CN108766560A - Leucoderma robot doctor's device based on artificial intelligence - Google Patents

Leucoderma robot doctor's device based on artificial intelligence Download PDF

Info

Publication number
CN108766560A
CN108766560A CN201810544578.1A CN201810544578A CN108766560A CN 108766560 A CN108766560 A CN 108766560A CN 201810544578 A CN201810544578 A CN 201810544578A CN 108766560 A CN108766560 A CN 108766560A
Authority
CN
China
Prior art keywords
module
unit
treatment
leucoderma
doctor
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.)
Withdrawn
Application number
CN201810544578.1A
Other languages
Chinese (zh)
Inventor
高文超
乐秀
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Guangzhou Towards Biological Technology Co Ltd
Original Assignee
Guangzhou Towards Biological Technology Co Ltd
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by Guangzhou Towards Biological Technology Co Ltd filed Critical Guangzhou Towards Biological Technology Co Ltd
Priority to CN201810544578.1A priority Critical patent/CN108766560A/en
Publication of CN108766560A publication Critical patent/CN108766560A/en
Withdrawn legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/60ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H40/00ICT 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
    • G16H40/60ICT 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
    • G16H40/67ICT 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
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20ICT 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

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Medical Informatics (AREA)
  • Public Health (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • General Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Pathology (AREA)
  • Databases & Information Systems (AREA)
  • Business, Economics & Management (AREA)
  • General Business, Economics & Management (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)

Abstract

The invention discloses a kind of leucoderma robot doctor's device based on artificial intelligence, including case material and index collection, self-service inspection unit, intelligent diagnosis and treatment state of an illness unit, therapeutic scheme formulate unit, execute therapeutic scheme unit and treatment after therapeutic evaluation and the state of an illness seek advice from unit.Case material and index collector unit acquire patients with vitiligo symptom in the form of interactive voice, self-service inspection unit is carried out using modern medical equipment wood's lamp, intelligent diagnosis and treatment unit exports patients with vitiligo parting by stages and provides therapeutic scheme or submit remote doctor according to data and inspection unit output result progress diagnostic analysis are collected.Leucoderma robot doctor carries therapeutic equipment and simultaneously connects medicine distribution platform, can diagnosis, treatment and the drug of complete independently leucoderma deliver goods to the customers, for prognosis, also provide the effect assessment after treatment, the consulting of the further state of an illness.It realizes that patients with vitiligo is in see a doctor, check, treating, seeking advice from integration, improves therapeutic efficiency.

Description

Leucoderma robot doctor's device based on artificial intelligence
Technical field
The invention belongs to field of artificial intelligence, are related to a kind of artificial intelligence robot device, specifically a kind of to be based on The device of the leucoderma robot doctor of artificial intelligence.
Background technology
Leucoderma is that melanocyte is lost and hickie forms the common property dyschromicum skin disease being characterized, incidence 0.5%~2%, morbidity in recent years has showed increased trend.The pathogenesis of leucoderma it is not immediately clear.Although the disease will not be straight Connecing influences the body function of patient, but it has the characteristics that damage capacitive, intractable, repetitious, especially neck surface in view of the disease Leucoderma can seriously affect the physical and mental health and quality of life of patient, and treatment is urgent.
By stages according to the parting in 2014 editions leucoderma diagnosis and treatment common recognitions, leucoderma has following parting by stages:1. parting is:Section Segment type, non-segmental pattern, mixed type, uncertain type.Wherein the hickie of segmental vitiligo is often dominated along unilateral nervus cutaneus segment Skin area is distributed, and incidence is relatively low, accounts for about 1/10th of all leucoderma;Non- segmental vitiligo be in leucoderma most Common type can be further divided into topical type, sporadic, general hair style and acra type again according to hickie Germ distribution and area are different. 2. being by stages:Progressive stage and stationary phase.Criterion is integrated with reference to 1. VIDA:Occur new skin lesion in nearly 6 weeks or raw hide damage expands (+4 points), occur new skin lesion for nearly 3 months or raw hide damage expands (+3 points), new skin lesion occur within nearly 6 months or raw hide damage expands (+2 Point);There is within nearly 1 year new skin lesion or raw hide damage expands (+1 point);At least stablize 1 year (0 point);At least stablize 1 year and has from color development Element regeneration (- 1 point).Total score>1 point is progressive stage, and >=4 points are the rapid progress phase;2. there is isomorphic effect(In skin injury 1 year There is hickie in part)For progressive stage.3. wood lamps:Skin lesion color is in canescence, and boundary owes clear, and skin lesion area is more than under wood lamps Area is estimated, prompt is progressive stage.
At this stage, there are many method for treating leucoderma, include mainly surgical treatment and non-surgical therapy.Non-surgical therapy has System application glucocorticoid, local topical glucocorticoid, phototherapy, traditional Chinese medicine etc..Surgical treatment includes that Autologous epidermis moves Plant, the transplanting of melanocyte suspension, the melanocyte transplanting etc. cultivated.
The therapy of vitiligo period is long, poor prognosis, easily recurs, but therapeutic modality is relatively easy, is easier to form fixed control Treatment scheme.In recent years, with deep learning algorithm application, cloud storage, the development of super calculation technology, robot doctor has preferably Development foundation is in for robot doctor and sees a doctor the opportunity of creating.
Invention content
The purpose of the present invention is to provide a kind of leucoderma robot doctor's device based on artificial intelligence, realization leucoderma Patient, which is in, sees a doctor and realizes treatment, prognosis consulting.
The purpose of the present invention can be achieved through the following technical solutions:
Leucoderma robot doctor's device based on artificial intelligence, including case history material and index collection, self-service inspection unit, intelligence Therapeutic evaluation and state of an illness consulting list after energy diagnosis and treatment state of an illness unit, therapeutic scheme are formulated unit, execution therapeutic scheme unit and treated Member;
The case history material and index collector unit is carried out pair by patients with vitiligo or family numbers of patients and robot doctor Words acquire medical history, medical history information by the way of puing question to answer;
The self-service inspection unit captures take pictures identification and wood's lamp progress, outgoing inspection result to intelligence by camera Diagnosis and treatment unit;
The intelligent diagnosis and treatment state of an illness unit is exported according to the data of case material collecting unit acquisition and self-service inspection unit As a result, carrying out integrated diagnosing and analyzing, directly giving therapeutic scheme or being exported again after being submitted to remote doctor progress scheme confirmation Therapeutic scheme;
The unit of the execution treatment can need to directly be treated according to therapeutic scheme by phototherapy, leucoderma robot doctor It is born from band phototherapy apparatus;Need drug therapy that can be bought by robot doctor, direct drug delivery is visited;
Evaluation unit after the treatment passes through the therapeutic scheme by talking with and inspection unit exports result to execution after treatment Carry out therapeutic evaluation or feed back to remote doctor to carry out therapeutic evaluation.
Further, the medical history information collecting unit includes voice acquisition module, sound identification module, keyword extraction Module, voice playing module and leucoderma intelligent answer algoritic module;
The voice acquisition module asks the correlations such as illness description and medical history, treatment for acquiring patient or family numbers of patients Inscribe the voice messaging answered;
The sound identification module is identified for the voice messaging to acquisition;
The keyword-extraction module carries out keyword extraction for the voice by identification, is then communicated to intelligent diagnosis and treatment Unit;
The voice playing module, for being putd question in the form of speech play.
The leucoderma intelligent answer algoritic module, the state of an illness for being described according to patient carry out the life of next step enquirement At algorithm.
Further, the self-service inspection unit includes wood's lamp and identification module of taking pictures;
Wherein, whether the wood's lamp is leucoderma for differentiating;Collection result is output to intelligent diagnosis and treatment unit;
The identification module of taking pictures, by taking pictures, identification and calculates white spot area at hickie;Collection result is output to intelligent diagnosis and treatment Unit.
Further, the intelligent diagnosis and treatment state of an illness unit includes intelligent Answer System module, checks management module, the state of an illness Analysis module, diagnosis and treatment output module, leucoderma knowledge base, remote medical consultation with specialists module, integrated database and WiFi module;
The intelligent Answer System module, by obtaining useful case history information with patients with vitiligo interrogation reply system;
The inspection management module, the information received according to intelligent Answer System module are checked and receive the inspection of patient Come to an end fruit;
The illness analysis module receives information according to intelligent Answer System module and checks that module receives information, tentatively Progress and by stages parting obtain therapeutic scheme from leucoderma knowledge base or are connected to the treatment that remote doctor end obtains approval Scheme is output to diagnosis and treatment output module by scheme;
The integrated database and WiFi module, the data for storing and management module receives, and by WiFi module Pass to high in the clouds.
Further, the execution therapeutic scheme unit includes phototherapy and external medication;
The phototherapy module, is treated using NB-UVB;
The external medication, after the doctor connected by robot doctor opens electronic prescription, drug delivery is visited.
Beneficial effects of the present invention include following aspect:
1. by intelligent interrogation, collect patients with vitiligo medical history information and be output to diagnosis unit, storage can be further to high in the clouds Link doctor audits, and realizes completely electronic archive, man-machine preliminary interrogation;
2. realizing inspection of being in by self-service inspection unit, tentatively make a definite diagnosis;
3. by analyzing case data and inspection result, therapeutic scheme is provided or is submitted to doctor terminal progress diagnosis and treatment project checking;
4. phototherapy can be carried out and monitor state of an illness therapeutic advance in real time by being in;
It is in and drug can be realized visits, even if treatment.
Specific implementation mode
Based on the example of the present invention, only a part of example of the invention, instead of all the embodiments.Based on this hair Bright example, every other embodiment obtained by those of ordinary skill in the art without making creative efforts, Belong to protection scope of the present invention.
The present invention provides a kind of leucoderma robot doctor's device based on artificial intelligence, which has and mankind's phase As shape, including case material and index collection, self-service inspection unit, intelligent diagnosis and treatment state of an illness unit, therapeutic scheme formulate it is single Member executes therapeutic evaluation and state of an illness consulting unit after therapeutic scheme unit and treatment.
Case material and index collector unit are carried out pair by patients with vitiligo or family numbers of patients and robot doctor Words, using put question to answer by the way of acquire medical history, medical history information includes that voice acquisition module, sound identification module, keyword carry Modulus block, voice playing module and leucoderma intelligent answer algoritic module.
Voice acquisition module, for acquiring patient or family numbers of patients to the relevant issues such as illness description and medical history, treatment The voice messaging of answer.
Sound identification module is identified for the voice messaging to acquisition.
Keyword-extraction module carries out keyword extraction for the voice by identification, is then communicated to intelligent diagnosis and treatment list Member.
Voice playing module, for being putd question in the form of speech play.
Leucoderma intelligent answer algoritic module, the generation that the state of an illness for being described according to patient carries out next step enquirement are calculated Method.
Self-service inspection unit, take pictures identification and wood's lamp progress are captured by camera, and outgoing inspection result is examined to intelligent Treat unit.
Self-service inspection unit includes wood's lamp and identification module of taking pictures.
Wherein, whether wood's lamp is leucoderma for differentiating;Collection result is output to intelligent diagnosis and treatment unit.
It takes pictures identification module, identification hickie and white spot area is calculated by taking pictures;Collection result is output to intelligent diagnosis and treatment list Member.
Intelligent diagnosis and treatment state of an illness unit, according to the knot of the data of case material collecting unit acquisition and the output of self-service inspection unit Fruit carries out neutralization diagnostic analysis, directly gives therapeutic scheme or is submitted to after remote doctor carries out scheme confirmation and exports control again Treatment scheme.
Intelligent diagnosis and treatment state of an illness unit includes intelligent Answer System module, checks that management module, illness analysis module, diagnosis and treatment are defeated Go out module, leucoderma knowledge base, remote medical consultation with specialists module, integrated database and WiFi module.
Intelligent Answer System module, by obtaining useful case history information with patients with vitiligo interrogation reply system.
Check that management module, the information received according to intelligent Answer System module are checked and receive the inspection of patient As a result.
Illness analysis module receives information according to intelligent Answer System module and checks that module receives information, first stepping Row and by stages parting obtain therapeutic scheme from leucoderma knowledge base or are connected to the treatment side that remote doctor end obtains approval Scheme is output to diagnosis and treatment output module by case.
Integrated database and WiFi module, the data for storing and management module receives, and uploaded by WiFi module To high in the clouds.
Executing the unit for the treatment of can need to directly be treated, leucoderma robot doctor according to therapeutic scheme by phototherapy Included phototherapy apparatus;Need drug therapy that can be bought by robot doctor, direct drug delivery is visited;
It includes phototherapy and external medication to execute therapeutic scheme unit.
Phototherapy module, is treated using NB-UVB.
External medication, after the doctor connected by robot doctor opens electronic prescription, drug delivery is visited.
The present invention specifically used steps are as follows:
Patient:Into calibration region, diagnosis and treatment process starts, and device carries out interrogation dialogue first, obtains information, such as patient last name Name, gender, disease time, treatment medical history, etc..It collects data and is output to intelligent diagnosis and treatment unit.
Robot doctor determines to need further to be checked by symptom.
Patient, which enters, specifies region, exposes day shift position, determines the state of an illness with wood's lamp and identification technology of taking pictures, i.e., specifically Parting by stages.
Inspection result is output to illness analysis module
According to patient medical record and inspection result by leucoderma data knowledge storehouse matching, suitable therapeutic scheme is found out or by scheme It is submitted to long-range connection doctor terminal to be audited, therapeutic scheme is output to execution treatment module after determining.
Treatment module is executed to start to carry into execution a plan, treated using phototherapy or predetermined medication etc..
In description in the present specification, the description of reference term " one embodiment ", " example ", " specific example " etc. is anticipated Refer at least one reality that particular features, structures, materials, or characteristics described in conjunction with this embodiment or example are contained in the present invention It applies in example or example.In the present specification, schematic expression of the above terms are not necessarily referring to identical embodiment or show Example.Moreover, particular features, structures, materials, or characteristics described can be in any one or example in an appropriate manner In conjunction with.
Above content is only to structure of the invention example and explanation, person of ordinary skill in the field is to institute The specific embodiment of description does various modifications or additions or substitutes by a similar method, without departing from the knot of invention Structure or beyond the scope defined by this claim, is within the scope of protection of the invention.

Claims (5)

1. the leucoderma robot device based on artificial intelligence, it is characterised in that:It is collected including case history material and index, self-service inspection Therapeutic evaluation and disease after verification certificate member, intelligent diagnosis and treatment state of an illness unit, therapeutic scheme are formulated unit, execution therapeutic scheme unit and treated Feelings seek advice from unit;
The case history material and index collector unit is carried out pair by patients with vitiligo or family numbers of patients and robot doctor Words acquire medical history, medical history information by the way of puing question to answer;
The self-service inspection unit takes pictures identification by camera crawl and wood's lamp is checked that inspection result is output to Intelligent diagnosis and treatment unit;
The intelligent diagnosis and treatment state of an illness unit is exported according to the data of case history material collecting unit acquisition and self-service inspection unit As a result, carrying out integrated diagnosing and analyzing, directly giving therapeutic scheme or being exported again after being submitted to remote doctor progress scheme confirmation Therapeutic scheme;
The unit of the described execution treatment, according to therapeutic scheme, need to can directly be treated by phototherapy, leucoderma robot Doctor carries phototherapy apparatus;Need drug therapy that can be bought by robot doctor, direct drug delivery is visited;
Evaluation unit after the treatment passes through the therapeutic scheme by talking with and inspection unit exports result to execution after treatment Carry out therapeutic evaluation or feed back to remote doctor to carry out therapeutic evaluation.
2. leucoderma robot doctor's device according to claim 1 based on artificial intelligence, it is characterised in that:The disease It includes voice acquisition module, sound identification module, keyword-extraction module, voice playing module and leucoderma to go through data collection unit Wind intelligent answer algoritic module;
The voice acquisition module asks the correlations such as illness description and medical history, treatment for acquiring patient or family numbers of patients Inscribe the voice messaging answered;
The sound identification module is identified for the voice messaging to acquisition;
The keyword-extraction module carries out keyword extraction for the voice by identification, is then communicated to intelligent diagnosis and treatment Unit;
The voice playing module, for being putd question in the form of speech play;
The leucoderma intelligent answer algoritic module, the generation that the state of an illness for being described according to patient carries out next step enquirement are calculated Method.
3. leucoderma robot doctor's device according to claim 1 based on artificial intelligence, it is characterised in that:Described Self-service inspection unit includes wood's lamp and identification module of taking pictures;
Whether the wood's lamp inspection is leucoderma for differentiating;The result of acquisition is output to intelligent diagnosis and treatment unit;
The identification module of taking pictures, by taking pictures, identification and calculates white spot area at hickie;Collection result is output to intelligent diagnosis and treatment Unit.
4. leucoderma robot doctor's device according to claim 1 based on artificial intelligence, it is characterised in that:Described Intelligent diagnosis and treatment state of an illness unit include intelligent Answer System module, check management module, illness analysis module, diagnosis and treatment output module, Leucoderma knowledge base, remote medical consultation with specialists module, integrated database and WiFi module;
The intelligent Answer System module, by obtaining useful case history information with patients with vitiligo interrogation reply system;
The inspection management module, the information received according to intelligent Answer System module are checked and receive the inspection of patient Come to an end fruit;
The illness analysis module receives information according to intelligent Answer System module and checks that module receives information, tentatively Parting by stages is carried out, therapeutic scheme is obtained from leucoderma knowledge base or is connected to the treatment side that remote doctor end obtains approval Scheme is output to diagnosis and treatment output module by case;
The integrated database and WiFi module, the data for storing and management module receives, and by WiFi module Pass to high in the clouds.
5. leucoderma robot doctor's device according to claim 1 based on artificial intelligence, it is characterised in that:Described It includes phototherapy and external medication to execute therapeutic scheme unit;
The phototherapy module, is treated using NB-UVB;
The external medication, after the doctor connected by robot doctor opens electronic prescription, drug delivery is visited.
CN201810544578.1A 2018-05-31 2018-05-31 Leucoderma robot doctor's device based on artificial intelligence Withdrawn CN108766560A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201810544578.1A CN108766560A (en) 2018-05-31 2018-05-31 Leucoderma robot doctor's device based on artificial intelligence

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201810544578.1A CN108766560A (en) 2018-05-31 2018-05-31 Leucoderma robot doctor's device based on artificial intelligence

Publications (1)

Publication Number Publication Date
CN108766560A true CN108766560A (en) 2018-11-06

Family

ID=64000897

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201810544578.1A Withdrawn CN108766560A (en) 2018-05-31 2018-05-31 Leucoderma robot doctor's device based on artificial intelligence

Country Status (1)

Country Link
CN (1) CN108766560A (en)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111383754A (en) * 2018-12-28 2020-07-07 医渡云(北京)技术有限公司 Medical decision method, medical decision device, electronic device, and storage medium
CN113838574A (en) * 2021-09-29 2021-12-24 杭州海心智医信息科技有限公司 Database application system of tumor disease medical record

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111383754A (en) * 2018-12-28 2020-07-07 医渡云(北京)技术有限公司 Medical decision method, medical decision device, electronic device, and storage medium
CN111383754B (en) * 2018-12-28 2023-08-08 医渡云(北京)技术有限公司 Medical decision method, medical decision device, electronic device, and storage medium
CN113838574A (en) * 2021-09-29 2021-12-24 杭州海心智医信息科技有限公司 Database application system of tumor disease medical record

Similar Documents

Publication Publication Date Title
CN107242857A (en) The intelligent traditional Chinese medical science based on deep learning integrates diagnosis and therapy system
US20190392953A1 (en) A system and method of diagnosis skin and tissue lesions and abnormalities
CN108198620A (en) A kind of skin disease intelligent auxiliary diagnosis system based on deep learning
CN108780663A (en) Digital personalized medicine platform and system
CN112669967A (en) Active health medical decision-making assisting method and equipment
US8010378B2 (en) Method and system for detecting and analyzing clinical pictures and the causes thereof and for determining proposals for appropriate therapy
CN108766560A (en) Leucoderma robot doctor's device based on artificial intelligence
CN106901727A (en) A kind of depression Risk Screening device based on EEG signals
CN113506625A (en) Diagnosis and treatment suggestion scoring system based on csco guide
CN107564591A (en) A kind of digital medical system
Bonotis et al. Automated assessment of pain intensity based on EEG signal analysis
Yang et al. Effects of five-element music on language recovery in patients with poststroke aphasia: a systematic review and meta-analysis
CN115376648A (en) Intelligent prescription generating device and intelligent prescription generating system
CN109411087A (en) A kind of more examine closes ginseng system
CN109036519A (en) Virtual experience decompression method and device
TWI783902B (en) Establishing method of wound grade assessment model, wound care assessment system and wound grade assessment method
CN114748072A (en) Electroencephalogram-based information analysis and rehabilitation training system and method for depression auxiliary diagnosis
CN113192631A (en) System and method for intelligently conducting brain anti-aging diagnosis and treatment through multidisciplinary cooperation
CN109076311A (en) For providing the method, system and non-transient computer readable medium recording program performing of medical services
CN112259186A (en) Novel sleep disorder diagnosis and treatment system
CN207506568U (en) Disease diagnosing system and disease surveillance device
CN110115612A (en) A kind of Urology Surgery extracorporeal lithotiptor control method Internet-based and system
CN113707247B (en) Method for quantitatively predicting cartilage repair rate after mesenchymal stem cell therapy based on machine learning of blockchain
Ji et al. Automatic Pain Assessment with Ultra-short Electrodermal Activity Signal
Jia et al. Automatic arousal detection using multi-model deep neural network

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
WW01 Invention patent application withdrawn after publication
WW01 Invention patent application withdrawn after publication

Application publication date: 20181106