus in utero 40 weeks overall processes entirely developed；It, can by establishing the standard movie data library in entire pregnancy period
To facilitate pregnant women to understand itself and fetus in the normal development and health status of pregnancy period each timing node, so as to reach
To better pregnancy period disease prevention effect.
Further, prime number data collection system has also set up each phase common disease of entire pregnancy period, frequently-occurring disease movie data library；
40 weeks pregnancy periods were carrying out the finger of authority just and auxiliary diagnosis by disease with weekly for shooting node, by the common disease in each section is multiple.
Specifically, the survey report of mother and baby's whole life cycle include: it is pregnant before eugenic genetic test, pregnancy (40 weeks,
280 days), childbirth and neonatal Mother-infant nursing, newborn 28 days to an one full year of life, one full year of life to 1000 days during two one full year of life
Medicine prevention, clinical medicine survey report；Eugenic genetic test, is interpreted by pregnant preceding gene diagnosis and medicine, with medicine before pregnant
The mode of auxiliary diagnosis provides suitable pregnant preceding medicine aristogenesis intervention, it is therefore an objective to reduce the hair of congenital birth defect to the greatest extent from source
Raw rate.
Specifically, the data management system includes data-in port, data comparison categorization module, machine learning mould
Block, data memory module and data-out port；The data-in port is for incoming inspection report, the data comparison
Categorization module for the survey report stored in the survey report and data memory module of input to be compared and analyzed, obtain with
The most matched diagnostic result of the survey report of input and therapeutic scheme, and exported by data-out port；The machine learning
The recurrence clustering algorithm of module includes algorithm of support vector machine, logistic regression algorithm and Naive Bayes Classification Algorithm.Women exists
During the entire key pregnancy period, itself and fetus are all roughly the same in variation weekly, monthly, in this period, itself and tire
The individuation difference of youngster seems smaller, this, can just to provide possibility with clinical big data combination artificial intelligence deep learning
To be standardized and be quantized, by the video content of interactive mode subdivision, in conjunction with the scene application that virtual experts are taught, greatly
The needs of meeting the stage of breeding to medical expertise.
Specifically, the data interaction system passes through server construction Gernral Check-up platform, electric business transaction platform, live streaming point
Broadcast platform and exchange between communities platform；The Gernral Check-up platform is used for the physical examination report to user and diagnoses, and provides corresponding
Therapeutic scheme；The electric business transaction platform provides a reliable trading environment for pharmaceutical manufacturer and user；The live streaming point
It broadcasts platform and provides the image data of mother and baby's Life cycle for user, including pregnancy period common disease, the symptom of multiple disease and control
The life physiology points for attention for the treatment of scheme and each timing node；The exchange between communities platform provides one for numerous Yun Ma group
Intercommunion platform.
Further, in the electric business transaction platform, mother and baby's HealthCare Enterprise of each brand only has the exclusive Xuan Zhanmo of manufacturer
Block, All Activity behavior are all the direct commercial activities of manufacturer, have thoroughly prevented the possibility for selling counterfeit and shoddy goods；In platform
The exclusive module of enterprise is set up, which designs module space of a whole page personalization operation for enterprise, enters enterprise for product
Show, transport, after sale, quality guarantee, the work such as customer service all implement to exclusive module, allow enterprise can be in non-intrusive mode, more
More tells consumer brand's value and product function, to increase true and reliability；Compare in such Marketing Environment
The sympathetic response for easily causing consumer is more easier to move consumer and received.
Further, advertising management module is equipped in the exchange between communities platform, by user's content of interest and
Product carries out sifting sort, is collected using Network Traceback Technology and arranges user information, is pushed according to the interest preference of user corresponding
Top content, product and information.
It although an embodiment of the present invention has been shown and described, for the ordinary skill in the art, can be with
A variety of variations, modification, replacement can be carried out to these embodiments without departing from the principles and spirit of the present invention by understanding
And modification, the scope of the present invention is defined by the appended.
Claims (6)
1. a kind of mother and baby's Life cycle health medical treatment service system based on artificial intelligence, which is characterized in that adopted including data
Collecting system, data management system and data interaction system；The data collection system is for acquiring the entire Life Cycle of a large amount of mother and baby
The survey report of phase, diagnostic result corresponding with the survey report and corresponding therapeutic scheme；The data management system is logical
It crosses neural network to learn the collected data of the data collection system, obtains diagnostic model, which is used for
Accurately diagnostic result and corresponding therapeutic scheme are obtained according to the survey report of input；The data interaction system is used for user
Incoming inspection is reported to obtain diagnostic result and corresponding therapeutic scheme, is also used to the online trading of mother and baby's medical product；
The data interaction system includes user terminal and server；The user terminal includes user's intelligent end, government end, medicine enterprise
Industry end；User's intelligent end, government end are interacted with pharmaceutical manufacturer end by the app of smart machine；User passes through user
Intelligent end uploads survey report, and the survey report that server uploads user inputs the diagnostic model, obtains the diagnosis of user
As a result and accordingly therapeutic scheme, and user is fed back to by user's intelligent end；The pharmaceutical manufacturer end is used for according to user
Therapeutic scheme provide a user medical product online sales service；The government end is used for the medical product of online sales
Quality, channel, pricing information are supervised.
2. a kind of mother and baby's Life cycle health medical treatment service system based on artificial intelligence according to claim 1,
It is characterized in that, the data collection system also acquires the standard movie data in entire pregnancy period, for establishing pregnancy period standard video display
Database；Method for building up are as follows: using the entire pregnancy period as axis of abscissas, with weekly for the node of axis of abscissas, ordinate is corresponding weekly
Normal inspection report, the normal inspection is reported as the four-dimensional B ultrasound image data of pregnant woman；By pregnancy period clinical four-dimensional B ultrasound image
The AVI format of data is converted into h.264 high-definition format, then is carried out at beautification by the modeling of three-dimensional animation, render video technology
Reason forms fetus in utero 40 weeks overall processes entirely developed.
3. a kind of mother and baby's Life cycle health medical treatment service system based on artificial intelligence according to claim 1,
It is characterized in that, the survey report of mother and baby's whole life cycle includes: pregnant preceding eugenic genetic test, pregnancy, childbirth to new life
1000 days medicine prevention during two one full year of life of youngster, clinical medicine survey report.
4. a kind of mother and baby's Life cycle health medical treatment service system based on artificial intelligence according to claim 1,
It is characterized in that, the data management system includes data-in port, data comparison categorization module, machine learning module, data
Memory module and data-out port；The data-in port is for incoming inspection report, the data comparison classification mould
Block obtains and input for comparing and analyzing the survey report stored in the survey report and data memory module of input
The most matched diagnostic result of survey report and therapeutic scheme, and exported by data-out port；The machine learning module
Returning clustering algorithm includes algorithm of support vector machine, logistic regression algorithm and Naive Bayes Classification Algorithm.
5. a kind of mother and baby's Life cycle health medical treatment service system based on artificial intelligence according to claim 1,
It is characterized in that, the data interaction system passes through server construction Gernral Check-up platform, electric business transaction platform, live streaming program request platform
With exchange between communities platform；The Gernral Check-up platform is used for the physical examination report to user and diagnoses, and provides corresponding treatment
Scheme；The electric business transaction platform provides a reliable trading environment for pharmaceutical manufacturer and user；The live streaming program request platform
The image data of mother and baby's Life cycle is provided for user, including pregnancy period common disease, the symptom of multiple disease and therapeutic scheme
And the life physiology points for attention of each timing node；The exchange between communities platform provides an exchange for numerous Yun Ma group and puts down
Platform.
6. a kind of mother and baby's Life cycle health medical treatment service system based on artificial intelligence according to claim 5,
It is characterized in that, advertising management module is equipped in the exchange between communities platform, by user's content of interest and product progress
Sifting sort is collected using Network Traceback Technology and arranges user information, is pushed in corresponding top news according to the interest preference of user
Appearance, product and information.
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN110442797A (en) * | 2019-08-19 | 2019-11-12 | 重庆华医康道科技有限公司 | A kind of internet hospital products configuration optimization method |
| CN110837900A (en) * | 2019-09-27 | 2020-02-25 | 天津一生优悦科技有限公司 | Booking and booking service selecting system for residence moon center |
| CN110851503A (en) * | 2019-11-19 | 2020-02-28 | 天津开心生活科技有限公司 | Medical mode conversion identification method and device, electronic equipment and storage medium |
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| CN109727673A (en) * | 2018-11-20 | 2019-05-07 | 东莞市好康电子科技有限公司 | A kind of system that the materno-fetal conditions based on artificial intelligence diagnose, screen, prevent |
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| US20180157793A1 (en) * | 2012-03-08 | 2018-06-07 | The Chinese University Of Hong Kong | Size-based analysis of fetal or tumor dna fraction in plasma |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN110442797A (en) * | 2019-08-19 | 2019-11-12 | 重庆华医康道科技有限公司 | A kind of internet hospital products configuration optimization method |
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| CN110837900A (en) * | 2019-09-27 | 2020-02-25 | 天津一生优悦科技有限公司 | Booking and booking service selecting system for residence moon center |
| CN110851503A (en) * | 2019-11-19 | 2020-02-28 | 天津开心生活科技有限公司 | Medical mode conversion identification method and device, electronic equipment and storage medium |
| CN110851503B (en) * | 2019-11-19 | 2022-07-05 | 天津开心生活科技有限公司 | Medical mode conversion identification method and device, electronic equipment and storage medium |
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