CN107610777A - The tumor recovering management of health control platform and Analysis on quality of life method and system - Google Patents
The tumor recovering management of health control platform and Analysis on quality of life method and system Download PDFInfo
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- CN107610777A CN107610777A CN201710801632.1A CN201710801632A CN107610777A CN 107610777 A CN107610777 A CN 107610777A CN 201710801632 A CN201710801632 A CN 201710801632A CN 107610777 A CN107610777 A CN 107610777A
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Abstract
The present invention discloses a kind of tumor recovering management based on intelligent health management platform and Analysis on quality of life method and system, pass through a large amount of medical datas and circular for confirmation Medical result, utilize big data mining algorithm and statistical analysis technique, find out the Influencing Factor on Life Quality of tumor patient, according to analysis of Influential Factors result, the Analysis on Influence Factors of Life model of tumor patient is built, realizes the management of tumor recovering Rehabilitation and monitoring;Meanwhile the life quality and relapse and metastasis influence factor of tumor patient are found out, find out the suitable health control relevant item of individual;By mobile terminal, the intelligent health management platform based on cloud server, the personalized accurate health management scheme of tumor recovering is pushed to user automatically.The survival analysis model of individual specific aim and accuracy, the Survival of rehabilitation is precisely assessed, reduce recurrence rate and the rate of transform to greatest extent, improve the life quality of patient.
Description
Technical field
The present invention relates to computer system development and big data mining algorithm field, and intelligence is based on more particularly, to one kind
The tumor recovering management of energy health control platform and Analysis on quality of life method and system.
Background technology
At present, medical institutions and physical examination mechanism, for chemicotherapy, postoperative tumor recovering patient health control present in
Deficiency include:1. lacking the health monitoring for the rehabilitation that focus (tumour) disappears after treatment, existing mode is still
It is to check once every half a year, interval time is oversize, can not effectively control the recurrence of tumour;2. the recurrence rate of every kind of tumour is to differ
The recurrence rate of sample, each tumor recovering patient is also different, lacks individual specific aim and the existence matter of accuracy at present
Analysis model is measured, precisely assesses the survival state and life quality situation of rehabilitation.
The content of the invention
The present invention is to overcome at least one defect described in above-mentioned prior art, there is provided one kind is put down based on intelligent health management
The tumor recovering management of platform and Analysis on quality of life method and system, by a large amount of medical datas and circular for confirmation Medical result, utilize
Big data mining algorithm and statistical analysis technique, the Influencing Factor on Life Quality of tumor patient is found out, according to analysis of Influential Factors
As a result, the Analysis on Influence Factors of Life model of tumor patient is built, realizes the management of tumor recovering Rehabilitation and monitoring;
Meanwhile the life quality and relapse and metastasis influence factor of tumor patient are found out, find out the suitable health control relevant item of individual;
By mobile terminal, the intelligent health management platform based on cloud server, personalized tumor recovering essence is pushed to user automatically
Quasi- health management scheme.
In order to solve the above technical problems, technical scheme is as follows:
A kind of tumor recovering management and Analysis on quality of life method based on intelligent health management platform, including following step
Suddenly:
S1:Obtain disease medical conditions, ordinary circumstance and the rehabilitation environment situation of tumor patient;
S2:By a large amount of medical datas and circular for confirmation Medical result, using big data mining algorithm and statistical analysis technique, look for
Go out Quality of Life of Patients with Tumor influence factor;According to analysis of Influential Factors result, build the life quality of tumor patient influence because
Plain analysis model, realize administration of rehabilitation services and the monitoring of tumor patient;
S3:By mobile terminal, the intelligent health management platform based on cloud server, personalized tumor recovering essence is pushed
Quasi- health management scheme.
In a kind of preferable scheme, described Analysis on Influence Factors of Life model quality for survival in step s 2
Influence factor dimension scale;Described Influencing Factor on Life Quality dimension scale follows the more entries of various dimensions.By to dimension amount
The reliability and validity Evaluation of table, make scale have preferable Content validity.
In a kind of preferable scheme, factorial analysis is carried out to the dimension of Influencing Factor on Life Quality dimension scale, used
PCA extraction factor, while for the implication of clearly each factor, carry out oblique rotation;The dimension factor is extracted, it is right
Common factor explains, and uniformly describes the scoring situation of each dimension with interquartile range (QL, QU) with median (Md);
Factor integration evaluation model be:
S=W1f1+W2f2+W3f3+……+WKfK=Σ Wifi
S is overall merit score in formula, and fi is i-th of common factor, and Wi is the weight of the i-th common factor;Fi is common factor
Expression formula, using " complete factor loading representation ", the factor expression of this method is:Fi=α11X1+α2iX2+α3iX3
+……+αpiXP
Fi is i-th factor (same f in formula1),α1i,α2i,α3i……αpiFor the i-th factor loading, X1,X2,X3……XpFor shadow
Ring factor index.
In a kind of preferable scheme, the life quality of tumor patient is found out by factorial analysis and relapse and metastasis influence because
Element, find out the suitable health control relevant item of individual;By mobile terminal, the intelligent health management based on cloud server is put down
Platform, push the personalized accurate health management scheme of tumor recovering to user automatically.
In a kind of preferable scheme, with reference to the intelligent health management platform of cloud server, tumor patient is progressively integrated
Medical institutions' associated treatment information, to tumor patient carry out long-term follow follow-up, progressively establish the big data based on cloud platform
The administration of rehabilitation services archives of tumor patient;Using Survival data statistical analysis technique, Analysis on Influence Factors of Life model is established,
The rehabilitation situation of tumor patient is precisely assessed, reduces recurrence rate and the rate of transform to greatest extent, improves the life quality of patient.
A kind of tumor recovering management and Analysis on quality of life system based on intelligent health management platform, based on described side
Method, comprise at least:
Acquisition module, for obtaining the disease medical conditions, ordinary circumstance and rehabilitation environment situation of tumor patient;
Modeling module, for by a large amount of medical datas and circular for confirmation Medical result, utilizing big data mining algorithm and statistics
Analysis method, find out Quality of Life of Patients with Tumor influence factor;According to analysis of Influential Factors result, the existence of tumor patient is built
Influencing factors of quality analysis model, realize administration of rehabilitation services and the monitoring of tumor patient;
Pushing module, for by mobile terminal, the intelligent health management platform based on cloud server, pushing personalized
The accurate health management scheme of tumor recovering.
Compared with prior art, the beneficial effect of technical solution of the present invention is:It is a kind of based on intelligent health management platform
Tumor recovering management and Analysis on quality of life method and system, by a large amount of medical datas and circular for confirmation Medical result, utilize big number
According to mining algorithm and statistical analysis technique, the Influencing Factor on Life Quality of tumor patient is found out, according to analysis of Influential Factors result,
The Analysis on Influence Factors of Life model of tumor patient is built, realizes the management of tumor recovering Rehabilitation and monitoring;Meanwhile
The life quality and relapse and metastasis influence factor of tumor patient are found out, finds out the suitable health control relevant item of individual;Pass through
Mobile terminal, the intelligent health management platform based on cloud server, push personalized tumor recovering to user automatically and be precisely good for
Health Managed Solution.The survival analysis model of individual specific aim and accuracy, precisely assess the Survival of rehabilitation, maximum limit
Degree reduces recurrence rate and the rate of transform, improves the life quality of patient.
Brief description of the drawings
Fig. 1 is the whole intelligent health management platform data analysis step schematic diagram of the embodiment of the present invention 1.
Embodiment
Accompanying drawing being given for example only property explanation, it is impossible to be interpreted as the limitation to this patent;
In order to more preferably illustrate the present embodiment, some parts of accompanying drawing have omission, zoomed in or out, and do not represent actual product
Size;
To those skilled in the art, it is to be appreciated that some known features and its explanation, which may be omitted, in accompanying drawing
's.
Technical scheme is described further with reference to the accompanying drawings and examples.
Embodiment 1
As illustrated, a kind of tumor recovering management and Analysis on quality of life method based on intelligent health management platform, bag
Include following steps:
S1:Obtain disease medical conditions, ordinary circumstance and the rehabilitation environment situation of tumor patient;
S2:By a large amount of medical datas and circular for confirmation Medical result, using big data mining algorithm and statistical analysis technique, look for
Go out Quality of Life of Patients with Tumor influence factor;According to analysis of Influential Factors result, build the life quality of tumor patient influence because
Plain analysis model, realize administration of rehabilitation services and the monitoring of tumor patient;
S3:By mobile terminal, the intelligent health management platform based on cloud server, personalized tumor recovering essence is pushed
Quasi- health management scheme.
In specific implementation process, described Analysis on Influence Factors of Life model quality shadow for survival in step s 2
Ring factorial dimensions scale;Described Influencing Factor on Life Quality dimension scale follows the more entries of various dimensions.By to dimension scale
Reliability and validity Evaluation, make scale that there is preferable Content validity.
In specific implementation process, factorial analysis is carried out to the dimension of Influencing Factor on Life Quality dimension scale, using master
Componential analysis extraction factor, while for the implication of clearly each factor, carry out oblique rotation;The dimension factor is extracted, to public affairs
The factor explains, and uniformly describes the scoring situation of each dimension with interquartile range (QL, QU) with median (Md);
Factor integration evaluation model be:
S=W1f1+W2f2+W3f3+……+WKfK=Σ Wifi
S is overall merit score in formula, and fi is i-th of common factor, and Wi is the weight of the i-th common factor;Fi is common factor
Expression formula, using " complete factor loading representation ", the factor expression of this method is:Fi=α11X1+α2iX2+α3iX3
+……+αpiXP
Fi is i-th factor (same f in formula1),α1i,α2i,α3i……αpiFor the i-th factor loading, X1,X2,X3……XpFor shadow
Ring factor index.
In specific implementation process, by factorial analysis find out tumor patient life quality and relapse and metastasis influence because
Element, find out the suitable health control relevant item of individual;By mobile terminal, the intelligent health management based on cloud server is put down
Platform, push the personalized accurate health management scheme of tumor recovering to user automatically.
In specific implementation process, with reference to the intelligent health management platform of cloud server, tumor patient is progressively integrated
Medical institutions' associated treatment information, long-term follow follow-up is carried out to tumor patient, the big data based on cloud platform is progressively established and swells
The administration of rehabilitation services archives of knurl patient;Using Survival data statistical analysis technique, Analysis on Influence Factors of Life model is established, essence
Standard assesses the rehabilitation situation of tumor patient, reduces recurrence rate and the rate of transform to greatest extent, improves the life quality of patient.
A kind of tumor recovering management and Analysis on quality of life system based on intelligent health management platform, based on described side
Method, comprise at least:
Acquisition module, for obtaining the disease medical conditions, ordinary circumstance and rehabilitation environment situation of tumor patient;
Modeling module, for by a large amount of medical datas and circular for confirmation Medical result, utilizing big data mining algorithm and statistics
Analysis method, find out Quality of Life of Patients with Tumor influence factor;According to analysis of Influential Factors result, the existence of tumor patient is built
Influencing factors of quality analysis model, realize administration of rehabilitation services and the monitoring of tumor patient;
Pushing module, for by mobile terminal, the intelligent health management platform based on cloud server, pushing personalized
The accurate health management scheme of tumor recovering.
A kind of tumor recovering management and Analysis on quality of life method and system based on intelligent health management platform, by big
Medical data and circular for confirmation Medical result are measured, using big data mining algorithm and statistical analysis technique, finds out the existence of tumor patient
Influencing factors of quality, according to analysis of Influential Factors result, the Analysis on Influence Factors of Life model of tumor patient is built, is realized
The management of tumor recovering Rehabilitation and monitoring;Meanwhile the life quality and relapse and metastasis influence factor of tumor patient are found out, look for
Go out the suitable health control relevant item of individual;By mobile terminal, the intelligent health management platform based on cloud server, from
Move and push the personalized accurate health management scheme of tumor recovering to user.The survival analysis model of individual specific aim and accuracy,
The Survival of rehabilitation is precisely assessed, reduces recurrence rate and the rate of transform to greatest extent, improves the life quality of patient.
Same or analogous label corresponds to same or analogous part;
Term the being given for example only property explanation of position relationship described in accompanying drawing, it is impossible to be interpreted as the limitation to this patent;
Obviously, the above embodiment of the present invention is only intended to clearly illustrate example of the present invention, and is not pair
The restriction of embodiments of the present invention.For those of ordinary skill in the field, may be used also on the basis of the above description
To make other changes in different forms.There is no necessity and possibility to exhaust all the enbodiments.It is all this
All any modification, equivalent and improvement made within the spirit and principle of invention etc., should be included in the claims in the present invention
Protection domain within.
Claims (6)
1. a kind of tumor recovering management and Analysis on quality of life method based on intelligent health management platform, it is characterised in that bag
Include following steps:
S1:Obtain disease medical conditions, ordinary circumstance and the rehabilitation environment situation of tumor patient;
S2:By a large amount of medical datas and circular for confirmation Medical result, using big data mining algorithm and statistical analysis technique, find out swollen
Knurl life in patients influence factor;According to analysis of Influential Factors result, the Influencing Factor on Life Quality for building tumor patient divides
Model is analysed, realizes administration of rehabilitation services and the monitoring of tumor patient;
S3:By mobile terminal, the intelligent health management platform based on cloud server, push personalized tumor recovering and be precisely good for
Health Managed Solution.
2. tumor recovering management and Analysis on quality of life side according to claim 1 based on intelligent health management platform
Method, it is characterised in that described Analysis on Influence Factors of Life model influencing factors of quality dimension for survival in step s 2
Scale;Described Influencing Factor on Life Quality dimension scale follows the more entries of various dimensions.
3. tumor recovering management and Analysis on quality of life side according to claim 2 based on intelligent health management platform
Method, it is characterised in that factorial analysis is carried out to the dimension of Influencing Factor on Life Quality dimension scale in step S2, using principal component
Analytic approach extraction factor, while for the implication of clearly each factor, carry out oblique rotation;The dimension factor is extracted, to common factor
Explain, and uniformly describe the scoring situation of each dimension with interquartile range (QL, QU) with median;
Factor integration evaluation model be:
S=W1f1+W2f2+W3f3+……+WKfK=Σ Wifi
S is overall merit score in formula, and fi is i-th of common factor, and Wi is the weight of the i-th common factor;Fi is the table of common factor
Up to formula, using " complete factor loading representation ", the factor expression of this method is:Fi=α11X1+α2iX2+α3iX3+……+αpiXP
Fi is i-th factor in formula, α1i,α2i,α3i……αpiFor the i-th factor loading, X1,X2,X3……XpFor influence factor index.
4. tumor recovering management and Analysis on quality of life side according to claim 3 based on intelligent health management platform
Method, it is characterised in that the life quality and relapse and metastasis influence factor of tumor patient are found out by factorial analysis, it is suitable to find out individual
Suitable health control relevant item;Pass through mobile terminal, the intelligent health management platform based on cloud server, automatically to user
Push the accurate health management scheme of personalized tumor recovering.
5. tumor recovering management and Analysis on quality of life side according to claim 4 based on intelligent health management platform
Method, it is characterised in that with reference to the intelligent health management platform of cloud server, the medical institutions for progressively integrating tumor patient are related
Information is treated, long-term follow follow-up is carried out to tumor patient, progressively establishes the rehabilitation of the big data tumor patient based on cloud platform
Manage archives;Using Survival data statistical analysis technique, Analysis on Influence Factors of Life model is established, tumour is precisely assessed and suffers from
The rehabilitation situation of person.
6. a kind of tumor recovering management and Analysis on quality of life system based on intelligent health management platform, based on claim 1
Described method, it is characterised in that comprise at least:
Acquisition module, for obtaining the disease medical conditions, ordinary circumstance and rehabilitation environment situation of tumor patient;
Modeling module, for by a large amount of medical datas and circular for confirmation Medical result, utilizing big data mining algorithm and statistical analysis
Method, find out Quality of Life of Patients with Tumor influence factor;According to analysis of Influential Factors result, the life quality of tumor patient is built
Analysis of Influential Factors model, realize administration of rehabilitation services and the monitoring of tumor patient;
Pushing module, for by mobile terminal, the intelligent health management platform based on cloud server, pushing personalized tumour
The accurate health management scheme of rehabilitation.
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Cited By (4)
Publication number | Priority date | Publication date | Assignee | Title |
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CN109658998A (en) * | 2019-01-02 | 2019-04-19 | 中国中医科学院西苑医院 | A kind of TCM on tumor registration platform and method |
CN112509659A (en) * | 2020-11-27 | 2021-03-16 | 北京市肿瘤防治研究所 | Medical insurance and death cause monitoring data-based tumor patient survival monitoring method and device |
CN113380405A (en) * | 2021-03-11 | 2021-09-10 | 东莞市人民医院 | Mobile health management platform and control method thereof |
CN115579104A (en) * | 2022-09-08 | 2023-01-06 | 广东技术师范大学 | Artificial intelligence-based liver cancer full-course digital management method and system |
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CN104484575A (en) * | 2014-12-30 | 2015-04-01 | 天津迈沃医药技术有限公司 | PCA (Principal Component Analysis)-based personalized health improvement method |
CN105718732A (en) * | 2016-01-20 | 2016-06-29 | 华中科技大学同济医学院附属协和医院 | Medical data collection and analysis method and system |
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CN104484575A (en) * | 2014-12-30 | 2015-04-01 | 天津迈沃医药技术有限公司 | PCA (Principal Component Analysis)-based personalized health improvement method |
CN105718732A (en) * | 2016-01-20 | 2016-06-29 | 华中科技大学同济医学院附属协和医院 | Medical data collection and analysis method and system |
Cited By (4)
Publication number | Priority date | Publication date | Assignee | Title |
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CN109658998A (en) * | 2019-01-02 | 2019-04-19 | 中国中医科学院西苑医院 | A kind of TCM on tumor registration platform and method |
CN112509659A (en) * | 2020-11-27 | 2021-03-16 | 北京市肿瘤防治研究所 | Medical insurance and death cause monitoring data-based tumor patient survival monitoring method and device |
CN113380405A (en) * | 2021-03-11 | 2021-09-10 | 东莞市人民医院 | Mobile health management platform and control method thereof |
CN115579104A (en) * | 2022-09-08 | 2023-01-06 | 广东技术师范大学 | Artificial intelligence-based liver cancer full-course digital management method and system |
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