CN114429803A - Health risk early warning method based on risk factors - Google Patents

Abstract

Translated fromChinese

本发明公开了一种基于危险因素的健康风险预警方法，涉及健康管理技术领域，包括以下步骤：S1、利用采集模块收集或者监控用户信息，S2、利用数据过滤模块整合计算各类信息并定性疾病风险。本发明通过设置数据过滤模块整合计算各类信息并定性疾病风险，还通过国内外发布的文献和病学研究对数据的病学特征和风险因子进行提炼，进而通过风险因子的分析以及将风险预警精准的投放给适合的用户提高监测到预警的效率，从而解决了现今大多数的健康风险预警方法均效率较低，且投放风险预警的精准性较低，进而一定程度上降低了健康风险预警预防正常死亡、疾病以及残疾发生功能性的问题。

The invention discloses a health risk early warning method based on risk factors, which relates to the technical field of health management and includes the following steps: S1, using a collection module to collect or monitor user information, S2, using a data filtering module to integrate and calculate various types of information and characterize diseases risk. The invention integrates and calculates various types of information and characterizes disease risks by setting up a data filtering module, and also extracts the disease characteristics and risk factors of the data through literature and disease research published at home and abroad, and then analyzes the risk factors and provides early warning of risks. Precise delivery to suitable users to improve the efficiency of monitoring to early warning, thus solving most of the current health risk early warning methods are inefficient, and the accuracy of delivering risk early warning is low, thereby reducing health risk early warning and prevention to a certain extent. Normal death, disease, and disability occur with functional problems.

Description

Translated fromChinese

一种基于危险因素的健康风险预警方法A health risk early warning method based on risk factors

技术领域technical field

本发明涉及一种健康管理方法，特别涉及一种基于危险因素的健康风险预警方法。The invention relates to a health management method, in particular to a health risk early warning method based on risk factors.

背景技术Background technique

健康风险预警是一种高效性、系统性的生命循环计划，通过有效的监测和采集，有效消除或减轻影响健康的危险因素，预防疾病，促进健康，提高生活质量，风险预警的核心是识别人们日常存在的健康风险、根据历史的身体的状况，给予专业权威的警示，以达到避免、减少或消除影响健康的危险因素。Health risk early warning is an efficient and systematic life cycle plan. Through effective monitoring and collection, it can effectively eliminate or reduce risk factors affecting health, prevent diseases, promote health, and improve the quality of life. The core of risk early warning is to identify people. Give professional and authoritative warnings about daily health risks and historical physical conditions to avoid, reduce or eliminate risk factors that affect health.

随着社会的进步和经济的发展，我国人民对身体健康的需求日益的提高，此需求不仅仅在于生病治病，越来越多人关注健康预警以及健康预防，进而出现了健康风险预警方法，但是现今大多数的健康风险预警方法均效率较低，且投放风险预警的精准性较低，进而一定程度上降低了健康风险预警预防正常死亡、疾病以及残疾发生的功能性。With the progress of society and the development of economy, our people's demand for physical health is increasing day by day. This demand is not only in the treatment of illness, but more and more people pay attention to health early warning and health prevention, and then there are health risk early warning methods. However, most of the current health risk early warning methods are inefficient, and the accuracy of delivering risk early warning is low, which reduces the function of health risk early warning to prevent normal death, disease and disability to a certain extent.

发明内容SUMMARY OF THE INVENTION

本发明的目的在于提供一种基于危险因素的健康风险预警方法，以解决上述背景技术中提出的现今大多数的健康风险预警方法均效率较低，且投放风险预警的精准性较低，进而一定程度上降低了健康风险预警预防正常死亡、疾病以及残疾发生功能性的问题。The purpose of the present invention is to provide a health risk early warning method based on risk factors, in order to solve the problem that most of the current health risk early warning methods proposed in the above background technology are inefficient, and the accuracy of the risk early warning is low, and then certain To a certain extent, it reduces the functional problems of health risk early warning to prevent normal death, disease and disability.

为实现上述目的，本发明提供如下技术方案：一种基于危险因素的健康风险预警方法，包括以下步骤：To achieve the above purpose, the present invention provides the following technical solutions: a health risk early warning method based on risk factors, comprising the following steps:

S1、利用采集模块收集或者监控用户信息。S1. Use a collection module to collect or monitor user information.

S2、利用数据过滤模块整合计算各类信息并定性疾病风险。S2. Use the data filtering module to integrate and calculate various types of information and to characterize disease risk.

S3、利用风险分析模块分析用户指标，并且利用风险分组模块进行风险分组。S3. Use the risk analysis module to analyze the user indicators, and use the risk grouping module to perform risk grouping.

S4、利用风险预警计划模块生成风险预警计划。S4, using the risk early warning plan module to generate a risk early warning plan.

S5、最后利用推送模块按照计算的时间推送风险预警到推送客户。S5. Finally, the push module is used to push the risk warning to the push customer according to the calculated time.

作为本发明的一种优选技术方案，所述用户信息包括三方设备采集以及问卷评估，所述问卷评估包括用户信息、膳食习惯以及健康信息，所述用户信息包括但不限于性别以及年龄，所述健康状况包括但不限于既往史、现病史、用药史以及食物过敏史，所述膳食习惯包括但不限于膳食喜好以及地方特色饮食，所述三方设备采集包括但不限于血压、血糖、血脂、血尿酸、身体特征以及心电图，所述问卷评估以及三方设备采集的静态指标输入端电连接有采集模块输入端，所述采集模块包括数据初筛模块以及数据合并模块，所述数据初筛模块以及数据合并模块输出端电连接有效静态指标、有效动态指标以及用户关联数据模块输入端。As a preferred technical solution of the present invention, the user information includes three-party equipment collection and questionnaire evaluation, the questionnaire evaluation includes user information, dietary habits and health information, the user information includes but is not limited to gender and age, the Health conditions include but are not limited to past history, current illness history, medication history, and food allergy history. The dietary habits include but are not limited to dietary preferences and local specialty diets. Uric acid, physical characteristics and electrocardiogram, the static index input terminal of the questionnaire evaluation and the three-party equipment collection is electrically connected to the input terminal of the acquisition module, the acquisition module includes a data preliminary screening module and a data merging module, the data preliminary screening module and the data The output end of the merging module is electrically connected to the effective static index, the effective dynamic index and the input end of the user associated data module.

作为本发明的一种优选技术方案，所述有效静态指标、有效动态指标以及用户关联数据模块输出端电连接有数据过滤模块，所述数据过滤模块包括提炼风险因素模块、分析出分风险因子模块、疾病风险模块以及判断评级模块输入端，所述提炼风险因素模块、分析出分风险因子模块、疾病风险模块以及判断评级模块输出电连接有风险因子模块以及风险等级模块，所述提炼风险因素模块、分析出分风险因子模块、疾病风险模块以及判断评级模块输入端同时电连接有本地风险因素库输出端。As a preferred technical solution of the present invention, a data filtering module is electrically connected to the output end of the effective static index, the effective dynamic index and the user-related data module, and the data filtering module includes a risk factor extraction module, a risk factor analysis module , a disease risk module and an input terminal of a judgment rating module, the output of the extraction risk factor module, the analysis and sub-risk factor module, the disease risk module and the judgment rating module are electrically connected with a risk factor module and a risk level module, and the extraction risk factor module , The input end of the analysis and analysis sub-risk factor module, the disease risk module and the judgment and rating module are electrically connected with the output end of the local risk factor database.

作为本发明的一种优选技术方案，所述风险因子模块以及风险等级模块输出端电连接有风险分析模块包括的识别综合风险模块以及识别风险病症模块输入端，所述识别综合风险模块以及识别风险病症模块输出端电连接有多种风险病症模块以及多种综合风险模块输入端，所述识别综合风险模块以及识别风险病症模块输入端同时电连接有权威文献医学标准模块输出端。As a preferred technical solution of the present invention, the output end of the risk factor module and the risk level module are electrically connected to the comprehensive risk identification module and the input end of the risk disease identification module included in the risk analysis module, and the comprehensive risk identification module and the risk identification module are connected. The output end of the disease module is electrically connected with the multiple risk disease modules and the input end of the multiple comprehensive risk module, and the input end of the comprehensive risk identification module and the input end of the identification risk disease module are also electrically connected with the output end of the authoritative document medical standard module.

作为本发明的一种优选技术方案，所述多种风险病症模块以及多种综合风险模块输出端电连接有风险分组模块包括的疾病风险排序模块、疾病风险分类模块以及疾病定型模块输入端，所述疾病风险排序模块、疾病风险分类模块以及疾病定型模块输出端电连接有用户风险分组模块输入端，所述疾病风险排序模块、疾病风险分类模块以及疾病定型模块输入端同时电连接有权威文献医学标准临床经验模块输出端。As a preferred technical solution of the present invention, the output terminals of the multiple risk disease modules and the multiple comprehensive risk modules are electrically connected to the disease risk sorting module, the disease risk classification module and the input terminal of the disease shaping module included in the risk grouping module. The disease risk sorting module, the disease risk classification module and the disease shaping module output terminals are electrically connected to the user risk grouping module input terminals, and the disease risk sorting module, the disease risk classification module and the disease setting module input terminals are also electrically connected to authoritative literature medical Standard clinical experience module output.

作为本发明的一种优选技术方案，所述用户风险分组模块输出端电连接有风险预警计划模块包括的用户指导内容模块输入端，所述用户指导内容模块输入端电连接有分组过滤模块、指导排序模块、指导整理模块以及指导组合模块输出端，所述组过滤模块、指导排序模块、指导整理模块以及指导组合模块输入端电连接有就诊指导模块、饮食指导模块、运动指导模块以及监测指导模块输出端，所述用户指导内容输出端电连接有设置预警频率以及设置预警周期模块输入端，所述设置预警频率以及设置预警周期模块输入端同时电连接有用户日常特点模块以及用户健康程度模块输出端，所述设置预警频率以及设置预警周期模块输出端电连接有用户风险预警计划模块输入端。As a preferred technical solution of the present invention, the output end of the user risk grouping module is electrically connected to the input end of the user guidance content module included in the risk warning plan module, and the input end of the user guidance content module is electrically connected to the grouping filtering module, the guidance content module The sorting module, the guidance sorting module and the output terminal of the guidance combination module are electrically connected to the input terminal of the group filtering module, the guidance sorting module, the guidance sorting module and the guidance combination module, and are electrically connected with the medical consultation guidance module, the diet guidance module, the exercise guidance module and the monitoring guidance module The output end, the user guidance content output end is electrically connected with the input end of the module for setting the warning frequency and the setting warning period, and the input end of the module for setting the warning frequency and the setting warning period is electrically connected with the output of the user's daily characteristics module and the user's health level module. The output terminal of the setting early warning frequency and setting early warning period module is electrically connected with the input terminal of the user risk early warning plan module.

作为本发明的一种优选技术方案，所述用户风险预警计划模块输出端电连接有用户推送模块包括的投放课程模块输入端，所述投放课程模块输入端同时电连接有用户渠道投放路径模块输出端，所述投放课程模块输出端电连接有一致性高可用模块输入端，所述一致性高可用模块输出端电连接有APP、邮件以及其他投放模块，所述一致性高可用模块电连接有循环投放模块输入端，且循环投放模块输出端电连接有APP、邮件以及其他投放模块。As a preferred technical solution of the present invention, the output end of the user risk early warning plan module is electrically connected to the input end of the delivery course module included in the user push module, and the input end of the delivery course module is also electrically connected to the output of the user channel delivery path module. The output end of the course delivery module is electrically connected with the input end of the high consistency and high availability module, the output end of the high consistency and high availability module is electrically connected with APP, mail and other delivery modules, and the high consistency and high availability module is electrically connected with the The input end of the circulating delivery module, and the output end of the circulating delivery module is electrically connected with APP, mail and other delivery modules.

作为本发明的一种优选技术方案，步骤适用人群为希望通过健康预警增加健康警示、健康预防、改善健康以及降低疾病发生率的人群，所述步骤不适用人群为小于18或大于75的人群。As a preferred technical solution of the present invention, the applicable crowd of the steps is the crowd who wish to increase health warning, health prevention, improve health and reduce the incidence of diseases through health warning, and the crowd that is not applicable to the steps is the crowd of less than 18 or more than 75.

与现有技术相比，本发明的有益效果是：Compared with the prior art, the beneficial effects of the present invention are:

本发明通过设置数据过滤模块整合计算各类信息并定性疾病风险，而且还通过国内外发布的文献和病学研究对数据的病学特征和风险因子进行提炼，进而通过风险因子的分析以及将风险预警精准的投放给适合的用户提高监测到预警的效率，大大的提高了风险预警效果，以达成增加人们健康，提高和维护健康，预防非正常死亡、疾病、残疾的发生，而且在此过程中参考国内外众多身体风险与预警的权威资料，结合多年来对不同人群健康的分析增加了指导以及预警的准确度，并且还为健康管理行业、平台、医院等机构指导客户进行预警分析和报告的推送，同时实行健康指导以及健康预防，从而解决了现今大多数的健康风险预警方法均效率较低，且投放风险预警的精准性较低，进而一定程度上降低了健康风险预警预防正常死亡、疾病以及残疾发生功能性的问题。The present invention integrates and calculates various types of information and characterizes disease risks by setting up a data filtering module, and also extracts the disease characteristics and risk factors of the data through literature and disease research published at home and abroad, and then analyzes the risk factors and analyzes the risk factors. Pre-warning is accurately delivered to suitable users to improve the efficiency of monitoring to early-warning, and greatly improve the effect of risk early-warning, so as to increase people's health, improve and maintain health, and prevent the occurrence of abnormal deaths, diseases, and disabilities, and in the process With reference to many authoritative materials on physical risks and early warnings at home and abroad, combined with the analysis of the health of different groups of people over the years, the accuracy of guidance and early warning has been increased, and it has also guided customers in the health management industry, platforms, hospitals and other institutions to conduct early warning analysis and reporting. Pushing, health guidance and health prevention are implemented at the same time, which solves the problem that most of the current health risk early warning methods are inefficient, and the accuracy of risk warning delivery is low, thereby reducing health risk early warning to a certain extent and preventing normal deaths and diseases. and functional problems with disability.

附图说明Description of drawings

图1为本发明的整体流程结构示意图；Fig. 1 is the overall flow structure schematic diagram of the present invention;

图2为本发明的采集模块流程结构示意图；2 is a schematic structural diagram of a collection module process flow of the present invention;

图3为本发明的数据过滤模块流程结构示意图；3 is a schematic structural diagram of a data filtering module process flow of the present invention;

图4为本发明的风险分析模块流程结构示意图；4 is a schematic structural diagram of a risk analysis module process flow of the present invention;

图5为本发明的风险分组模块流程结构示意图；5 is a schematic structural diagram of a risk grouping module process flow of the present invention;

图6为本发明的风险预警计划模块流程结构示意图；6 is a schematic structural diagram of the flow of the risk early warning plan module of the present invention;

图7为本发明的推送模块流程结构示意图。FIG. 7 is a schematic structural diagram of the flow of the push module of the present invention.

具体实施方式Detailed ways

下面将结合本发明实施例中的附图，对本发明实施例中的技术方案进行清楚、完整地描述，显然，所描述的实施例仅仅是本发明一部分实施例，而不是全部的实施例。基于本发明中的实施例，本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例，都属于本发明保护的范围。The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only a part of the embodiments of the present invention, but not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative efforts shall fall within the protection scope of the present invention.

请参阅图1-7，本发明提供了一种基于危险因素的健康风险预警方法的技术方案：Please refer to Figures 1-7, the present invention provides a technical solution of a health risk early warning method based on risk factors:

包括以下步骤：Include the following steps:

S1、利用采集模块收集或者监控用户信息；S1. Use the collection module to collect or monitor user information;

S2、利用数据过滤模块整合计算各类信息并定性疾病风险；S2. Use the data filtering module to integrate and calculate various types of information and characterize disease risk;

S3、利用风险分析模块分析用户指标，并且利用风险分组模块进行风险分组；S3. Use the risk analysis module to analyze user indicators, and use the risk grouping module to perform risk grouping;

S4、利用风险预警计划模块生成风险预警计划；S4. Use the risk early warning plan module to generate a risk early warning plan;

S5、最后利用推送模块按照计算的时间推送风险预警到推送客户。S5. Finally, the push module is used to push the risk warning to the push customer according to the calculated time.

所述用户信息包括三方设备采集以及问卷评估，所述问卷评估包括用户信息、膳食习惯以及健康信息，所述用户信息包括但不限于性别以及年龄，所述健康状况包括但不限于既往史、现病史、用药史以及食物过敏史，所述膳食习惯包括但不限于膳食喜好以及地方特色饮食，所述三方设备采集包括但不限于血压、血糖、血脂、血尿酸、身体特征以及心电图，所述问卷评估以及三方设备采集的静态指标输入端电连接有采集模块输入端，所述采集模块包括数据初筛模块以及数据合并模块，所述数据初筛模块以及数据合并模块输出端电连接有效静态指标、有效动态指标以及用户关联数据模块输入端。The user information includes three-party equipment collection and questionnaire evaluation, the questionnaire evaluation includes user information, dietary habits and health information, the user information includes but not limited to gender and age, and the health status includes but not limited to past history, current Medical history, medication history and food allergy history, the dietary habits include but not limited to dietary preferences and local specialties, the three-party equipment collection includes but not limited to blood pressure, blood sugar, blood lipids, blood uric acid, physical characteristics and electrocardiogram, the questionnaire The static index input end of the evaluation and three-party equipment collection is electrically connected with the input end of the acquisition module, the acquisition module includes a data preliminary screening module and a data merging module, and the data preliminary screening module and the output end of the data merging module are electrically connected to the effective static index, Valid dynamic indicators and user-linked data module inputs.

所述有效静态指标、有效动态指标以及用户关联数据模块输出端电连接有数据过滤模块，所述数据过滤模块包括提炼风险因素模块、分析出分风险因子模块、疾病风险模块以及判断评级模块输入端，所述提炼风险因素模块、分析出分风险因子模块、疾病风险模块以及判断评级模块输出电连接有风险因子模块以及风险等级模块，所述提炼风险因素模块、分析出分风险因子模块、疾病风险模块以及判断评级模块输入端同时电连接有本地风险因素库输出端。A data filtering module is electrically connected to the output end of the effective static index, the effective dynamic index and the user associated data module, and the data filtering module includes a risk factor extraction module, a risk factor analysis module, a disease risk module and an input end of the judgment rating module. , the output of the extracting risk factor module, analyzing the sub-risk factor module, disease risk module and judging and rating module is electrically connected with a risk factor module and a risk level module, the extracting risk factor module, analyzing the sub-risk factor module, disease risk The module and the input end of the judgment and rating module are electrically connected with the output end of the local risk factor library at the same time.

所述风险因子模块以及风险等级模块输出端电连接有风险分析模块包括的识别综合风险模块以及识别风险病症模块输入端，所述识别综合风险模块以及识别风险病症模块输出端电连接有多种风险病症模块以及多种综合风险模块输入端，所述识别综合风险模块以及识别风险病症模块输入端同时电连接有权威文献医学标准模块输出端，所述权威文献医学标准模块的参考标准包含但不限于《冠心病患者运动治疗中国专家共识》、《心血管病运动康复研究进展》、《糖尿病患者血糖波动管理专家共识》、《中国2型糖尿病患者餐后高血糖管理专家共识》、《中国2型糖尿病防治指南（2020年版）》、《中国高血压患者心率管理多学科专家共识（2021年版）》《国家基层高血压防治管理指南》、《2020 ESC运动心脏病学和心血管疾病患者的体育锻炼指南》、《中国成人血脂异常防治指南》、《中国糖尿病运动治疗指南》以及《中国糖尿病膳食指南》。The risk factor module and the output end of the risk level module are electrically connected to the comprehensive risk identification module and the input end of the risk disease identification module included in the risk analysis module, and the output ends of the comprehensive risk identification module and the risk disease identification module are electrically connected with multiple risks. The input end of the disease module and various comprehensive risk modules, the input end of the identification comprehensive risk module and the risk disease identification module are electrically connected to the output end of the authoritative document medical standard module, and the reference standard of the authoritative document medical standard module includes but is not limited to "Chinese Expert Consensus on Exercise Therapy for Patients with Coronary Heart Disease", "Research Progress in Exercise Rehabilitation for Cardiovascular Disease", "Expert Consensus on Management of Blood Glucose Fluctuation in Diabetic Patients", "Expert Consensus on Postprandial Hyperglycemia Management in Chinese Type 2 Diabetes Patients", "Chinese Type 2 Diabetes Guidelines for the Prevention and Treatment of Diabetes (2020 Edition), "Multidisciplinary Expert Consensus on Heart Rate Management in Chinese Hypertensive Patients (2021 Edition)", "National Guidelines for the Prevention and Management of Primary Hypertension", "2020 ESC Exercise Cardiology and Physical Exercise in Patients with Cardiovascular Diseases" Guidelines for the Prevention and Treatment of Dyslipidemia in Chinese Adults, Guidelines for Exercise Treatment of Diabetes in China, and Dietary Guidelines for Diabetes in China.

所述多种风险病症模块以及多种综合风险模块输出端电连接有风险分组模块包括的疾病风险排序模块、疾病风险分类模块以及疾病定型模块输入端，所述疾病风险排序模块、疾病风险分类模块以及疾病定型模块输出端电连接有用户风险分组模块输入端，所述疾病风险排序模块、疾病风险分类模块以及疾病定型模块输入端同时电连接有权威文献医学标准临床经验模块输出端，所述权威文献医学标准临床经验模块参考标准包含但不限于《中国2型糖尿病防治指南（2020年版）》、《中国高血压患者心率管理多学科专家共识（2021年版）》以及《中国高血压防治指南》。The output ends of the multiple risk disease modules and the multiple comprehensive risk modules are electrically connected to the disease risk sorting module, the disease risk classification module and the input terminal of the disease shaping module included in the risk grouping module, and the disease risk sorting module and the disease risk classification module. and the output end of the disease stereotyping module is electrically connected with the input end of the user risk grouping module, the disease risk sorting module, the disease risk classification module and the input end of the disease stereotyping module are also electrically connected with the output end of the authoritative document medical standard clinical experience module, the authority The reference standards of the clinical experience module of the literature medical standards include but are not limited to "China Guidelines for the Prevention and Treatment of Type 2 Diabetes (2020 Edition)", "Multidisciplinary Expert Consensus on Heart Rate Management in Chinese Hypertensive Patients (2021 Edition)" and "China Guidelines for the Prevention and Treatment of Hypertension".

所述用户风险分组模块输出端电连接有风险预警计划模块包括的用户指导内容模块输入端，其目的是为了对用户常见的数百种疾病进行重新的组合和分类，形成数十万种教育分组，对用户病征形成精确定位，进而达到了重新定义的目的，所述用户指导内容模块输入端电连接有分组过滤模块、指导排序模块、指导整理模块以及指导组合模块输出端，所述组过滤模块、指导排序模块、指导整理模块以及指导组合模块输入端电连接有就诊指导模块、饮食指导模块、运动指导模块以及监测指导模块输出端，所述用户指导内容输出端电连接有设置预警频率以及设置预警周期模块输入端，所述设置预警频率以及设置预警周期模块输入端同时电连接有用户日常特点模块以及用户健康程度模块输出端，所述设置预警频率以及设置预警周期模块输出端电连接有用户风险预警计划模块输入端，风险预警计划模块生成的风险预警计划是通过风险分组模块分组后将对应的指导信息，即包含饮食、就诊、运动以及监测指导重新的安排和组合，然后再根据用户信息形成千人千面的风险预警计划，所述用户指导内容模块的指导内容依据包括但不限于《高血压合并动脉粥样硬化防治中国专家共识》、《国家基层高血压防治管理指南》、《中国高血压健康管理规范》、《中国老年高血压管理指南》、《中国医师协会关于我国高血压诊断标准及降压目标科学声明》、《中国高血压患者心率管理多学科专家共识》、《中国高血压防治指南》《中国2型糖尿病防治指南》、《中国住院患者血糖管理专家共识》，饮食：《欧洲心脏病学学会预防心血管病的膳食指南》、《中国居民膳食指南》《中国糖尿病膳食指南》、《临床营养学》、《美国DASH饮食管理方法》，运动：《ACSM运动测试与运动处方指南》、《常见病运动处方》、《慢性疾病运动康复》、《2008美国人体力活动指南》以及《中国成年人身体活动指南》。The output end of the user risk grouping module is electrically connected to the input end of the user guidance content module included in the risk warning plan module, the purpose of which is to recombine and classify hundreds of common diseases of the user to form hundreds of thousands of educational groups. , to accurately locate the user's symptoms, and then achieve the purpose of redefining. The input terminals of the guidance sorting module, the guidance sorting module and the guidance combination module are electrically connected with the medical treatment guidance module, the diet guidance module, the exercise guidance module and the output terminal of the monitoring guidance module, and the output terminal of the user guidance content is electrically connected with the setting warning frequency and setting The input end of the pre-warning cycle module, the input end of the setting pre-warning frequency and the pre-warning cycle module are electrically connected to the user's daily characteristic module and the output end of the user's health level module, and the output end of the pre-warning frequency and the pre-warning cycle setting module are electrically connected to the user At the input end of the risk early warning plan module, the risk early warning plan generated by the risk early warning plan module is to rearrange and combine the corresponding guidance information, including diet, medical treatment, exercise and monitoring guidance after grouping by the risk grouping module, and then according to the user information Form a risk early warning plan with thousands of people and thousands of faces. The guidance content of the user guidance content module includes but is not limited to the "Chinese Expert Consensus on the Prevention and Treatment of Hypertension Complicated with Atherosclerosis", "National Grassroots Hypertension Prevention and Management Guidelines", "China "Hypertension Health Management Regulations", "China's Guidelines for the Management of Hypertension in the Elderly", "Chinese Medical Doctor Association Scientific Statement on China's Hypertension Diagnostic Criteria and Antihypertensive Targets", "Multidisciplinary Expert Consensus on Heart Rate Management in Chinese Hypertensive Patients", "China High Blood Pressure Guidelines for Prevention and Treatment of Blood Pressure, Guidelines for Prevention and Treatment of Type 2 Diabetes in China, Expert Consensus on Blood Glucose Management of Inpatients in China, Diet: Dietary Guidelines for the Prevention of Cardiovascular Diseases of the European Society of Cardiology, Dietary Guidelines for Chinese Residents, Diet for Diabetes in China Guidelines, Clinical Nutrition, American DASH Diet Management Approach, Exercise: ACSM Guidelines for Exercise Testing and Exercise Prescribing, Exercise Prescription for Common Diseases, Exercise Rehabilitation for Chronic Diseases, 2008 American Physical Activity Guidelines " and "Chinese Adult Physical Activity Guidelines".

所述用户风险预警计划模块输出端电连接有用户推送模块包括的投放课程模块输入端，所述投放课程模块输入端同时电连接有用户渠道投放路径模块输出端，所述投放课程模块输出端电连接有一致性高可用模块输入端，所述一致性高可用模块输出端电连接有APP、邮件以及其他投放模块，所述一致性高可用模块电连接有循环投放模块输入端，且循环投放模块输出端电连接有APP、邮件以及其他投放模块，其目的是为了达到高可用、一致性以及对用户投放失败的自动记录重推功能性，在此过程中存储上沿用图数据库和非关系型数据库，采集数据和风险分析算法规则上采用QLE规则引擎对医学逻辑进行动态的配置和编写，健康分组多采用机器学习对众多课程和分组组合进行匹配和连接，适用人群为希望通过健康预警增加健康警示、健康预防、改善健康以及降低疾病发生率的人群，且步骤不适用人群为小于18或大于75的人群。The output end of the user risk early warning plan module is electrically connected to the input end of the delivery course module included in the user push module, the input end of the delivery course module is also electrically connected to the output end of the user channel delivery path module, and the output end of the delivery course module is electrically connected. An input end of the consistent high availability module is connected, the output end of the consistent high availability module is electrically connected with APP, mail and other delivery modules, the consistent high availability module is electrically connected with the input end of the cyclic delivery module, and the cyclic delivery module is electrically connected. The output terminal is electrically connected to APP, mail and other delivery modules. The purpose is to achieve high availability, consistency, and automatic record re-pushing functionality for user delivery failures. In this process, graph databases and non-relational databases are used for storage. , The QLE rule engine is used to dynamically configure and write medical logic in the collection of data and risk analysis algorithm rules. Health grouping mostly uses machine learning to match and connect many courses and grouping combinations, and is suitable for people who want to increase health warnings through health warnings , health prevention, improving health and reducing the incidence of diseases, and the step does not apply to the population of less than 18 or greater than 75.

本发明的具体实施方式：Specific embodiments of the present invention:

首先通过采集模块收集或者监控用户信息，之后利用数据过滤模块整合计算各类信息并定性疾病风险，即通过采集回来的数据通过数据过滤模块将数据提炼成系统可用的数据，集合本地风险因素库分析出用户对应的风险因子、并对因子所涉及的疾病风险进行判断和评级，随后利用风险分析模块包括的风险因子模块以及权威文献医学标准模块识别出用户综合风险，并对风险所可能引发的病征进行记录，然后通过风险分组模块包括的疾病风险排序模块、疾病风险分类模块以及疾病定型模块推演出用户可能拥有零到多种潜在可能的疾病病征，而且对于含多种疾病风险的用户零到一种的除外，之后通过权威文献医学标准临床经验模块对疾病风险进行排序和分类，同时对用户进行分组，然后将通过风险预警计划模块根据个人患病风险及参与计算的危险因素不同，对用户配置不同的预警指导内容，而且通过就诊指导模块、饮食指导模块、运动指导模块以及监测指导模块进行分组过滤、排序、整理以及组合并结合用户信息为用户定制风险预警计划，之后再根据用户风险的特点以及程度配合设置预警频率以及设置预警周期模块去设置用户预警频率和周期，进而来达到增加循环认知的目的，最后根据风险预警计划模块给出的计划匹配用户的时间，并同时利用投放课程模块以及用户渠道投放路径模块将计划课程投放到用户的手中，而且通过一致性高可用模块以及循环投放模块将计划课程通过app推送，短信以及邮件等方式投放，而且在此过程中还保证了高可用、一致性以及对用户投放失败的自动记录重推功能性。First, collect or monitor user information through the acquisition module, and then use the data filtering module to integrate and calculate various types of information and characterize disease risks, that is, through the collected data, the data filtering module extracts the data into data usable by the system, and collects the local risk factor database for analysis. Identify the risk factors corresponding to the user, judge and rate the disease risks involved in the factors, and then use the risk factor module included in the risk analysis module and the medical standard module of authoritative documents to identify the comprehensive risk of the user, and analyze the symptoms that may be caused by the risk. Make records, and then deduce that the user may have zero to many potential disease symptoms through the disease risk ranking module, disease risk classification module and disease typing module included in the risk grouping module, and zero to one for users with multiple disease risks. The disease risk is sorted and classified through the medical standard clinical experience module of authoritative literature, and users are grouped at the same time, and then the risk warning plan module is used to configure the user according to the individual disease risk and the risk factors involved in the calculation. Different early warning guidance content, and group filtering, sorting, sorting and combining through the medical guidance module, diet guidance module, exercise guidance module and monitoring guidance module, and combined with user information to customize risk warning plans for users, and then according to the characteristics of user risks As well as the degree of coordination, the setting of the warning frequency and the setting of the warning cycle module are used to set the user's warning frequency and cycle, so as to achieve the purpose of increasing circular cognition, and finally match the user's time according to the plan given by the risk warning plan module, and use the delivery course module at the same time. And the user channel delivery path module puts the planned courses into the hands of users, and through the consistent high availability module and the cyclic delivery module, the planned courses are delivered through app push, SMS and email, and high availability is also guaranteed in the process. , consistency, and automatic record re-push functionality for user delivery failures.

在本发明中，除非另有明确的规定和限定，例如，可以是固定连接，也可以是可拆卸连接，或成一体；可以是机械连接，也可以是电连接；可以是直接相连，也可以通过中间媒介间接相连，可以是两个元件内部的连通或两个元件的相互作用关系，除非另有明确的限定，对于本领域的普通技术人员而言，可以根据具体情况理解上述术语在本发明中的具体含义。In the present invention, unless otherwise expressly specified and limited, for example, it may be a fixed connection, a detachable connection, or an integrated; it may be a mechanical connection or an electrical connection; it may be a direct connection or a The indirect connection through an intermediate medium may be the internal communication of two elements or the interaction relationship between the two elements. Unless otherwise clearly defined, those of ordinary skill in the art can understand the above terms in the present invention according to specific circumstances. specific meaning in .

尽管已经示出和描述了本发明的实施例，对于本领域的普通技术人员而言，可以理解在不脱离本发明的原理和精神的情况下可以对这些实施例进行多种变化、修改、替换和变型，本发明的范围由所附权利要求及其等同物限定。Although embodiments of the present invention have been shown and described, it will be understood by those skilled in the art that various changes, modifications, and substitutions can be made in these embodiments without departing from the principle and spirit of the invention and modifications, the scope of the present invention is defined by the appended claims and their equivalents.

Claims (7)

1. A health risk early warning method based on risk factors is characterized by comprising the following steps: the method comprises the following steps:

s1, collecting or monitoring user information by using a collection module;

s2, integrating and calculating various information by using a data filtering module and determining the risk of diseases;

s3, analyzing the user indexes by using a risk analysis module, and carrying out risk grouping by using a risk grouping module;

s4, generating a risk early warning plan by using a risk early warning plan module;

and S5, finally, pushing the risk early warning to a pushing client by utilizing a pushing module according to the calculated time.

2. The health risk early warning method based on the risk factors as claimed in claim 1, wherein: the user information includes three-party device collection and questionnaire assessment including user information, dietary habits, and health information, including but not limited to gender and age, the health conditions including but not limited to past history, present history, medication history and food allergy history, the dietary habits include, but are not limited to, dietary preferences and local specialty diets, the three-party device acquisition includes, but is not limited to, blood pressure, blood glucose, blood lipids, blood uric acid, and electrocardiogram, the static index input end of the questionnaire evaluation and three-party equipment acquisition is electrically connected with the input end of the acquisition module, the acquisition module comprises a data primary screening module and a data merging module, and the output ends of the data primary screening module and the data merging module are electrically connected with the input ends of the effective static indexes, the effective dynamic indexes and the user associated data modules.

3. The health risk early warning method based on the risk factors as claimed in claim 2, wherein: effective static index, effective dynamic index and user associated data module output electricity are connected with data filtering module, data filtering module is including refining risk factor module, analyzing out and dividing risk factor module, disease risk module and judging rating module input, it is connected with risk factor module and risk grade module to refine risk factor module, analyzing out and dividing risk factor module, disease risk module and judge rating module output electricity, it is connected with local risk factor storehouse output to refine risk factor module, analyze out and divide risk factor module, disease risk module and judge that rating module input electricity simultaneously.

4. The health risk early warning method based on the risk factors as claimed in claim 3, wherein: risk factor module and risk grade module output electricity are connected with the discernment that risk analysis module includes and synthesize risk module and discernment risk disease module input, the discernment is synthesized risk module and is discerned risk disease module output electricity and be connected with multiple risk disease module and multiple risk disease module input of synthesizing, the discernment is synthesized risk module and is discerned risk disease module input and be connected with authoritative literature medical standard module output electricity simultaneously.

5. The health risk early warning method based on the risk factors as claimed in claim 4, wherein: the output ends of the multiple risk disease modules and the multiple comprehensive risk modules are electrically connected with a disease risk sorting module, a disease risk classification module and a disease typing module input end which are included by the risk grouping module, the output ends of the disease risk sorting module, the disease risk classification module and the disease typing module are electrically connected with a user risk grouping module input end, and the input ends of the disease risk sorting module, the disease risk classification module and the disease typing module are simultaneously and electrically connected with an output end of an authoritative document medical standard clinical experience module.

6. The health risk early warning method based on the risk factors as claimed in claim 5, wherein: the output end of the user risk grouping module is electrically connected with the input end of a user instruction content module included by the risk early warning planning module, the input end of the user guidance content module is electrically connected with the output ends of the grouping filtering module, the guidance sorting module, the guidance arrangement module and the guidance combination module, the input ends of the group filtering module, the guiding and sorting module and the guiding and combining module are electrically connected with the output ends of the diagnosis guiding module, the diet guiding module, the exercise guiding module and the monitoring guiding module, the user guidance content output end is electrically connected with an input end of a module for setting the early warning frequency and the early warning period, the input end of the early warning frequency setting and early warning period setting module is simultaneously electrically connected with the output ends of the user daily characteristic module and the user health degree module, and the output end of the module for setting the early warning frequency and the early warning period is electrically connected with the input end of the user risk early warning plan module.

7. The health risk early warning method based on the risk factors as claimed in claim 6, wherein: user's risk early warning plan module output electricity is connected with the input course module input that user propelling movement module includes, input course module input electricity is connected with user's channel input path module output simultaneously, input course module output electricity is connected with the high available module input of uniformity, the high available module output electricity of uniformity is connected with APP, mail and other input modules, the high available module electricity of uniformity is connected with the circulation and is put in the module input, and the circulation puts in module output electricity and is connected with APP, mail and other input modules.

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