TW201824157A - Health risk grading system and method capable of introducing health care management for the high risk group - Google Patents

Health risk grading system and method capable of introducing health care management for the high risk group Download PDF

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TW201824157A
TW201824157A TW105142875A TW105142875A TW201824157A TW 201824157 A TW201824157 A TW 201824157A TW 105142875 A TW105142875 A TW 105142875A TW 105142875 A TW105142875 A TW 105142875A TW 201824157 A TW201824157 A TW 201824157A
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health
risk
health risk
grading
data
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TWI659386B (en
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曾偉純
吳佩達
戴敏倫
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中華電信股份有限公司
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Abstract

The present invention discloses a health risk grading system and method, which includes a front-end health examination data importing process, a health examination data analysis, a health risk grading mechanism, a health risk plan, and a health risk feedback mechanism. In the health risk grading method, first, a privacy data import mechanism is provided for the health examination data imported from the hospital end to the system end, with which each of the hospital end and the system end uses an encryption and decryption algorithm, a dual-factor authentication, and a secure channel transmission to exchange the health examination data, and the decrypted health examination data is imported into the corresponding database through a file importing program. Second, the health examination data is analyzed by using a risk assessment analysis module to calculate the risk of suffering the selected disease. Third, a health risk grading algorithm is applied to the disease risk score obtained from the health examination data analysis, so as to calculate the health risk level. Fourth, for the groups of various health risk levels, different follow-up care plans are set up, and various questionnaires (including various kinds of risk management plans that meet the requirements of the occupational safety law) are provided by a questionnaire management module. Fifth, for the groups of various health risk levels, the aforementioned health risk plan management is used to screen the follow-up name list to be concerned about, and the system or medical staff may give the personalized health education advice and feedback.

Description

健康風險分級系統與方法    Health risk grading system and method   

本發明屬於一種健康風險分級系統與方法,利於針對高風險族群提供介入照護管理。 The invention belongs to a health risk grading system and method, which is beneficial to provide interventional care management for high-risk ethnic groups.

目前市面上已有非常多的健康管理應用服務,但大都屬於推展階段,且較缺乏從醫院端所提供的大批健檢資料匯入到健檢資料分析與風險評估及後續照護關懷等完整的一套方法流程,對於敏感性個資等保護管控措施也較欠缺,有資安的疑慮。 At present, there are many health management application services on the market, but most of them are in the development stage, and there is a lack of integration from the large amount of health examination data provided by the hospital to the analysis of health examination data and risk assessment and follow-up care The methodologies and procedures are also inadequate for protection and control measures such as sensitive personal assets.

本案發明人鑑於上述習用方式所衍生的各項缺點,乃亟思加以改良創新,並經多年苦心孤詣潛心研究後,終於成功研發完成本健康風險分級系統與方法。 In view of the various shortcomings derived from the above-mentioned conventional methods, the inventor of this case has been eager to improve and innovate. After years of painstaking and meticulous research, he finally successfully developed this health risk grading system and method.

為達上述目的,本發明提出一種健康風險分級系統,其中包括人事資料庫伺服器,是為儲存人事資料,並具有人事資料表以及關聯健檢資料庫中之健檢資料表的唯一鍵值之資料表;健檢資料庫伺服器,是儲存健檢資料,是包含健檢所需之基本資訊及使用者健檢資料;網站伺服器,是根據人事資料庫伺服器及健檢資料庫伺服器,提供健檢資料分 析模組、健康風險分級模組、健康風險計畫管理模組、以及健康風險回饋模組之服務。 To achieve the above object, the present invention proposes a health risk grading system, which includes a personnel database server, which is a unique key for storing personnel data and having a personnel data table and a health check data table in an associated health check database. Data table; health check database server is used to store health check data, which contains basic information required for health check and user health check data; web server is based on personnel database server and health check database server Provide services of health examination data analysis module, health risk classification module, health risk plan management module, and health risk feedback module.

其中健檢資料分析模組,是針對匯入後的健檢資料進行分析及風險評估分析,且根據所選擇的條件分析使用者的健檢資料,計算所選疾病發生的風險,以得到所選疾病的風險分數,健康風險分級模組,是對於健檢資料分析模組而得的各類疾病風險分數,透過加權計算健康風險等級,健康風險計畫管理模組,是對於健康風險分級的各種等級族群,制定不同的關懷計畫,包括各類問卷管理,並篩選後續關懷名單,健康風險回饋模組,是針對健康風險分級模組的各種等級族群,透過健康風險計畫管理模組篩選的後續關懷名單,依照等級分配不同之關懷計畫。 The health check data analysis module is to analyze the imported health check data and analyze the risk assessment, and analyze the user's health check data according to the selected conditions to calculate the risk of the selected disease to obtain the selected The disease risk score and health risk classification module are various disease risk scores obtained from the health examination data analysis module. The weighted calculation of the health risk level and the health risk plan management module are various types of health risk classification. Hierarchical groups, formulate different care plans, including various questionnaire management, and screen subsequent care lists, health risk feedback module, is targeted at various hierarchical groups of health risk classification modules, which are selected through the health risk plan management module. Follow-up care list, different care plans are assigned according to levels.

健檢資料的來源(健檢資料匯入):醫院端將使用者的健檢資料以約定好的加密演算法(例如AES(Advanced Encryption Standard,先進加密標準),但不限於此)加密後,再以系統端的公鑰簽章後,透由安全管道傳輸(例如HTTPS加密協定(Secure HTTP)、SFTP(安全FTP,安全檔案傳送協定),但不限於此),系統端收到健檢資料後,啟動匯檔程式,以私鑰及約定好的解密演算法(例如AES,但不限於此)解密及核對數位簽章,將解密後的健檢資料匯入資料庫儲存。 Source of health check data (import of health check data): After the hospital's health check data is encrypted by a predetermined encryption algorithm (such as AES (Advanced Encryption Standard), but not limited to this), After signing with the public key of the system, it is transmitted through a secure channel (such as HTTPS encryption protocol (Secure HTTP), SFTP (Secure FTP, Secure File Transfer Protocol), but not limited to this). After the system receives the health check data, , Start the file exchange program, decrypt and check the digital signature with the private key and the agreed decryption algorithm (such as AES, but not limited to this), and import the decrypted health check data into the database for storage.

使用者的健檢資料匯入資料庫後,操作者(健康管理師、護理師、醫師等)可透由雙因子認證進入系統網站,使用健檢資料分析、健康風險分級、健康風險計畫管理、健康風險回饋等模組。 After the user's medical examination data is imported into the database, operators (health managers, nurses, physicians, etc.) can enter the system website through two-factor authentication, and use medical examination data analysis, health risk classification, and health risk plan management. , Health risk feedback and other modules.

作業過程及伺服器主機均須全程紀錄(log),並應有側錄機制監控操作過程,若遇有異常作業情形則即刻以簡 訊及email(電子郵件)通知操作人員及權責主管,在作業完成後,系統會將相關的紀錄(log)以簡訊與email通知權責主管及操作人員,權責主管需覆核相關程式及資料庫紀錄(log),以保護個資及資訊安全。 The operation process and the server host must be fully logged, and there must be a side recording mechanism to monitor the operation process. If there is an abnormal operation situation, the operator and the responsible supervisor will be notified immediately by text message and email (email). After the completion, the system will notify relevant supervisors and operators with text messages and emails. The supervisors and supervisors need to review relevant programs and database logs to protect personal information and information security.

一種健康風險分級方法,其包括:健檢資料匯入;健檢資料分析;健康風險分級;健康風險計畫管理;健康風險回饋。 A health risk grading method includes: health checkup data import; health checkup data analysis; health risk grading; health risk plan management; health risk feedback.

其健檢資料匯入,是將醫院端至系統端的健檢資料匯入,醫院端將使用者的健檢資料以制定之加密演算法進行加密後,再以接收端的公鑰簽章,透由安全管道傳輸,接收端收到健檢資料後,透過匯檔程式,以私鑰及制定之解密演算法進行解密,並核對數位簽章,再將解密後的健檢資料匯入資料庫儲存。其資料庫,是區分為人事資料庫與健檢資料庫,並分別放置於人事資料庫伺服器與健檢資料庫伺服器,其中:人事資料庫,是具有人事資料表以及關聯健檢資料庫中之健檢資料表的唯一鍵值之資料表;健檢資料庫,是包含健檢所需之基本資訊。 The health check data import is to import the health check data from the hospital to the system. The hospital end encrypts the user's health check data with the encryption algorithm developed, and then signs it with the public key of the receiving end. It is transmitted through a secure channel. After receiving the health check data, the receiving end decrypts it with the private key and the developed decryption algorithm through the file transfer program, checks the digital signature, and then imports the decrypted health check data into the database for storage. The database is divided into a personnel database and a health check database, and is placed on the personnel database server and the health check database server. Among them, the personnel database is a database with a personnel table and an associated health check database. The unique key-value data table in the health checkup data table; the health checkup database contains the basic information required for health checkups.

其匯檔程式,是為一匯檔之作業,且須使用雙因子認證,其雙因子認證是為系統檢驗操作者之身分識別證及帳號密碼、系統帳號密碼及傳至手機簡訊之安全碼(以上為舉例,但不限於此),且作業過程及伺服器主機均須監控,若異常作業情形即刻以簡訊及email通知操作人員與權責主管,並 且由權責主管覆核相關程式及資料庫紀錄(log),以保護個資及資訊安全。 The file transfer program is a one-file operation and requires two-factor authentication. The two-factor authentication is a system identification operator's identity certificate and account password, a system account password, and a security code transmitted to the mobile phone ( The above is an example, but it is not limited to this), and the operation process and the server host must be monitored. If abnormal operation conditions are immediately notified to the operator and the responsible supervisor by SMS and email, and the responsible supervisor will review the relevant programs and databases Logs to protect personal information and information security.

其健檢資料分析,是針對匯入後的健檢資料進行分析,操作者經由雙因子認證登入系統後,得以選擇條件,並由系統進行風險評估分析,且根據所選擇的條件分析使用者的健檢資料,計算所選疾病發生的風險,以得到所選疾病的風險分數。 The health check data analysis is based on the imported health check data. After the operator logs in to the system through two-factor authentication, he can select conditions, and the system performs risk assessment analysis, and analyzes the user's information based on the selected conditions. Health check data to calculate the risk of the selected disease to get the risk score of the selected disease.

其選擇條件,是為疾病種類等,並另得以選擇至少一個以上之選項的疾病種類,計算各類疾病發生的風險分數。其操作者分為健康管理師、護理師、醫師等。 The selection condition is to calculate the risk scores of various diseases for the disease types, etc., and at least one or more options can be selected. Its operators are divided into health managers, nurses, and physicians.

其健康風險分級,是對於健檢資料分析而得的各類疾病風險分數,由系統透過加權計算健康風險等級,其操作者經由雙因子認證登入系統後,系統會根據所選擇的條件,將健檢資料分析而得的疾病發生風險分數,透過健康風險分級演算來計算健康風險等級,以評估使用者之健康風險等級。 The health risk classification is based on the health examination data analysis of various disease risk scores. The system calculates the health risk level through weighting. After the operator logs in to the system through two-factor authentication, the system will The disease risk score obtained from the analysis of inspection data is used to calculate the health risk level through the health risk grading calculation to evaluate the user's health risk level.

其健康風險計畫管理,是對於健康風險分級的各種等級族群,制定不同的關懷計畫,包括各類問卷管理,例如滿足職安法要求的各類風險計劃管理等,並篩選後續關懷名單。 Its health risk plan management is to formulate different care plans for various levels of ethnic groups in health risk, including various questionnaire management, such as the management of various risk plans that meet the requirements of the Occupational Safety Law, and to screen subsequent care lists.

其健康風險回饋,是針對健康風險分級的各種等級族群,透過健康風險計畫管理篩選的後續關懷名單,由系統或操作者依照等級分配不同之關懷計畫。 Its health risk feedback is a follow-up care list for various levels of health risk classification through health risk plan management, and the system or operator assigns different care plans according to the level.

本發明所提供一種健康風險分級系統與方法,與其他習用技術相互比較時,更具備下列優點: The health risk classification system and method provided by the present invention have the following advantages when compared with other conventional technologies:

1.本發明的健康風險分級系統與方法涵蓋面較廣及 完整,包括前端的健檢資料匯入流程、健檢資料分析、健康風險分級機制、健康風險計畫、健康風險回饋機制等,且同時兼顧隱私資料傳輸與儲存安全,可應用於各類健康管理系統與平台,利於針對高風險族群提供介入照護管理。 1. The health risk grading system and method of the present invention has a wide coverage and completeness, including the front-end health checkup data import process, health checkup data analysis, health risk grading mechanism, health risk plan, health risk feedback mechanism, etc., and At the same time, it takes into account the privacy of data transmission and storage security, and can be applied to various health management systems and platforms, which is conducive to providing interventional care management for high-risk ethnic groups.

2.本發明可對於匯入的健檢資料進行應用分析,且提供一套健康風險分級方法,並提供後續關懷計畫及回饋機制,提供不同使用對象(企業管理者、健康管理師、醫師及一般使用者等)所需的服務。 2. The invention can analyze the imported health examination data, provide a set of health risk grading methods, and provide a follow-up care plan and feedback mechanism to provide different users (enterprise managers, health managers, physicians, and General users, etc.) required services.

3.本發明重視健檢資料匯入及分析的資料傳輸安全,醫院以及系統端分別以加解密演算法、雙因子認證及安全通道傳輸以交換健檢資料,解密後的健檢資料則匯入對應的資料庫儲存,分析查詢時則有雙因子認證及主管覆核制度,以確保隱私資料的安全。 3. The present invention attaches importance to the security of data transmission and analysis of health examination data import. The hospital and system end use encryption and decryption algorithms, two-factor authentication, and secure channel transmission to exchange health examination data. The decrypted health examination data is imported. The corresponding database is stored. When analyzing and querying, there is a two-factor authentication and supervisor review system to ensure the security of private data.

4.本發明可整合不同疾病的風險評估模組,例如代謝症候群評估、冠心病評估、糖尿病評估等模組,透由健康風險分級演算來計算健康風險等級,並且可擴充應用,不限於以上的疾病種類。 4. The present invention can integrate risk assessment modules for different diseases, such as metabolic syndrome assessment, coronary heart disease assessment, diabetes assessment and other modules, calculate the health risk level through the health risk grading calculation, and can be extended to applications, not limited to the above Kind of disease.

5.本發明可針對各種健康風險等級的族群,擬定後續關懷計畫,由問卷管理模組提供各類問卷,也可滿足法規的需求(例如職安法要求的各類風險計劃管理),並根據相關問卷回收,由系統或醫護人員給予回饋建議。 5. The present invention can formulate follow-up care plans for ethnic groups of various health risks. Various questionnaires are provided by the questionnaire management module. It can also meet the requirements of regulations (such as various risk plan management required by the Occupational Safety Law), and according to Relevant questionnaires were collected and feedback was given by the system or medical staff.

110‧‧‧人事資料庫伺服器 110‧‧‧Personnel database server

120‧‧‧健檢資料庫伺服器 120‧‧‧ Health Check Database Server

130‧‧‧網站伺服器 130‧‧‧Web Server

140‧‧‧健檢資料分析模組 140‧‧‧ Health Check Data Analysis Module

150‧‧‧健康風險分級模組 150‧‧‧Health Risk Classification Module

160‧‧‧健康風險計畫管理模組 160‧‧‧Health Risk Plan Management Module

170‧‧‧健康風險回饋模組 170‧‧‧Health Risk Feedback Module

S210~S250‧‧‧流程 S210 ~ S250‧‧‧Process

S310~S330‧‧‧健檢資料分析流程 S310 ~ S330‧‧‧Health Analysis Data Analysis Process

S410~S430‧‧‧健康風險分級流程 S410 ~ S430‧‧‧Health Risk Classification Process

S510~S530‧‧‧健康風險計畫管理流程 S510 ~ S530‧‧‧Health Risk Plan Management Process

S610~S630‧‧‧健康風險回饋流程 S610 ~ S630‧‧‧Health risk feedback process

請參閱有關本發明之詳細說明及其附圖,將可進一步瞭解本發明之技術內容及其目的功效;有關附圖為: 圖1為本發明健康風險分級系統與方法之架構圖;圖2為本發明健康風險分級系統與方法之流程圖;圖3為本發明健康風險分級系統與方法之健檢資料分析流程圖;圖4為本發明健康風險分級系統與方法之健康風險分級流程圖;圖5為本發明健康風險分級系統與方法之健康風險計畫管理流程圖;圖6為本發明健康風險分級系統與方法之健康風險回饋流程圖。 Please refer to the detailed description of the present invention and its accompanying drawings for further understanding of the technical content of the present invention and its purpose and effectiveness. The related drawings are: Figure 1 is a structural diagram of the health risk grading system and method of the present invention; Figure 2 is Flow chart of health risk grading system and method of the present invention; FIG. 3 is a flow chart of health examination data analysis of health risk grading system and method of the present invention; FIG. 4 is a flow chart of health risk grading of health risk grading system and method of the present invention; 5 is a health risk plan management flowchart of the health risk grading system and method of the present invention; FIG. 6 is a health risk feedback flow chart of the health risk grading system and method of the present invention.

為了使本發明的目的、技術方案及優點更加清楚明白,下面結合附圖及實施例,對本發明進行進一步詳細說明。應當理解,此處所描述的具體實施例僅用以解釋本發明,但並不用於限定本發明。 In order to make the objectives, technical solutions, and advantages of the present invention clearer, the present invention is further described in detail below with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain the present invention, but not intended to limit the present invention.

以下,結合附圖對本發明進一步說明: The invention is further described below with reference to the drawings:

請參閱圖1所示,為本發明健康風險分級系統與方法之架構圖,包括人事資料庫伺服器110,是為儲存人事資料,並具有人事資料表以及關聯健檢資料庫中之健檢資料表的唯一鍵值之資料表;健檢資料庫伺服器120,是儲存健檢資料,是包含健檢所需之基本資訊及使用者健檢資料;網站伺服器130,是根據人事資料庫伺服器及健檢資料庫伺服器,提供健檢資料分析模組140、健康風險分級模組150、健康風險計畫管理模組160、以及健康風險回饋模組170之服務。 Please refer to FIG. 1, which is a structural diagram of a health risk grading system and method according to the present invention, including a personnel database server 110 for storing personnel data, and having a personnel data table and health examination data in an associated health examination database. The unique key-value data table of the table; the health check database server 120 is used to store the health check data and contains the basic information and user health check data required for the health check; the web server 130 is based on the personnel database server And health check database server, providing services of health check data analysis module 140, health risk classification module 150, health risk plan management module 160, and health risk feedback module 170.

其中健檢資料分析模組140,是針對匯入後的健檢資料進行分析及風險評估分析,且根據所選擇的條件分析使 用者的健檢資料,計算所選疾病發生的風險,以得到所選疾病的風險分數,健康風險分級模組150,是對於健檢資料分析模組而得的各類疾病風險分數,透過加權計算健康風險等級,健康風險計畫管理模組160,是對於健康風險分級的各種等級族群,制定不同的關懷計畫,包括各類問卷管理,並篩選後續關懷名單,健康風險回饋模組170,是針對健康風險分級模組的各種等級族群,透過健康風險計畫管理模組篩選的後續關懷名單,依照等級分配不同之關懷計畫。 Among them, the medical examination data analysis module 140 analyzes and evaluates the risk of the imported medical examination data, and analyzes the user's medical examination data according to the selected conditions to calculate the risk of the selected disease to obtain the The disease risk score is selected, and the health risk classification module 150 is for various types of disease risk scores obtained from the health examination data analysis module. The health risk level is calculated by weighting, and the health risk plan management module 160 is for health risks. Hierarchical groups of different levels, formulating different care plans, including various questionnaire management, and screening follow-up care lists, health risk feedback module 170, which is targeted at various levels of health risk classification modules, and is managed through the health risk plan The follow-up care list screened by the module will assign different care plans according to the level.

請參閱圖2所示,為本發明健康風險分級系統與方法之流程圖,其包括:S210健檢資料匯入;S220健檢資料分析;S230健康風險分級;S240健康風險計畫管理;S250健康風險回饋。 Please refer to Figure 2, which is a flowchart of the health risk classification system and method of the present invention, which includes: S210 health check data import; S220 health check data analysis; S230 health risk classification; S240 health risk plan management; S250 health Risk feedback.

其S210健檢資料匯入,是將醫院端至系統端的健檢資料匯入,醫院端將使用者的健檢資料以制定之加密演算法進行加密後,再以接收端的公鑰簽章,透由安全管道傳輸,接收端收到健檢資料後,透過匯檔程式,以私鑰及制定之解密演算法進行解密,並核對數位簽章,再將解密後的健檢資料匯入資料庫儲存。其資料庫,是區分為人事資料庫與健檢資料庫,並分別放置於人事資料庫伺服器與健檢資料庫伺服器,其中人事資料庫,是具有人事資料表以及關聯健檢資料庫中之健檢資料表的唯一鍵值之資料表;健檢資料庫,是包含健檢所需之基本資訊。 The S210 health check data import is to import the health check data from the hospital to the system. The hospital end encrypts the user's health check data with a developed encryption algorithm, and then signs it with the public key of the receiving end. It is transmitted by a secure channel. After receiving the health check data, the receiving end decrypts it with the private key and the developed decryption algorithm through the file transfer program, checks the digital signature, and then imports the decrypted health check data into the database storage. . The database is divided into a personnel database and a health check database, and is placed on the personnel database server and the health check database server. The personnel database includes a personnel table and an associated health check database. The unique key-value data table of the health check data table; the health check database contains the basic information required for the health check.

其中匯檔程式,是為一匯檔之作業,且須使用雙 因子認證,其雙因子認證是為系統檢驗操作者之身分識別證及帳號密碼、系統帳號密碼及傳至手機簡訊之安全碼(以上為舉例,但不限於此),且作業過程及伺服器主機均須監控,若異常作業情形即刻以簡訊及email通知操作人員與權責主管,並且由權責主管覆核相關程式及資料庫紀錄(log),以保護個資及資訊安全。 The file transfer program is a one-file operation and requires two-factor authentication. The two-factor authentication is a system identification operator's identity certificate and account password, a system account password, and a security code sent to the mobile phone message ( The above is an example, but it is not limited to this), and the operation process and the server host must be monitored. If abnormal operation conditions are immediately notified to the operator and the responsible supervisor by SMS and email, and the responsible supervisor will review the relevant programs and databases Logs to protect personal information and information security.

其S220健檢資料分析,是針對匯入後的健檢資料進行分析,操作者經由雙因子認證登入系統後,得以選擇條件,並由系統進行風險評估分析,且根據所選擇的條件分析使用者的健檢資料,計算所選疾病發生的風險,以得到所選疾病的風險分數。 The S220 health check data analysis is based on the imported health check data. After the operator logs in to the system through two-factor authentication, he can select conditions, and the system performs risk assessment analysis, and analyzes the user according to the selected conditions. The health examination data of the selected disease is calculated to obtain the risk score of the selected disease.

其選擇條件,是為疾病種類等,並另得以選擇至少一個以上之選項的疾病種類,計算各類疾病發生的風險分數。其操作者分為健康管理師、護理師、醫師等。 The selection condition is to calculate the risk scores of various diseases for the disease types, etc., and at least one or more options can be selected. Its operators are divided into health managers, nurses, and physicians.

其S230健康風險分級,是對於健檢資料分析而得的各類疾病風險分數,由系統透過加權計算健康風險等級,其操作者經由雙因子認證登入系統後,系統會根據所選擇的條件,將健檢資料分析而得的疾病發生風險分數,透過健康風險分級演算來計算健康風險等級,以評估使用者之健康風險等級。 The S230 health risk classification is based on the analysis of the medical examination data for various disease risk scores. The system calculates the health risk level through weighting. After the operator logs in to the system through two-factor authentication, the system will The disease risk score obtained from the medical examination data analysis is used to calculate the health risk level through the health risk grading calculation to evaluate the user's health risk level.

其S240健康風險計畫管理,是對於健康風險分級的各種等級族群,制定不同的關懷計畫,包括各類問卷管理,例如滿足職安法要求的各類風險計劃管理等,並篩選後續關懷名單。 Its S240 health risk plan management is to formulate different care plans for various levels of health risk classification, including various questionnaire management, such as the management of various risk plans that meet the requirements of the Occupational Safety Law, and to screen subsequent care lists.

其S250健康風險回饋,是針對健康風險分級的各種等級族群,透過健康風險計畫管理篩選的後續關懷名單, 由系統或操作者依照等級分配不同之關懷計畫。 The S250 Health Risk Feedback is a follow-up care list for various levels of health risk classification through health risk plan management screening. The system or operator assigns different care plans according to the level.

請參閱圖3所示,為本發明健康風險分級系統與方法之健檢資料分析流程圖,其包括:S310操作者選擇條件;S320系統根據選擇的條件分析使用者的健檢資料;S330計算所選疾病發生的風險,得到風險分數。 Please refer to FIG. 3, which is a flowchart of analysis of health examination data of the health risk classification system and method of the present invention, which includes: S310 operator selection conditions; S320 system analyzes user's health examination data according to the selected conditions; S330 calculation office Select the risk of disease and get a risk score.

由上述流程可知,操作者經由雙因子認證登入健康管理系統網站後,透由使用者操作介面,可選擇條件,包含年度、單位組織、性別、年齡、職級、疾病種類等,系統的風險評估分析模組則會自動根據所選擇的條件分析使用者的健檢資料,並計算所選疾病發生的風險,得到所選疾病的風險分數,可選擇的疾病種類包括代謝症候群、糖尿病、冠心病等,但不限於此,可視實際健康資料分析需求再進一步更新。同時也可以一次選擇多個疾病種類,計算各類疾病發生的風險分數。操作過程中除須採雙因子認證登入,系統也須紀錄相關的操作紀錄(log)並以簡訊與email通知操作人員及權責主管,且由權責主管做覆核,以保護個資及資訊安全。 It can be known from the above process that after the operator logs in to the health management system website through two-factor authentication, through the user interface, the user can select conditions including year, unit organization, gender, age, rank, disease type, etc., and systematic risk assessment analysis. The module will automatically analyze the user's health examination data according to the selected conditions, calculate the risk of the selected disease, and obtain the risk score of the selected disease. The selectable disease types include metabolic syndrome, diabetes, coronary heart disease, etc. But it is not limited to this, and can be further updated according to the actual analysis needs of health data. At the same time, multiple disease types can be selected at one time to calculate the risk score of various diseases. In addition to using two-factor authentication to log in during the operation, the system must also record the relevant operation log (log) and notify the operator and the responsible supervisor with a text message and email, and the responsible supervisor will review to protect personal information and information. Safety.

如選擇代謝症候群進行風險評估分析,系統的風險評估分析模組會分析使用者的健檢資料中與代謝症候群相關的健檢項目,根據這些項目的檢驗值來計算得到代謝症候群的風險分數。 For example, if a metabolic syndrome is selected for risk assessment analysis, the system's risk assessment analysis module will analyze the medical examination items related to the metabolic syndrome in the user's health examination data, and calculate the risk score of the metabolic syndrome based on the test values of these items.

代謝症候群的風險分數計算可參考下表,系統可選擇的疾病種類包括代謝症候群、糖尿病、冠心病等,但不限於此,以下僅為一實施例,可視實際健康資料分析需求再進一步更新及擴充: The risk score calculation of metabolic syndrome can refer to the following table. The disease types that can be selected by the system include metabolic syndrome, diabetes, coronary heart disease, etc., but it is not limited to this. The following is only an example. It can be further updated and expanded according to the actual health data analysis requirements. :

若被分析的使用者健檢資料,腰圍檢驗結果為低,血壓中高,空腹血糖值中高,三酸甘油酯低,高密度脂蛋白膽固醇低,則代謝症候群的風險分數=0+2+2+0+2=6,故此使用者的風險分數即為6分。 If the health check data of the user being analyzed, the waist test result is low, the blood pressure is high, the fasting blood glucose value is high, the triglyceride is low, and the high-density lipoprotein cholesterol is low, then the risk score of the metabolic syndrome = 0 + 2 + 2 + 0 + 2 = 6, so the user's risk score is 6 points.

請參閱圖4所示,為本發明健康風險分級系統與方法之健康風險分級流程圖,其包括:S410操作者選擇條件;S420系統根據所得到風險分數透過健康風險分級演算計算;S430得到健康風險等級。 Please refer to FIG. 4, which is a health risk grading flowchart of the health risk grading system and method of the present invention, which includes: S410 operator selection conditions; S420 system calculates through health risk grading calculation according to the obtained risk score; S430 obtains health risk grade.

由上述流程可知,操作者經由雙因子認證登入健康管理系統網站後,透由網站提供的使用者操作介面選擇條件,系統根據所選擇的條件,將健檢資料分析而得的疾病發生風險分數,透由健康風險分級演算計算,得到健康風險等級,以評估使用者的健康。 It can be known from the above process that after the operator logs in to the health management system website through two-factor authentication, the user selects conditions through the user operation interface provided by the website, and the system analyzes the health check data to obtain the disease risk score according to the selected conditions. Through the calculation of health risk classification calculation, the health risk level is obtained to evaluate the user's health.

可選擇的疾病種類包括代謝症候群、糖尿病、冠心病等,但不限於此,可視實際健康風險分級需求再進一步更新及擴充。也可以一次選擇多個疾病種類,計算健康風險等級。操作過程中除須採雙因子認證登入,系統也須紀錄相關的操作紀錄(log)並以簡訊與email通知操作人員及權責主管,且由權責主管做覆核,以保護個資及資訊安全。 The types of diseases that can be selected include metabolic syndrome, diabetes, coronary heart disease, etc., but are not limited to this, and can be further updated and expanded according to actual health risk classification requirements. You can also select multiple disease types at once to calculate the health risk level. In addition to using two-factor authentication to log in during the operation, the system must also record the relevant operation log (log) and notify the operator and the responsible supervisor with a text message and email, and the responsible supervisor will review to protect personal information and information. Safety.

健康風險分級等級可參考下表,系統可選擇的疾病種類包括代謝症候群、糖尿病、冠心病等,但不限於此,以下僅為一實施例,可視實際健康風險分級需求再進一步更 新及擴充): The health risk classification level can refer to the following table. The disease types that can be selected by the system include metabolic syndrome, diabetes, coronary heart disease, etc., but it is not limited to this. The following is only an example, and can be further updated and expanded according to the actual health risk classification requirements):

若該位被分析的使用者為男性,同時選擇代謝症候群、糖尿病、冠心病計算,假設代謝症候群分數為12分、糖尿病為16分、冠心病為11分,則得到的健康風險等級為A級(高度);假設代謝症候群分數為12分、糖尿病為10分、冠心病為10分,則得到的健康風險等級為A級(高度),也就是以任一疾病種類所達到的最高級別為健康風險等級。 If the user being analyzed is a male, and the metabolic syndrome, diabetes, and coronary heart disease are selected for calculation, assuming that the metabolic syndrome score is 12 points, diabetes is 16 points, and coronary heart disease is 11 points, the health risk level obtained is A (Height); assuming that the metabolic syndrome score is 12 points, diabetes is 10 points, and coronary heart disease is 10 points, the health risk level obtained is A (high), that is, the highest level reached by any type of disease is health Risk level.

請參閱圖5所示,為本發明健康風險分級系統與方法之健康風險計畫管理流程圖,其包括:S510操作者選擇條件;S520系統根據健康風險等級擬定後續的關懷計畫;S530透由問卷管理提供的各類問卷對各健康風險等級的族群進行追蹤關懷,並篩選後續關懷名單。 Please refer to FIG. 5, which is a health risk plan management flowchart of the health risk grading system and method of the present invention, which includes: S510 operator selection conditions; S520 system formulates subsequent care plans based on health risk levels; S530 transparent Various questionnaires provided by the questionnaire management track and care for ethnic groups of various health risk levels, and screen subsequent care lists.

由上述流程可知,操作者經由雙因子認證登入健康管理系統網站後,透由網站提供的使用者操作介面,可選擇條件對前述健康風險分級機制產生的各種健康風險等級的族群,擬定後續的關懷計畫,並透由問卷管理提供的各類問卷對各健康風險等級的族群進行追蹤關懷,這些問卷也包括滿足職安法要求的各類風險計劃管理問卷,如人因性危害預防、異常工作負荷促發疾病預防、執行職務遭受不法侵害預防、女性勞工母性健康保護等風險計劃管理問卷,但不限於 此,可視實際健康風險計畫管理需求再擴充。透由填寫各類風險計劃管理問卷,問卷管理會篩選後續關懷名單,以利後續追蹤關懷。 It can be known from the above process that after the operator logs in to the health management system website through two-factor authentication, through the user operation interface provided by the website, he can choose conditions to formulate subsequent care for the various groups of health risk levels generated by the aforementioned health risk grading mechanism. Plans, and through various questionnaires provided by questionnaire management to track and care for ethnic groups of various health risk levels, these questionnaires also include various risk plan management questionnaires that meet the requirements of the Occupational Safety Law, such as prevention of human hazards, abnormal workload Promote risk plan management questionnaires such as disease prevention, prevention of unlawful violations during the execution of duties, and protection of female workers' maternal health, but it is not limited to this, and can be expanded according to the actual health risk plan management needs. By filling in various risk plan management questionnaires, the questionnaire management will screen the follow-up care list to facilitate follow-up care.

請參閱圖6所示,為本發明健康風險分級系統與方法之健康風險回饋流程圖,其包括:S610操作者選擇條件;S620系統或操作者根據健康風險計畫管理所篩選後續須關懷之名單分配不同之關懷計畫;S630以提供被關懷者個人化的衛教建議與回饋。 Please refer to FIG. 6, which is a health risk feedback flow chart of the health risk grading system and method of the present invention, which includes: S610 operator selection conditions; S620 system or operator selects a list of subsequent cares according to the health risk plan management office Allocate different care plans; S630 to provide personalized health education advice and feedback for the care recipients.

由上述流程可知,操作者經由雙因子認證登入健康管理系統網站後,透由網站提供的使用者操作介面選擇條件,針對後續關懷名單,可提供這些被關懷者個人化的衛教建議與回饋,透由系統回饋給被關懷對象,系統也可產生衛教建議與回饋來回饋這些被關懷對象,以幫助這些被關懷對象改善健康。系統所產生衛教建議與回饋的組合包括健康風險等級、性別、年齡等條件,但不限於此,可視實際健康風險回饋需求再進一步更新及擴充。 It can be known from the above process that after the operator logs in to the health management system website through two-factor authentication, through the user interface selection conditions provided by the website, for the follow-up care list, personalized health education suggestions and feedback for these care recipients can be provided. Through the system to give back to the cared objects, the system can also generate health education advice and feedback to return these cared objects to help these cared objects improve their health. The combination of health education advice and feedback generated by the system includes conditions such as health risk level, gender, age, etc., but is not limited to this. It can be further updated and expanded according to the actual health risk feedback needs.

系統的衛教建議與回饋的組合可參考下表: The combination of system health education suggestions and feedback can refer to the following table:

其中性別有兩種組合:男、女。 There are two types of gender: male and female.

年齡的組合包括:<20歲、20~30歲、30~40歲、40~50歲、50~60歲、60~70歲、>70歲。 The age combination includes: <20 years, 20-30 years, 30-40 years, 40-50 years, 50-60 years, 60-70 years,> 70 years.

健康風險等級的組合:A、B、C、D、E級。 Combination of health risk levels: A, B, C, D, E levels.

衛教建議與回饋的種類:2*7*5=70,系統可以提供至少70篇的衛教建議與回饋給被關懷對象,也可透由操作者提供這些被關懷者個人化的衛教建議與回饋。 Types of health education suggestions and feedback: 2 * 7 * 5 = 70. The system can provide at least 70 health education suggestions and feedback to the care recipients. The operator can also provide personalized health care recommendations for these care recipients. And feedback.

上列詳細說明乃針對本發明之一可行實施例進行具體說明,惟該實施例並非用以限制本發明之專利範圍,凡未脫離本發明技藝精神所為之等效實施或變更,均應包含於本案之專利範圍中。 The above detailed description is a specific description of a feasible embodiment of the present invention, but this embodiment is not intended to limit the patent scope of the present invention. Any equivalent implementation or change that does not depart from the technical spirit of the present invention should be included in Within the scope of the patent in this case.

綜上所述,本案不僅於技術思想上確屬創新,並具備習用之傳統方法所不及之上述多項功效,已充分符合新穎性及進步性之法定發明專利要件,爰依法提出申請,懇請貴局核准本件發明專利申請案,以勵發明,至感德便。 To sum up, this case is not only innovative in terms of technical ideas, but also has many of the above-mentioned effects that are not used by traditional methods. It has fully met the requirements of statutory invention patents that are novel and progressive. To approve this invention patent application, to encourage invention, to the utmost convenience.

Claims (15)

一種健康風險分級系統,其中包括:人事資料庫伺服器,係為儲存人事資料,並具有人事資料表以及關聯健檢資料庫中之健檢資料表的唯一鍵值之資料表;健檢資料庫伺服器,係儲存健檢資料,是包含健檢所需之基本資訊及使用者健檢資料;網站伺服器,係根據該人事資料庫伺服器及該健檢資料庫伺服器,提供健檢資料分析模組、健康風險分級模組、健康風險計畫管理模組、以及健康風險回饋模組之服務。     A health risk classification system, which includes: a personnel database server, which is a data table that stores personnel data and has a unique key value for the personnel data table and the health check data table in the associated health check database; the health check database The server is used to store the medical examination data, which contains the basic information required for the medical examination and the user's medical examination data; the web server is to provide the medical examination data according to the personnel database server and the medical examination database server. Services of analysis module, health risk classification module, health risk plan management module, and health risk feedback module.     如申請專利範圍第1項所述之健康風險分級系統,其中該健檢資料分析模組,係針對匯入後的健檢資料進行分析及風險評估分析,且根據所選擇的條件分析使用者的健檢資料,計算所選疾病發生的風險,以得到所選疾病的風險分數。     The health risk grading system as described in item 1 of the scope of patent application, wherein the medical examination data analysis module analyzes and evaluates the risk of imported medical examination data, and analyzes the user's Health check data to calculate the risk of the selected disease to get the risk score of the selected disease.     如申請專利範圍第1項所述之健康風險分級系統,其中該健康風險分級模組,係對於該健檢資料分析模組而得的各類疾病風險分數,透過加權計算健康風險等級。     The health risk grading system described in item 1 of the scope of patent application, wherein the health risk grading module is a weighted calculation of the health risk level for various disease risk scores obtained from the medical examination data analysis module.     如申請專利範圍第1項所述之健康風險分級系統,其中該健康風險計畫管理模組,係對於健康風險分級的各種等級族群,制定不同的關懷計畫,其包括各問卷管理,並篩選後續關懷名單。     The health risk grading system described in item 1 of the scope of patent application, wherein the health risk plan management module is to formulate different care plans for various levels of health risk grading, which includes the management of various questionnaires and screening Follow-up care list.     如申請專利範圍第1項所述之健康風險分級系統,其中該健康風險回饋模組,係針對健康風險分級模組的各種等級族群,透過該健康風險計畫管理模組篩選的後續關懷名單, 依照等級分配不同之關懷計畫。     The health risk grading system described in item 1 of the scope of the patent application, wherein the health risk feedback module is a follow-up care list screened by the health risk plan management module for various grade groups of the health risk grading module. Different care plans are assigned according to levels.     一種健康風險分級方法,其包括:健檢資料匯入;健檢資料分析;健康風險分級;健康風險計畫管理;健康風險回饋。     A health risk grading method includes: health checkup data import; health checkup data analysis; health risk grading; health risk plan management; health risk feedback.     如申請專利範圍第6項所述之健康風險分級方法,其中該健檢資料匯入,係將醫院端至系統端的健檢資料匯入,該醫院端將使用者的健檢資料加密後,再以接收端的公鑰簽章,透由安全管道傳輸,該接收端收到健檢資料後,透由匯檔程式,以私鑰進行解密,並核對數位簽章,再將解密後的該健檢資料匯入資料庫儲存。     The health risk classification method as described in item 6 of the scope of patent application, wherein the medical examination data import is to import the medical examination data from the hospital to the system, and the hospital encrypts the medical examination data of the user, and then The public key signature of the receiving end is transmitted through the secure channel. After receiving the health check data, the receiving end decrypts the private key through the file transfer program, checks the digital signature, and then decrypts the health check. Data import database storage.     如申請專利範圍第6項所述之健康風險分級方法,其中該健檢資料分析,係針對匯入後的健檢資料進行分析,操作者經由雙因子認證登入系統後,得以選擇條件,並由該系統進行風險評估分析,且根據所選擇的條件分析使用者的健檢資料,計算所選疾病發生的風險,以得到所選疾病的風險分數。     The health risk grading method described in item 6 of the scope of patent application, wherein the health check data analysis is based on the imported health check data. After the operator logs in to the system through two-factor authentication, he can select the conditions and The system performs risk assessment analysis, and analyzes the user's health examination data according to the selected conditions, calculates the risk of the selected disease to obtain the risk score of the selected disease.     如申請專利範圍第6項所述之健康風險分級方法,其中該健康風險分級,係對於該健檢資料分析而得的各類疾病風險分數,由系統透過加權計算健康風險等級,其操作者經由雙因子認證登入系統後,該系統會根據所選擇的條件,將該健檢資料分析而得的疾病發生風險分數,透過健康風險分級演算來計算健康風險等級,以評估使用者之健康風險等級。     The health risk grading method as described in item 6 of the scope of patent application, wherein the health risk grading is based on the analysis of the medical examination data for various disease risk scores, and the system calculates the health risk grading through weighting. After logging into the system with two-factor authentication, the system will calculate the health risk level through the health risk grading calculation based on the selected conditions and the disease risk score obtained from the analysis of the health checkup data to evaluate the user's health risk level.     如申請專利範圍第6項所述之健康風險分級方法,其中該健康風險計畫管理,係對於健康風險分級的各種等級族群,制定不同的關懷計畫。     The health risk grading method described in item 6 of the scope of patent application, wherein the health risk plan management is to formulate different care plans for various levels of ethnic groups in health risk grading.     如申請專利範圍第6項所述之健康風險分級方法,其中該健康風險回饋,係針對健康風險分級的各種等級族群,透過該健康風險計畫管理篩選的後續關懷名單,由系統或操作者依照等級分配不同之關懷計畫。     The health risk grading method as described in item 6 of the scope of patent application, wherein the health risk feedback is a follow-up care list for various levels of health risk grading through the health risk plan management, and the system or operator shall follow Different levels of care plan.     如申請專利範圍第7項所述之健康風險分級方法,其中該資料庫,係區分為人事資料庫與健檢資料庫,並分別放置於人事資料庫伺服器與健檢資料庫伺服器。     The health risk grading method described in item 7 of the scope of patent application, wherein the database is divided into a personnel database and a health check database, and is placed on the personnel database server and the health check database server, respectively.     如申請專利範圍第7項所述之健康風險分級方法,其中該匯檔程式,係為一匯檔之作業,且須使用雙因子認證,且該作業過程及伺服器主機均須監控,若有異常作業情形即刻通知操作人員與權責主管,並且由權責主管覆核相關紀錄(log)。     For example, the health risk grading method described in item 7 of the scope of patent application, wherein the file transfer program is a one-file operation and must use two-factor authentication, and the operation process and the server host must be monitored. The operator and the supervisor in charge shall be notified immediately in the event of abnormal operation, and the relevant log shall be reviewed by the supervisor in charge.     如申請專利範圍第8項所述之健康風險分級方法,其中該選擇條件,係為疾病種類,並另得以選擇至少一個以上之選項。     The health risk grading method according to item 8 of the scope of patent application, wherein the selection condition is a disease type, and at least one or more options can be selected.     如申請專利範圍第10項所述之健康風險分級方法,其中該關懷計畫,係包括各類型之問卷管理,並篩選後續關懷名單。     The health risk grading method as described in item 10 of the scope of patent application, wherein the care plan includes various types of questionnaire management and screening of subsequent care lists.    
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