WO2022071616A1 - Online community-based method for analyzing medical data - Google Patents

Online community-based method for analyzing medical data Download PDF

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Publication number
WO2022071616A1
WO2022071616A1 PCT/KR2020/013383 KR2020013383W WO2022071616A1 WO 2022071616 A1 WO2022071616 A1 WO 2022071616A1 KR 2020013383 W KR2020013383 W KR 2020013383W WO 2022071616 A1 WO2022071616 A1 WO 2022071616A1
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WIPO (PCT)
Prior art keywords
server
user terminal
online community
message
user
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PCT/KR2020/013383
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French (fr)
Korean (ko)
Inventor
이해원
민승기
윤영민
마정은
복홍규
김용하
한상진
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주식회사 바이오크
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Publication of WO2022071616A1 publication Critical patent/WO2022071616A1/en

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    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/20ICT specially adapted for the handling or processing of patient-related medical or healthcare data for electronic clinical trials or questionnaires
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/40Business processes related to the transportation industry
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/50Business processes related to the communications industry
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/60ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H20/00ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance
    • G16H20/10ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance relating to drugs or medications, e.g. for ensuring correct administration to patients
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H80/00ICT specially adapted for facilitating communication between medical practitioners or patients, e.g. for collaborative diagnosis, therapy or health monitoring

Definitions

  • the present invention relates to an online community-based medical data analysis method.
  • An online community-based medical data analysis method includes: obtaining, by a server, consent on medical data analysis from a user terminal; transmitting, by the server, the address of the online community chat room accessed by the operating terminal to the user terminal; when a user using the user terminal accesses the online community chat room and inputs a chatting message, transmitting, by the operating terminal, the chatting message data to the server; and analyzing, by the server, the chatting message data of the user terminal transmitted by the operation terminal.
  • the step of the operation terminal transmitting the chatting message data to the server may include the operation of the operation terminal transmitting a data input induction message to the online community chat room.
  • the data input induction message may be a message asking whether the user of the user terminal has taken a specific drug.
  • users can communicate with other users who are in a similar state to themselves in the online community chat room, so they feel a sense of belonging to the community and their participation in the chat room increases. Accordingly, it is possible to improve the reliability of medical data analysis by minimizing missing data.
  • FIG. 1 is a diagram illustrating a system for implementing an online community-based medical data analysis method according to an embodiment of the present invention.
  • FIG. 2 is a flowchart of an online community-based medical data analysis method according to an embodiment of the present invention.
  • FIG. 3 is a diagram illustrating a method for the operation terminal 20 to transmit chatting message data to the server 10 .
  • 4 and 5 are examples of an online community chat room for checking a user's medication adherence according to an embodiment of the present invention.
  • FIG. 6 is a diagram illustrating a method for a server to provide a customized service to a user terminal after analyzing an online community chat room message.
  • a component when it is said that a component is connected or connected to another component, it may be directly connected or connected to the other component, but it should be understood that another component may exist in the middle.
  • FIG. 1 is a diagram illustrating a system 1 for implementing an online community-based medical data analysis method according to an embodiment of the present invention.
  • a system 1 for performing an online community-based medical data analysis method may include a server 10 and an operation terminal 20 .
  • the server 10 may transmit data with the user terminal U.
  • the server 10 may provide various services such as medical data analysis and information provision to the user of the user terminal U through the first application APP1 installed in the user terminal U.
  • the user terminal U is a terminal used by a user who is provided with a medical data analysis service provided by the server 10 .
  • the user terminal U may transmit/receive data to and from the server 10 through the installed first application.
  • the server 10 may transmit/receive data to and from the operation terminal 20 .
  • the server 10 may receive data about the user terminal U through the second application APP2 installed in the operation terminal 20 .
  • the operating terminal 20 may transmit data to the server 10 through the installed second application APP2 .
  • the operation terminal 20 may acquire, store, and process data from the external chat server S through the chatting application APP_C, and transmit the data to the server 10 through the second application APP2.
  • the operation terminal 20 and the user terminal U may send and receive chatting messages in real time through the (external) chatting application APP_C provided by the external chatting server S, respectively.
  • the external chat server (S) may be a server driven by a system different from the system according to an embodiment of the present invention.
  • the external chat server (S) may be a server that provides an external chatting application (APP_C) service that enables chatting between the operation terminal 20 and the user terminal (U).
  • APP_C external chatting application
  • a chat message may be transmitted and received between the operation terminal 20 and the user terminal (U), or the user terminal (U) via the external chat server (S).
  • the server 10 may provide a service to a plurality of users who use the first application APP1 through the user terminal U.
  • the number of user terminals U communicating with the server 10 is expressed as three, but the present invention is not limited thereto.
  • the operation terminal 20 may create or operate a chat-based "online community chat room (CC)" through the chat application (APP_C) provided by the external chat server (S). Users of the user terminal U may participate (access) the online community chat room CC through the chatting application APP_C.
  • CC chat-based "online community chat room
  • APP_C chat application
  • S external chat server
  • FIG. 2 is a flowchart of an online community-based medical data analysis method according to an embodiment of the present invention.
  • the server 10 obtains consent for medical data analysis from the user terminal U (S100), the server 10 performs the operation terminal 20 A step (S200) of transferring the address of the accessed online community chat room (CC) to the user terminal (U), the user using the user terminal (U) accesses the online community chat room (CC) and inputs a chatting message
  • the operation terminal 20 transmits the chatting message data to the server 10 (S300)
  • the server 10 transmits the user terminal (U) and analyzing the chatting message data of (S400).
  • the server 10 obtains consent for medical data analysis from the user terminal U (S100) is performed.
  • the server 10 may send a message to the user terminal U through the first application APP1 to request consent to the provision of services related to data acquisition and analysis in the community chat room CC.
  • the server 10 may obtain a consent response of the user terminal (U).
  • the server 10 sends the access address of the online community chat room CC to the user terminal U through the first application APP1. It can induce users to connect to an online community chat room (CC) by sending it.
  • CC online community chat room
  • the server 10 obtains various medical data from the user terminal U, classifies the user terminal according to a predetermined criterion, ) can be transmitted to the user terminal.
  • the server 10 may have address database information of a plurality of online community chat rooms (CC).
  • CC online community chat rooms
  • the server 10 transmits the address of the online community chat room (CC) to which the operating terminal 20 is connected to the user terminal (U) (S200) is performed.
  • the online community chat room (CC) may be a chat room to which a plurality of user terminals (U: U1, U2, U3) including the operation terminal 20 are connected.
  • a plurality of terminals such as the operation terminal 20 or the user terminal U may send and receive messages via the external server S.
  • the online community chat room (CC) may have a separate URL address for access.
  • the online community chat room (CC) may be a chat room created and operated by the manager of the operating terminal 20 .
  • the online community chat room (CC) may be an online community for the purpose of sharing information on a specific topic or the like.
  • the online community chat room (CC) may be a community for the purpose of sharing information between cancer patients/carers.
  • the online community chat room (CC) may be a community for the purpose of sharing information among cancer patients/caregivers, particularly on side effects of drugs and coping measures.
  • the user of the user terminal U may input a chat message, such as asking for advice from another user connected to the online community chat room (CC) about the symptoms he or she is experiencing and how to deal with it.
  • the online community chat room (CC) may be a chat room created according to various criteria, such as a cancer patient's treatment method, drug type, region, and cancer subtype.
  • the server 10 determines that the user is, for example, a "hormone-positive” subtype (of breast cancer) from the data transmitted and received with the user terminal U, the "hormone-positive” online community chat room (CC) The address may be transmitted to the user terminal (U).
  • the server 10 determines from the data transmitted and received with the user terminal U that the user is, for example, a "triple voice” subtype (of breast cancer)
  • a "triple voice" online community chat room (CC) The address may be transmitted to the user terminal (U).
  • the step (S200) of the server 10 delivering the address of the online community chat room (CC) to which the operating terminal 20 is connected to the user terminal (U) (S200) is unique to the user terminal (U). It may include the step of passing the ID (id) of.
  • the server 10 may generate a unique ID (id) for each user terminal (U).
  • the server 10 may transmit such a unique ID (id) to the user terminal (U), and request the user terminal (U) to use the corresponding ID (id) when accessing the online community chat room (CC) in the future.
  • the operating terminal (20) and other user terminals (U) may be in a state already connected to the online community chat room (CC).
  • the user terminal (U) may send and receive messages in a chatting format with the operation terminal 20 and other user terminals (U) in an online community chat room (CC).
  • the user of the user terminal U may use the chatting application APP_C with the same ID as the ID given to the server 10 through the first application APP1 or the ID selected by the server 10 . .
  • FIG. 3 is a diagram illustrating a method for the operation terminal 20 to transmit chatting message data to the server 10 .
  • the online community chat room (CC) is operated by an external chat server (S) different from the server (10) according to an embodiment of the present invention, and the user terminal (U) is a chat room (CC) through the chatting application (APP_C)
  • the chat message sent to the server 10 cannot be directly transmitted. Accordingly, in one embodiment of the present invention, the chat message data of the user terminal (U) is obtained indirectly through the operation terminal 20 connected to the same chat room (CC) address, and the server ( 10) is sent.
  • the operating terminal 20 i) the sender of the chat message, that is, which user terminal transmitted the message, ii) message transmission time, iii) message content data may be acquired and transmitted to the server 10 .
  • the server 10 may acquire chat message data in the online community chat room (CC) of the user terminal (U) that has obtained consent for medical data analysis.
  • the operation terminal 20 transmits the chat message data to the server 10 ( S300 ), the operation terminal 20 transmits a data input induction question message to the online community chat room (CC).
  • the operating terminal 20 may transmit a chat message Q for requesting data input to the chat room CC periodically or when a specific event occurs according to a preset algorithm.
  • the operation terminal 20 may acquire these chat messages and transmit them to the server 10 .
  • the operation terminal 20 may transmit a message to the chat room (CC) asking when the user of the user terminal (U) visited the hospital for a specific treatment.
  • the operation terminal 20 may transmit a message to the chat room (CC) asking the user of the user terminal (U) what side effects have occurred after a specific treatment.
  • the operating terminal 20 is A message asking whether the user of the user terminal U has taken a specific drug may be transmitted to the chat room CC.
  • 4 and 5 are examples of an online community chat room (CC) for checking a user's medication adherence according to an embodiment of the present invention.
  • CC online community chat room
  • the operating terminal 20 is A message asking whether the user of the user terminal U has taken a specific drug ('tamoxifen' in FIG. 3) may be transmitted to the chat room CC.
  • the operating terminal 20 may transmit a message asking whether to take the drug to the chat room (CC) according to a predetermined algorithm, for example, at a certain time every day.
  • the operating terminal 20 may transmit a message to the chat room CC requesting that the user input whether or not to take the drug according to a predetermined rule.
  • the user of the user terminal (U) may transmit a reply message according to the message transmitted by the operation terminal (20).
  • the operation terminal 20 may transmit a chat message of the user terminal U to the server 10 .
  • the server 10 may obtain data regarding which user terminal U has transmitted which message and when.
  • the user of the user terminal U may transmit and receive a message for communication with another user terminal U in the chat room CC regardless of the message of the operation terminal 20 .
  • the users of the user terminal U may transmit and receive messages such as encouraging each other to take medicine.
  • the operation terminal 20 may transmit a chat message of the user terminal U to the server 10 .
  • the server 10 may obtain data regarding which user terminal U has transmitted which message and when.
  • the server 10 the operation terminal 20, the step of analyzing the chat message data of the user terminal (U) transmitted (S400) is performed.
  • the server 10 may analyze the user's medication adherence by analyzing the chatting message data of the user terminal U transmitted by the operation terminal 20 .
  • the server 10 determines whether there is data on whether to take by date in the chatting message data transmitted by the operation terminal 20, and how much medication for a specific period for each user terminal (U) It is possible to analyze the medication adherence to whether or not you have eaten. Meanwhile, the server 10 may exclude conversations between the user terminals U that do not have a specific format or content from data analysis.
  • the present inventors measured the medication adherence for 15 days from September 11, 2020 to September 25, 2020 for 30 breast cancer patients who had to take a hormonal drug called 'tamoxifen' every day for 15 days.
  • the server 10 and the user terminal (U) directly transmit a drug alarm message and check the medication adherence through the first application (APP1) in the form of a chatbot (chatbot) that can perform a response . That is, the server 10 transmits the drug alarm message directly to the user terminal U at the time set by the user, and when the user presses the response button whether to take or not, the response data is transmitted from the user terminal U to the server 10 Medication adherence data was collected by direct transmission (“1:1 service” method).
  • the operating terminal 20 transmits a question message asking whether to take the drug at a predetermined time (6:00 pm) every day in the form of a chatbot in the chat room (CC) according to a preset algorithm (see FIG. 3 ).
  • the operation terminal 20 acquires the response message data of the user terminal U through a separate second application APP2 capable of acquiring the message content of the chatting application APP_C, and then sends it to the server 10 (the "online community chat room” method).
  • Table 1 is a table comparing the response rates of users' medication adherence according to the two methods.
  • the medication adherence data must depend entirely on the patient's response to whether or not to take the drug, it is important to reduce the missing data by increasing the response rate by inducing the patient to check whether or not they are taking the drug.
  • the response rate may increase accordingly.
  • FIG. 6 is a diagram illustrating a method for the server 10 to provide a customized service to the user terminal U after analyzing the chat room (CC) message.
  • the server 10 analyzes the chatting message data of the user terminal U transmitted by the operation terminal 20 to determine the current state of the user, and then sends a predetermined message according to the identified state. It may be transmitted directly to the user terminal U through the first application APP1. According to an embodiment, the server 10 may transmit a reminder message to the user terminal U when the medication adherence of the user terminal U analyzed for a specific period is less than or equal to a predetermined value (threshold). According to an embodiment, the server 10 may transmit a 'commendation' message to the user terminal U when the medication adherence of the user terminal U analyzed for a specific period is equal to or greater than a predetermined threshold.
  • a predetermined value threshold
  • the online community-based medical data analysis method may further include granting a reward point to the user terminal U according to a predetermined algorithm after analyzing the chatting message data.
  • the online community-based medical data analysis system 1 may reward the user terminal U with reward points for participating in the community chat room CC and participating in the data input process.
  • the reward points may be, for example, digital assets such as digitized cash, points, gift certificates, cryptocurrency, contribution, reliability, rank, and emoticons, but the present invention is not limited thereto.
  • the user can communicate with other users who are in a similar state to himself in the online community chat room (CC), so he feels a sense of belonging to the community and the level of participation in the chat room (CC) is increased.
  • the response rate to the question requested by the operation terminal 20 is increased, and the reliability of medical data analysis can be improved by minimizing missing data.
  • the server 10 and the operating terminal 20 included in the above-described embodiment may be implemented by a computing device including a memory including instructions programmed to perform their functions, and a microprocessor for performing these instructions. there is.
  • embodiments of the present invention may be implemented through various means.
  • embodiments of the present invention may be implemented by hardware, firmware, software, or a combination thereof.
  • the method according to embodiments of the present invention may include one or more Application Specific Integrated Circuits (ASICs), Digital Signal Processors (DSPs), Digital Signal Processing Devices (DSPDs), and Programmable Logic Devices (PLDs). , FPGAs (Field Programmable Gate Arrays), processors, controllers, microcontrollers, microprocessors, and the like.
  • ASICs Application Specific Integrated Circuits
  • DSPs Digital Signal Processors
  • DSPDs Digital Signal Processing Devices
  • PLDs Programmable Logic Devices
  • FPGAs Field Programmable Gate Arrays
  • processors controllers
  • microcontrollers microcontrollers
  • microprocessors and the like.
  • the method according to the embodiments of the present invention may be implemented in the form of a module, procedure, or function that performs the functions or operations described above.
  • a computer program in which a software code or the like is recorded may be stored in a computer-readable recording medium or a memory unit and driven by a processor.
  • the memory unit may be located inside or outside the processor, and may transmit and receive data to and from the processor by various known means.
  • combinations of each block in the block diagram attached to the present invention and each step in the flowchart may be performed by computer program instructions.
  • These computer program instructions may be embodied in the encoding processor of a general purpose computer, special purpose computer, or other programmable data processing equipment, such that the instructions executed by the encoding processor of the computer or other programmable data processing equipment may correspond to each block of the block diagram or A means for performing the functions described in each step (S100) of the flowchart is created.
  • These computer program instructions may also be stored in a computer-usable or computer-readable memory which may direct a computer or other programmable data processing equipment to implement a function in a particular way, and thus the computer-usable or computer-readable memory.
  • the instructions stored in the block diagram may also produce an item of manufacture containing instruction means for performing a function described in each block of the block diagram or each step of the flowchart.
  • the computer program instructions may also be mounted on a computer or other programmable data processing equipment, such that a series of operational steps are performed on the computer or other programmable data processing equipment to create a computer-executed process to create a computer or other programmable data processing equipment. It is also possible that instructions for performing the processing equipment provide steps for carrying out the functions described in each block of the block diagram and each step of the flowchart.
  • each block or each step may represent a module, segment, or part of code including one or more executable instructions for executing a specified logical function. It should also be noted that in some alternative embodiments it is also possible for the functions recited in blocks or steps to occur out of order. For example, it is possible that two blocks or steps shown one after another may in fact be performed substantially simultaneously, or that the blocks or steps may sometimes be performed in the reverse order according to the corresponding function.
  • the present invention can be used in the medical data acquisition and analysis industry.

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Abstract

An online community-based method for analyzing medical data according to an embodiment of the present invention, comprises the steps in which: a server obtains consent regarding medical data analysis from a user terminal; the server delivers, to the user terminal, the address of an online community chat room to which an operation terminal is connected; the operation terminal transmits chat message data to the server, when the user using the user terminal connects the user terminal to the online community chat room and inputs a chat message; and the server analyzes the chat message data, transmitted by the operation terminal, of the user terminal.

Description

온라인 커뮤니티 기반 의료 데이터 분석 방법Online community-based medical data analysis method
본 발명은 온라인 커뮤니티 기반 의료 데이터 분석 방법에 관한 것이다.The present invention relates to an online community-based medical data analysis method.
바이오 산업의 확대에 따라 신약 개발을 위한 임상시험(clinical trial) 역시 증가하고 있다. 임상시험에 사용되는 증례기록지(CRF, case report form)를 종이로 관리하지 않고 전자적으로 관리하는 경우가 더욱 많아지고 있으며, 임상시험에 사용되는 데이터를 효율적이고 안전하게 관리하는 방법에 대한 연구가 활발하게 이루어지고 있다. As the bio industry expands, clinical trials for new drug development are also increasing. Case report forms (CRFs) used in clinical trials are being managed electronically rather than on paper, and research on how to efficiently and safely manage data used in clinical trials is being actively conducted. is being done
특히 최근에는 환자가 병원에 방문하지 않는 동안 약을 잘 복용하는지에 관한 복약이행도(medication adherence), 부작용(adverse event) 등 환자 생성 데이터(ePRO; electronic patient-reported outcome)를 어떻게 수집하고 분석할지가 중요한 임상시험의 과제가 되고 있다.In particular, recently, how to collect and analyze electronic patient-reported outcome (ePRO) data, such as medication adherence and adverse events, regarding whether patients take their medications well while not visiting the hospital? has become an important clinical trial subject.
임상시험 등 환경에서 환자 생성 데이터를 획득하기 위하여 모바일 기반 어플리케이션(application)을 활용하는 등 사례가 증가하고 있다. 그러나 이러한 데이터 수집용 어플리케이션(application)은 환자의 이행율(compliance) 또는 어플리케이션 사용율(retention)이 낮은 문제가 있다.Cases such as the use of mobile-based applications to acquire patient-generated data in clinical trials and other environments are increasing. However, this data collection application (application) has a problem of low patient compliance or application retention.
다만, 본 발명의 실시예가 이루고자 하는 기술적 과제는 이상에서 언급한 과제로 제한되지 않으며, 이하에서 설명할 내용으로부터 통상의 기술자에게 자명한 범위 내에서 다양한 기술적 과제가 도출될 수 있다.However, the technical tasks to be achieved by the embodiments of the present invention are not limited to the tasks mentioned above, and various technical tasks may be derived from the content to be described below within the scope obvious to those skilled in the art.
본 발명의 일 실시예에 따른 온라인 커뮤니티 기반 의료 데이터 분석 방법은, 서버가, 사용자 단말로부터 의료 데이터 분석에 관한 동의를 획득하는 단계; 상기 서버가, 운영 단말이 접속한 온라인 커뮤니티 채팅방의 주소를 상기 사용자 단말에 전달하는 단계; 상기 사용자 단말을 사용하는 사용자가 상기 온라인 커뮤니티 채팅방에 접속하여 채팅 메시지를 입력하면, 상기 운영 단말이 상기 채팅 메시지 데이터를 상기 서버에 송신하는 단계; 및 상기 서버가, 상기 운영 단말이 송신한 상기 사용자 단말의 상기 채팅 메시지 데이터를 분석하는 단계;를 포함한다. An online community-based medical data analysis method according to an embodiment of the present invention includes: obtaining, by a server, consent on medical data analysis from a user terminal; transmitting, by the server, the address of the online community chat room accessed by the operating terminal to the user terminal; when a user using the user terminal accesses the online community chat room and inputs a chatting message, transmitting, by the operating terminal, the chatting message data to the server; and analyzing, by the server, the chatting message data of the user terminal transmitted by the operation terminal.
일 실시예에 따르면, 상기 운영 단말이 상기 채팅 메시지 데이터를 상기 서버에 송신하는 단계는, 상기 운영 단말이 상기 온라인 커뮤니티 채팅방에 데이터 입력 유도 메시지를 송신하는 단계를 포함할 수 있다. According to an embodiment, the step of the operation terminal transmitting the chatting message data to the server may include the operation of the operation terminal transmitting a data input induction message to the online community chat room.
일 실시예에 따르면, 상기 데이터 입력 유도 메시지는 상기 사용자 단말의 사용자가 특정 약물을 복용하였는지를 묻는 메시지일 수 있다.According to an embodiment, the data input induction message may be a message asking whether the user of the user terminal has taken a specific drug.
본 발명의 일 실시예에 따르면, 개인정보 침해의 문제없이 사용자의 동의를 받아 외부 채팅 서버에서 운영되는 온라인 커뮤니티 채팅방에서 사용자의 의료 데이터를 획득해 분석할 수 있다. According to an embodiment of the present invention, it is possible to obtain and analyze the user's medical data in an online community chat room operated in an external chat server with the user's consent without a problem of personal information infringement.
한편, 사용자는 온라인 커뮤니티 채팅방에서 자신과 비슷한 상태에 있는 다른 사용자와 커뮤니케이션할 수 있어, 커뮤니티에 소속감을 느끼게 되고 채팅방에서의 참여도가 높아진다. 이에 따라 데이터 결측치(missing data)를 최소화하여 의료 데이터 분석의 신뢰성을 향상시킬 수 있다. On the other hand, users can communicate with other users who are in a similar state to themselves in the online community chat room, so they feel a sense of belonging to the community and their participation in the chat room increases. Accordingly, it is possible to improve the reliability of medical data analysis by minimizing missing data.
도 1은 본 발명의 일 실시예에 따른 온라인 커뮤니티 기반 의료 데이터 분석 방법을 실시하는 시스템을 나타낸 도면이다. 1 is a diagram illustrating a system for implementing an online community-based medical data analysis method according to an embodiment of the present invention.
도 2는 본 발명의 일 실시예에 따른 온라인 커뮤니티 기반 의료 데이터 분석 방법의 순서도이다. 2 is a flowchart of an online community-based medical data analysis method according to an embodiment of the present invention.
도 3은 운영 단말(20)이 채팅 메시지 데이터를 서버(10)에 송신하는 방법을 나타낸 그림이다. 3 is a diagram illustrating a method for the operation terminal 20 to transmit chatting message data to the server 10 .
도 4 및 도 5는 본 발명의 일 실시예에 따라 사용자의 복약이행도(medication adherence)를 체크하는 온라인 커뮤니티 채팅방의 예시이다. 4 and 5 are examples of an online community chat room for checking a user's medication adherence according to an embodiment of the present invention.
도 6은 온라인 커뮤니티 채팅방 메시지 분석 이후 서버가 사용자 단말에 맞춤형 서비스를 제공하는 방법을 나타낸 그림이다.6 is a diagram illustrating a method for a server to provide a customized service to a user terminal after analyzing an online community chat room message.
본 발명의 이점 및 특징, 그리고 그것들을 달성하는 방법은 첨부되는 도면과 함께 상세하게 후술되어 있는 실시예들을 참조하면 명확해질 것이다.  그러나 본 발명은 이하에서 개시되는 실시예들에 한정되는 것이 아니라 다양한 형태로 구현될 수 있으며, 단지 본 실시예들은 본 발명의 개시가 완전하도록 하고, 본 발명이 속하는 기술분야에서 통상의 지식을 가진 자에게 발명의 범주를 완전하게 알려주기 위해 제공되는 것이며, 본 발명의 범주는 청구항에 의해 정의될 뿐이다.Advantages and features of the present invention, and a method of achieving them will become apparent with reference to the embodiments described below in detail in conjunction with the accompanying drawings. However, the present invention is not limited to the embodiments disclosed below and can be implemented in various forms, only these embodiments make the disclosure of the present invention complete, and   with ordinary knowledge in the art to which the present invention pertains It is provided to fully inform the person of the scope of the invention, and the scope of the present invention is only defined by the claims.
본 발명의 실시예들을 설명함에 있어서 공지 기능 또는 구성에 대한 구체적인 설명은 본 발명의 실시예들을 설명함에 있어 실제로 필요한 경우 외에는 생략될 것이다. 그리고 후술되는 용어들은 본 발명의 실시예에서의 기능을 고려하여 정의된 용어들로서 이는 사용자, 운용자의 의도 또는 관례 등에 따라 달라질 수 있다. 그러므로 그 정의는 본 명세서 전반에 걸친 내용을 토대로 내려져야 할 것이다.In describing the embodiments of the present invention, detailed descriptions of well-known functions or configurations will be omitted except when it is actually necessary to describe the embodiments of the present invention. In addition, the terms to be described later are terms defined in consideration of functions in an embodiment of the present invention, which may vary according to intentions or customs of users and operators. Therefore, the definition should be made based on the content throughout this specification.
도면에 표시되고 아래에 설명되는 기능 블록들은 가능한 구현의 예들일 뿐이다. 다른 구현들에서는 상세한 설명의 사상 및 범위를 벗어나지 않는 범위에서 다른 기능 블록들이 사용될 수 있다. 또한 본 발명의 하나 이상의 기능 블록이 개별 블록들로 표시되지만, 본 발명의 기능 블록들 중 하나 이상은 동일 기능을 실행하는 다양한 하드웨어 및 소프트웨어 구성들의 조합일 수 있다.The functional blocks shown in the drawings and described below are merely examples of possible implementations. Other functional blocks may be used in other implementations without departing from the spirit and scope of the detailed description. Also, although one or more functional blocks of the present invention are represented as separate blocks, one or more of the functional blocks of the present invention may be combinations of various hardware and software configurations that perform the same function.
또한 어떤 구성 요소들을 포함한다는 표현은 개방형의 표현으로서 해당 구성 요소들이 존재하는 것을 단순히 지칭할 뿐이며, 추가적인 구성 요소들을 배제하는 것으로 이해되어서는 안 된다.In addition, the expression including certain components is an open expression and merely refers to the existence of the corresponding components, and should not be construed as excluding additional components.
나아가 어떤 구성 요소가 다른 구성 요소에 연결되어 있다거나 접속되어 있다고 언급될 때에는, 그 다른 구성 요소에 직접적으로 연결 또는 접속되어 있을 수도 있지만, 중간에 다른 구성 요소가 존재할 수도 있다고 이해되어야 한다. Furthermore, when it is said that a component is connected or connected to another component, it may be directly connected or connected to the other component, but it should be understood that another component may exist in the middle.
또한 '제1, 제2' 등과 같은 표현은 복수의 구성들을 구분하기 위한 용도로만 사용된 표현으로써, 구성들 사이의 순서나 기타 특징들을 한정하지 않는다. In addition, expressions such as 'first, second', etc. are used only for distinguishing a plurality of components, and do not limit the order or other characteristics between the components.
이하에서는 도면들을 참조하여 본 발명의 실시예들에 대해 설명하도록 한다. Hereinafter, embodiments of the present invention will be described with reference to the drawings.
도 1은 본 발명의 일 실시예에 따른 온라인 커뮤니티 기반 의료 데이터 분석 방법을 실시하는 시스템(1)을 나타낸 도면이다. 1 is a diagram illustrating a system 1 for implementing an online community-based medical data analysis method according to an embodiment of the present invention.
도 1을 참조하면, 본 발명의 일 실시예에 따른 온라인 커뮤니티 기반 의료 데이터 분석 방법을 실시하는 시스템(1)은 서버(10) 및 운영 단말(20)을 포함할 수 있다. Referring to FIG. 1 , a system 1 for performing an online community-based medical data analysis method according to an embodiment of the present invention may include a server 10 and an operation terminal 20 .
서버(10)는 사용자 단말(U)과 데이터를 송신할 수 있다. 서버(10)는 사용자 단말(U)에 설치된 제1 어플리케이션(APP1)을 통하여 사용자 단말(U)의 사용자에게 의료 데이터 분석, 정보 제공 등 각종 서비스를 제공할 수 있다. The server 10 may transmit data with the user terminal U. The server 10 may provide various services such as medical data analysis and information provision to the user of the user terminal U through the first application APP1 installed in the user terminal U.
사용자 단말(U)은 서버(10)에서 제공하는 의료 데이터 분석 서비스를 제공받는 사용자가 사용하는 단말이다. 사용자 단말(U)은 설치된 제1 어플리케이션을 통해 서버(10)와 데이터를 송수신할 수 있다. The user terminal U is a terminal used by a user who is provided with a medical data analysis service provided by the server 10 . The user terminal U may transmit/receive data to and from the server 10 through the installed first application.
서버(10)는 운영 단말(20)과 데이터를 송수신할 수 있다. 서버(10)는 운영 단말(20)에 설치된 제2 어플리케이션(APP2)을 통해 사용자 단말(U)에 관한 데이터를 수신할 수 있다.The server 10 may transmit/receive data to and from the operation terminal 20 . The server 10 may receive data about the user terminal U through the second application APP2 installed in the operation terminal 20 .
운영 단말(20)은 설치된 제2 어플리케이션(APP2)을 통해 데이터를 서버(10)에 전송할 수 있다. 운영 단말(20)은 채팅 어플리케이션(APP_C)을 통해 외부 채팅 서버(S)로부터 데이터를 획득, 저장 및 가공하여 제2 어플리케이션(APP2)을 통해 데이터를 서버(10)에 전송할 수 있다. 운영 단말(20)과 사용자 단말(U)은 각각 외부 채팅 서버(S)가 제공하는 (외부) 채팅 어플리케이션(APP_C)을 통해 실시간으로 채팅 메시지를 주고받을 수 있다.The operating terminal 20 may transmit data to the server 10 through the installed second application APP2 . The operation terminal 20 may acquire, store, and process data from the external chat server S through the chatting application APP_C, and transmit the data to the server 10 through the second application APP2. The operation terminal 20 and the user terminal U may send and receive chatting messages in real time through the (external) chatting application APP_C provided by the external chatting server S, respectively.
외부 채팅 서버(S)는 본 발명의 일 실시예에 따른 시스템과는 다른 시스템에 의해 구동되는 서버일 수 있다. 외부 채팅 서버(S)는 운영 단말(20)과 사용자 단말(U) 간의 채팅을 가능케 하는 외부의 채팅 어플리케이션(APP_C) 서비스를 제공하는 서버일 수 있다. 외부 채팅 서버(S)를 매개로, 운영 단말(20)과 사용자 단말(U), 또는 사용자 단말(U) 사이에서 채팅 메시지가 송수신될 수 있다. The external chat server (S) may be a server driven by a system different from the system according to an embodiment of the present invention. The external chat server (S) may be a server that provides an external chatting application (APP_C) service that enables chatting between the operation terminal 20 and the user terminal (U). A chat message may be transmitted and received between the operation terminal 20 and the user terminal (U), or the user terminal (U) via the external chat server (S).
서버(10)는 사용자 단말(U)을 통해 제1 어플리케이션(APP1)을 사용하는 복수의 사용자에게 서비스를 제공할 수 있다. 도 1에서는 서버(10)와 통신하는 사용자 단말(U)이 3개인 것으로 표현하였으나 본 발명이 이에 제한되는 것은 아니다. The server 10 may provide a service to a plurality of users who use the first application APP1 through the user terminal U. In FIG. 1 , the number of user terminals U communicating with the server 10 is expressed as three, but the present invention is not limited thereto.
운영 단말(20)은 외부 채팅 서버(S)가 제공하는 채팅 어플리케이션(APP_C)을 통해 채팅 기반의 "온라인 커뮤니티 채팅방(CC)"을 생성하거나 운영할 수 있다. 사용자 단말(U)의 사용자들은 채팅 어플리케이션(APP_C)을 통해 온라인 커뮤니티 채팅방(CC)에 참여(접속)할 수 있다. The operation terminal 20 may create or operate a chat-based "online community chat room (CC)" through the chat application (APP_C) provided by the external chat server (S). Users of the user terminal U may participate (access) the online community chat room CC through the chatting application APP_C.
이러한 본 발명의 일 실시예에 따른 온라인 커뮤니티 기반 의료 데이터 분석 방법을 실시하는 시스템(1)을 실현시키기 위한 온라인 커뮤니티 기반 의료 데이터 분석 방법을 설명한다. An online community-based medical data analysis method for realizing the system 1 for implementing the online community-based medical data analysis method according to an embodiment of the present invention will be described.
도 2는 본 발명의 일 실시예에 따른 온라인 커뮤니티 기반 의료 데이터 분석 방법의 순서도이다. 2 is a flowchart of an online community-based medical data analysis method according to an embodiment of the present invention.
일 실시예에 따른 온라인 커뮤니티 기반 의료 데이터 분석 방법은, 서버(10)가, 사용자 단말(U)로부터 의료 데이터 분석에 관한 동의를 획득하는 단계(S100), 서버(10)가 운영 단말(20)이 접속한 온라인 커뮤니티 채팅방(CC)의 주소를 사용자 단말(U)에 전달하는 단계(S200), 상기 사용자 단말(U)을 사용하는 사용자가 상기 온라인 커뮤니티 채팅방(CC)에 접속하여 채팅 메시지를 입력하면, 상기 운영 단말(20)이 상기 채팅 메시지 데이터를 상기 서버(10)에 송신하는 단계(S300), 및 상기 서버(10)가, 상기 운영 단말(20)이 송신한 상기 사용자 단말(U)의 상기 채팅 메시지 데이터를 분석하는 단계(S400)를 포함한다. In the online community-based medical data analysis method according to an embodiment, the server 10 obtains consent for medical data analysis from the user terminal U (S100), the server 10 performs the operation terminal 20 A step (S200) of transferring the address of the accessed online community chat room (CC) to the user terminal (U), the user using the user terminal (U) accesses the online community chat room (CC) and inputs a chatting message When the operation terminal 20 transmits the chatting message data to the server 10 (S300), and the server 10, the operation terminal 20 transmits the user terminal (U) and analyzing the chatting message data of (S400).
우선, 서버(10)가 사용자 단말(U)로부터 의료 데이터 분석에 관한 동의를 획득하는 단계(S100)가 수행된다. First, the server 10 obtains consent for medical data analysis from the user terminal U (S100) is performed.
서버(10)는 제1 어플리케이션(APP1)을 통해 사용자 단말(U)에 커뮤니티 채팅방(CC)에서의 데이터 획득 및 분석에 관한 서비스 제공에 동의할 것을 요청하는 메시지를 보낼 수 있다. 서버(10)는 사용자 단말(U)의 동의 응답을 획득할 수 있다. The server 10 may send a message to the user terminal U through the first application APP1 to request consent to the provision of services related to data acquisition and analysis in the community chat room CC. The server 10 may obtain a consent response of the user terminal (U).
사용자 단말(U)이 서버(10)의 의료 데이터 수집 및 분석에 동의한 경우, 서버(10)는 제1 어플리케이션(APP1)을 통해 온라인 커뮤니티 채팅방(CC)의 접속 주소를 사용자 단말(U)에 송신해 사용자의 온라인 커뮤니티 채팅방(CC)으로의 접속을 유도할 수 있다.When the user terminal U agrees to the medical data collection and analysis of the server 10, the server 10 sends the access address of the online community chat room CC to the user terminal U through the first application APP1. It can induce users to connect to an online community chat room (CC) by sending it.
본 발명의 일 실시예에 따르면, 서버(10)는 사용자 단말(U)로부터 각종 의료 데이터를 획득한 후, 사용자 단말을 기정된 기준에 따라 분류(classification)하여 상기 분류에 맞는 온라인 커뮤니티 채팅방(CC)의 주소를 상기 사용자 단말에 전달할 수 있다.According to an embodiment of the present invention, the server 10 obtains various medical data from the user terminal U, classifies the user terminal according to a predetermined criterion, ) can be transmitted to the user terminal.
서버(10)는 다수의 온라인 커뮤니티 채팅방(CC)의 주소 데이터베이스정보를 가질 수 있다. The server 10 may have address database information of a plurality of online community chat rooms (CC).
이후, 서버(10)가 운영 단말(20)이 접속한 온라인 커뮤니티 채팅방(CC)의 주소를 사용자 단말(U)에 전달하는 단계(S200)가 수행된다. Thereafter, the server 10 transmits the address of the online community chat room (CC) to which the operating terminal 20 is connected to the user terminal (U) (S200) is performed.
온라인 커뮤니티 채팅방(CC)은 운영 단말(20)을 포함한 다수의 사용자 단말(U: U1, U2, U3)이 접속해 있는 채팅방일 수 있다. 온라인 커뮤니티 채팅방(CC)에서는 도 2와 같이 운영 단말(20) 또는 사용자 단말(U) 등 다수의 단말이 외부 서버(S)를 매개로 메시지를 주고받을 수 있다. 온라인 커뮤니티 채팅방(CC)은, 접속을 위한 별도의 URL 주소를 가질 수 있다. 온라인 커뮤니티 채팅방(CC)은 운영 단말(20)의 관리자에 의해 생성되고 운영되는 채팅방일 수 있다. The online community chat room (CC) may be a chat room to which a plurality of user terminals (U: U1, U2, U3) including the operation terminal 20 are connected. In the online community chat room (CC), as shown in FIG. 2 , a plurality of terminals such as the operation terminal 20 or the user terminal U may send and receive messages via the external server S. The online community chat room (CC) may have a separate URL address for access. The online community chat room (CC) may be a chat room created and operated by the manager of the operating terminal 20 .
온라인 커뮤니티 채팅방(CC)은 특정 주제에 관한 정보 공유 등을 목적으로 한 온라인 커뮤니티일 수 있다. 일 실시예에서, 온라인 커뮤니티 채팅방(CC)은 암 환자/보호자 사이의 정보 공유를 목적으로 한 커뮤니티일 수 있다. 일 실시예에서, 온라인 커뮤니티 채팅방(CC)은 암 환자/보호자 사이에서 특히 약물의 부작용 및 대처 방안에 관한 정보 공유를 목적으로 한 커뮤니티일 수 있다. 예컨대 사용자 단말(U)의 사용자는 자신이 겪는 증상 및 이에 관한 대처 방안을 온라인 커뮤니티 채팅방(CC)에 접속해 있는 다른 사용자에게 묻고 조언을 구하는 등의 채팅 메시지를 입력할 수 있다. 온라인 커뮤니티 채팅방(CC)은 암 환자의 치료 방법, 약물 종류, 지역, 암 서브타입(subtype) 등 다양한 기준에 따라 생성된 채팅방일 수 있다.The online community chat room (CC) may be an online community for the purpose of sharing information on a specific topic or the like. In an embodiment, the online community chat room (CC) may be a community for the purpose of sharing information between cancer patients/carers. In an embodiment, the online community chat room (CC) may be a community for the purpose of sharing information among cancer patients/caregivers, particularly on side effects of drugs and coping measures. For example, the user of the user terminal U may input a chat message, such as asking for advice from another user connected to the online community chat room (CC) about the symptoms he or she is experiencing and how to deal with it. The online community chat room (CC) may be a chat room created according to various criteria, such as a cancer patient's treatment method, drug type, region, and cancer subtype.
일 실시예에서, 서버(10)가 사용자 단말(U)과 송수신한 데이터로부터 사용자가 예컨대 (유방암의)"호르몬 양성" 서브타입인 것으로 판단하는 경우, "호르몬 양성" 온라인 커뮤니티 채팅방(CC)의 주소를 사용자 단말(U)에 전달할 수 있다. 일 실시예에서, 서버(10)가 사용자 단말(U)과 송수신한 데이터로부터 사용자가 예컨대 (유방암의) "삼중음성" 서브타입인 것으로 판단하는 경우, "삼중음성" 온라인 커뮤니티 채팅방(CC)의 주소를 사용자 단말(U)에 전달할 수 있다.In one embodiment, when the server 10 determines that the user is, for example, a "hormone-positive" subtype (of breast cancer) from the data transmitted and received with the user terminal U, the "hormone-positive" online community chat room (CC) The address may be transmitted to the user terminal (U). In one embodiment, when the server 10 determines from the data transmitted and received with the user terminal U that the user is, for example, a "triple voice" subtype (of breast cancer), a "triple voice" online community chat room (CC) The address may be transmitted to the user terminal (U).
일 실시예에 따르면, 서버(10)가 운영 단말(20)이 접속한 온라인 커뮤니티 채팅방(CC)의 주소를 상기 사용자 단말(U)에 전달하는 단계(S200)는, 사용자 단말(U)에 고유의 아이디(id)를 전달하는 단계를 포함할 수 있다. According to one embodiment, the step (S200) of the server 10 delivering the address of the online community chat room (CC) to which the operating terminal 20 is connected to the user terminal (U) (S200) is unique to the user terminal (U). It may include the step of passing the ID (id) of.
서버(10)는 사용자 단말(U)마다 고유의 아이디(id)를 생성할 수 있다. 서버(10)는 이러한 고유의 아이디(id)를 사용자 단말(U)에 전달하여, 사용자 단말(U)이 추후 온라인 커뮤니티 채팅방(CC)에 접속할 때 해당 아이디(id)를 사용할 것을 요청할 수 있다. The server 10 may generate a unique ID (id) for each user terminal (U). The server 10 may transmit such a unique ID (id) to the user terminal (U), and request the user terminal (U) to use the corresponding ID (id) when accessing the online community chat room (CC) in the future.
사용자 단말(U)이 온라인 커뮤니티 채팅방(CC)에 진입할 때, 운영 단말(20) 및 다른 사용자 단말(U)이 이미 온라인 커뮤니티 채팅방(CC)에 접속해 있는 상태일 수 있다. 사용자 단말(U)은 온라인 커뮤니티 채팅방(CC)에서 운영 단말(20) 및 다른 사용자 단말(U)과 채팅 형식의 메시지를 주고받을 수 있다. 사용자 단말(U)의 사용자는, 서버(10)가 제1 어플리케이션(APP1)을 통해 자신에게 부여한 아이디(id) 또는 자신이 선택한 아이디(id)와 동일한 아이디로 채팅 어플리케이션(APP_C)을 사용할 수 있다.When the user terminal (U) enters the online community chat room (CC), the operating terminal (20) and other user terminals (U) may be in a state already connected to the online community chat room (CC). The user terminal (U) may send and receive messages in a chatting format with the operation terminal 20 and other user terminals (U) in an online community chat room (CC). The user of the user terminal U may use the chatting application APP_C with the same ID as the ID given to the server 10 through the first application APP1 or the ID selected by the server 10 . .
도 3은 운영 단말(20)이 채팅 메시지 데이터를 서버(10)에 송신하는 방법을 나타낸 그림이다. 3 is a diagram illustrating a method for the operation terminal 20 to transmit chatting message data to the server 10 .
도 2 및 도 3을 참조하면, 주소 전달 단계(S200) 이후, 사용자 단말(U)을 사용하는 사용자가 온라인 커뮤니티 채팅방(CC)에 접속하여 채팅 메시지를 입력하면, 운영 단말(20)이 상기 채팅 메시지 데이터를 서버(10)에 송신하는 단계(S300)가 수행된다. 2 and 3, after the address delivery step (S200), when the user using the user terminal (U) accesses the online community chat room (CC) and inputs a chatting message, the operation terminal 20 is the chatting A step (S300) of transmitting the message data to the server 10 is performed.
온라인 커뮤니티 채팅방(CC)은 본 발명의 일 실시예에 따른 서버(10)와는 다른 외부 채팅 서버(S)에 의하여 운영되는바, 사용자 단말(U)이 채팅 어플리케이션(APP_C)을 통해 채팅방(CC)에 송신한 채팅 메시지가 바로 서버(10)로 전송될 수 없다. 이에, 본 발명의 일 실시예에서는 동일한 채팅방(CC)주소에 접속해 있는 운영 단말(20)을 통하여 사용자 단말(U)의 채팅 메시지 데이터를 간접적으로 획득해 제2 어플리케이션(APP2)을 통해 서버(10)로 전송한다.The online community chat room (CC) is operated by an external chat server (S) different from the server (10) according to an embodiment of the present invention, and the user terminal (U) is a chat room (CC) through the chatting application (APP_C) The chat message sent to the server 10 cannot be directly transmitted. Accordingly, in one embodiment of the present invention, the chat message data of the user terminal (U) is obtained indirectly through the operation terminal 20 connected to the same chat room (CC) address, and the server ( 10) is sent.
운영 단말(20)은 온라인 커뮤니티 채팅방(CC)에서 사용자 단말(U)이 입력한 각종 채팅 메시지가 전송되면, i) 채팅 메시지의 발송 주체, 즉 어떤 사용자 단말이 메시지를 전송하였는지, ii) 메시지 전송 시각, iii) 메시지 내용 데이터를 획득해 서버(10)에 전송할 수 있다. 이를 통해 서버(10)는 의료 데이터 분석에 관한 동의를 획득한 사용자 단말(U)의 온라인 커뮤니티 채팅방(CC)에서의 채팅 메시지 데이터를 획득할 수 있다.When various chat messages input by the user terminal U are transmitted in the online community chat room (CC), the operating terminal 20 i) the sender of the chat message, that is, which user terminal transmitted the message, ii) message transmission time, iii) message content data may be acquired and transmitted to the server 10 . Through this, the server 10 may acquire chat message data in the online community chat room (CC) of the user terminal (U) that has obtained consent for medical data analysis.
일 실시예에 따르면, 운영 단말(20)이 채팅 메시지 데이터를 서버(10)에 송신하는 단계(S300)는, 운영 단말(20)이 온라인 커뮤니티 채팅방(CC)에 데이터 입력 유도 질문 메시지를 송신하는 단계를 포함할 수 있다. 도 2를 참조하면, 운영 단말(20)은 기 설정된 알고리즘에 따라 주기적으로 또는 특정 이벤트(event) 발생시 채팅방(CC)에 데이터 입력을 요청하는 채팅 메시지(Q)를 송신할 수 있다. 이때 사용자 단말(U1, U2, U3)이 응답 채팅 메시지(A1, A2, A3)를 송신하면, 운영 단말(20)은 이러한 채팅 메시지를 획득하여 서버(10)에 송신할 수 있다.According to an embodiment, the operation terminal 20 transmits the chat message data to the server 10 ( S300 ), the operation terminal 20 transmits a data input induction question message to the online community chat room (CC). may include steps. Referring to FIG. 2 , the operating terminal 20 may transmit a chat message Q for requesting data input to the chat room CC periodically or when a specific event occurs according to a preset algorithm. At this time, when the user terminals U1 , U2 , U3 transmit response chat messages A1 , A2 , A3 , the operation terminal 20 may acquire these chat messages and transmit them to the server 10 .
일 실시예에 따르면, 운영 단말(20)은 사용자 단말(U)의 사용자가 특정 치료를 위해 병원에 언제 방문하였는지를 묻는 메시지를 채팅방(CC)에 송신할 수 있다. According to one embodiment, the operation terminal 20 may transmit a message to the chat room (CC) asking when the user of the user terminal (U) visited the hospital for a specific treatment.
일 실시예에 따르면, 운영 단말(20)은 사용자 단말(U)의 사용자가 특정 치료 후 어떤 부작용이 생겼는지 묻는 메시지를 채팅방(CC)에 송신할 수 있다. According to an embodiment, the operation terminal 20 may transmit a message to the chat room (CC) asking the user of the user terminal (U) what side effects have occurred after a specific treatment.
일 실시예에 따르면, 운영 단말(20)은 사용자 단말(U)의 사용자가 특정 약물을 복용하였는지를 묻는 메시지를 채팅방(CC)에 송신할 수 있다.According to one embodiment, the operating terminal 20 is A message asking whether the user of the user terminal U has taken a specific drug may be transmitted to the chat room CC.
도 4 및 도 5는 본 발명의 일 실시예에 따라 사용자의 복약이행도(medication adherence)를 체크하는 온라인 커뮤니티 채팅방(CC)의 예시이다. 4 and 5 are examples of an online community chat room (CC) for checking a user's medication adherence according to an embodiment of the present invention.
도 4를 참조하면, 운영 단말(20)은 사용자 단말(U)의 사용자가 특정 약물(도 3에서는 '타목시펜(tamoxifen)')을 복용하였는지를 묻는 메시지를 채팅방(CC)에 송신할 수 있다. 운영 단말(20)은 기정된 알고리즘에 따라, 예컨대 매일 일정한 시각에 약물 복용 여부를 묻는 메시지를 채팅방(CC)에 송신할 수 있다. 운영 단말(20)은 복용 여부를 기 정해진 규칙에 따라 입력해 줄 것을 요청하는 메시지를 채팅방(CC)에 송신할 수 있다.4, the operating terminal 20 is A message asking whether the user of the user terminal U has taken a specific drug ('tamoxifen' in FIG. 3) may be transmitted to the chat room CC. The operating terminal 20 may transmit a message asking whether to take the drug to the chat room (CC) according to a predetermined algorithm, for example, at a certain time every day. The operating terminal 20 may transmit a message to the chat room CC requesting that the user input whether or not to take the drug according to a predetermined rule.
사용자 단말(U)의 사용자는 운영 단말(20)이 송신한 메시지에 맞추어 답변 메시지를 송신할 수 있다. 운영 단말(20)은 이러한 사용자 단말(U)의 채팅 메시지를 서버(10)에 송신할 수 있다. 서버(10)는 어떤 사용자 단말(U)이 언제, 어떤 메시지를 송신하였는지에 관한 데이터를 획득할 수 있다.The user of the user terminal (U) may transmit a reply message according to the message transmitted by the operation terminal (20). The operation terminal 20 may transmit a chat message of the user terminal U to the server 10 . The server 10 may obtain data regarding which user terminal U has transmitted which message and when.
한편, 도 5를 참조하면, 사용자 단말(U)의 사용자는 운영 단말(20)의 메시지와는 무관하게 다른 사용자 단말(U)과의 커뮤니케이션을 위한 메시지를 채팅방(CC)에서 송수신할 수 있다. 도 5의 A 부분을 참조하면, 사용자 단말(U)의 사용자는 예컨대 서로 약 복용을 격려하는 등의 메시지를 송수신할 수 있다. 운영 단말(20)은 이러한 사용자 단말(U)의 채팅 메시지를 서버(10)에 송신할 수 있다. 서버(10)는 어떤 사용자 단말(U)이 언제, 어떤 메시지를 송신하였는지에 관한 데이터를 획득할 수 있다. Meanwhile, referring to FIG. 5 , the user of the user terminal U may transmit and receive a message for communication with another user terminal U in the chat room CC regardless of the message of the operation terminal 20 . Referring to part A of FIG. 5 , the users of the user terminal U may transmit and receive messages such as encouraging each other to take medicine. The operation terminal 20 may transmit a chat message of the user terminal U to the server 10 . The server 10 may obtain data regarding which user terminal U has transmitted which message and when.
이후, 서버(10)가, 운영 단말(20)이 송신한 사용자 단말(U)의 채팅 메시지 데이터를 분석하는 단계(S400)가 수행된다.After that, the server 10, the operation terminal 20, the step of analyzing the chat message data of the user terminal (U) transmitted (S400) is performed.
일 실시예에 따르면, 서버(10)는, 운영 단말(20)이 송신한 사용자 단말(U)의 채팅 메시지 데이터를 분석하여 사용자의 복약이행도(medication adherence)를 분석할 수 있다. According to an embodiment, the server 10 may analyze the user's medication adherence by analyzing the chatting message data of the user terminal U transmitted by the operation terminal 20 .
도 4 및 도 5를 참조하면, 예컨대 서버(10)는 운영 단말(20)이 송신한 채팅 메시지 데이터에서 날짜별로 복용 여부에 관한 데이터가 있는지 파악하여, 사용자 단말(U)별로 특정 기간 얼마나 약을 먹었는지에 관한 복약이행도를 분석할 수 있다. 한편, 서버(10)는 특정 형식 또는 내용을 가지지 않은 사용자 단말(U)간의 대화는 데이터 분석에서 제외할 수 있다.4 and 5, for example, the server 10 determines whether there is data on whether to take by date in the chatting message data transmitted by the operation terminal 20, and how much medication for a specific period for each user terminal (U) It is possible to analyze the medication adherence to whether or not you have eaten. Meanwhile, the server 10 may exclude conversations between the user terminals U that do not have a specific format or content from data analysis.
본 발명자들은 2020.09.11~9.25 15일간, '타목시펜'이라는 호르몬 약물을 매일 복용해야 하는 유방암 환자 30명을 대상으로 15일간 복약이행도를 측정하였다. The present inventors measured the medication adherence for 15 days from September 11, 2020 to September 25, 2020 for 30 breast cancer patients who had to take a hormonal drug called 'tamoxifen' every day for 15 days.
15명의 환자는, 서버(10)와 사용자 단말(U)이 직접 약물 알람 메시지를 송신하고 복용 여부 응답을 수행할 수 있는 챗봇(chatbot) 형식의 제1 어플리케이션(APP1)을 통해 복약이행도를 체크하였다. 즉 서버(10)는 사용자가 설정한 시각에, 사용자 단말(U)에 직접 약물 알람 메시지를 송신하고, 사용자가 복용 여부 응답 버튼을 누르면 사용자 단말(U)에서 서버(10)로 응답 여부 데이터가 직접 전송되는 방식으로 복약이행도 데이터를 수집하였다("1:1 서비스" 방식). 15 patients, the server 10 and the user terminal (U) directly transmit a drug alarm message and check the medication adherence through the first application (APP1) in the form of a chatbot (chatbot) that can perform a response . That is, the server 10 transmits the drug alarm message directly to the user terminal U at the time set by the user, and when the user presses the response button whether to take or not, the response data is transmitted from the user terminal U to the server 10 Medication adherence data was collected by direct transmission (“1:1 service” method).
15명의 다른 환자는, 본 발명의 일 실시예에 따라 외부 채팅 서버(S)가 운영하는 채팅 어플리케이션(APP_C)에서 운영 단말(20)이 만든 온라인 커뮤니티 채팅방(CC)에 접속하도록 하였다. 이후, 운영 단말(20)은 기 설정된 알고리즘에 따라 채팅방(CC)에서 챗봇(chatbot)의 형식으로 매일 일정한 시각(오후 6시)에 약물 복용 여부를 묻는 질문 메시지를 송신하였다(도 3 참조). 운영 단말(20)은 채팅 어플리케이션(APP_C)의 메시지 내용을 획득할 수 있는 별도의 제2 어플리케이션(APP2)을 통해 사용자 단말(U)의 응답 메시지 데이터를 획득한 뒤, 이를 서버(10)에 보내었다("온라인 커뮤니티 채팅방" 방식). 15 other patients were allowed to access the online community chat room (CC) created by the operating terminal 20 in the chatting application (APP_C) operated by the external chatting server (S) according to an embodiment of the present invention. Thereafter, the operating terminal 20 transmits a question message asking whether to take the drug at a predetermined time (6:00 pm) every day in the form of a chatbot in the chat room (CC) according to a preset algorithm (see FIG. 3 ). The operation terminal 20 acquires the response message data of the user terminal U through a separate second application APP2 capable of acquiring the message content of the chatting application APP_C, and then sends it to the server 10 (the "online community chat room" method).
아래 [표 1]은 두 가지 방식에 따른 사용자의 복약이행도 응답율을 비교한 표이다. [Table 1] below is a table comparing the response rates of users' medication adherence according to the two methods.
데이터 획득 방식Data Acquisition Method 1:1 서비스1:1 service 온라인 커뮤니티 채팅방online community chat room
(a) 복용 확인 질문 메시지 송신 개수 (15명*15일)(a) Number of messages sent for confirmation of intake (15 people * 15 days) 225225 225225
(b) 응답(b) response 200200 224224
응답 1 - 복용Response 1 - Taking 199199 223223
응답 2 - 미복용Response 2 - Not Taken 1One 1One
(c) 미응답(c) non-response 2525 1One
응답율 (b/a)Response rate (b/a) 88.9%88.9% 99.6%99.6%
[표 1]에서 살펴보듯, 기존의 약물 알람 서비스와 비슷한 1:1 서비스 방식에서는 사용자가 운영 단말(20)이 보낸 메시지를 보았지만 무시하는 등으로 '미응답'이 되는 경우가 발생하여, 15일 동안의 전체 응답율이 88.9%에 그쳤다. 반면 '온라인 커뮤니티 채팅방'방식으로 복약이행도를 체크하는 경우, 미응답에 의한 결측치(missing data)가 단 1건 발생하여 15일 동안 99.6%의 응답율을 보여주었다. As seen in [Table 1], in the 1:1 service method similar to the existing drug alarm service, the user sees the message sent by the operation terminal 20 but ignores it, resulting in a case of 'non-response'. The overall response rate during the period was only 88.9%. On the other hand, when checking the medication adherence using the 'online community chat room' method, there was only one missing data due to non-response, showing a response rate of 99.6% for 15 days.
복약이행도 데이터는 약물 복용 여부를 환자의 응답에 전적으로 의지하여야 하는바, 환자가 복용 여부를 빠짐없이 체크하도록 유도해 응답율을 높여 데이터 결측치(missing data)를 줄이는 것이 중요하다. 본 발명의 일 실시예와 같이 자신과 같은 약을 먹고 있는 집단의 온라인 커뮤니티를 구축하는 경우, 사용자 사이의 상호작용(interaction)이 일어나고 사용자가 소속감을 느끼게 됨으로써 채팅방(CC)에서의 참여도가 높아지고, 이에 따라 응답율이 높아질 수 있다. Since the medication adherence data must depend entirely on the patient's response to whether or not to take the drug, it is important to reduce the missing data by increasing the response rate by inducing the patient to check whether or not they are taking the drug. As in an embodiment of the present invention, when an online community of a group taking the same drug as themselves is built, interaction between users occurs and the user feels a sense of belonging, thereby increasing the participation in the chat room (CC). , the response rate may increase accordingly.
도 6은 채팅방(CC) 메시지 분석 이후 서버(10)가 사용자 단말(U)에 맞춤형 서비스를 제공하는 방법을 나타낸 그림이다.6 is a diagram illustrating a method for the server 10 to provide a customized service to the user terminal U after analyzing the chat room (CC) message.
일 실시예에 따르면, 서버(10)는, 운영 단말(20)이 송신한 사용자 단말(U)의 채팅 메시지 데이터를 분석하여 사용자가 현재 어떤 상태인지 파악한 후, 파악된 상태에 따라 기정된 메시지를 제1 어플리케이션(APP1)을 통하여 사용자 단말(U)에 직접 송신할 수 있다. 일 실시예에 따르면 서버(10)는 특정 기간 동안 분석한 사용자 단말(U)의 복약이행도가 기정된 값(threshold) 이하인 경우, 사용자 단말(U)에 리마인더(reminder) 메시지를 송신할 수 있다. 일 실시예에 따르면 서버(10)는 특정 기간 동안 분석한 사용자 단말(U)의 복약이행도가 기정된 값(threshold) 이상인 경우, 사용자 단말(U)에 '칭찬' 메시지를 송신할 수 있다. According to an embodiment, the server 10 analyzes the chatting message data of the user terminal U transmitted by the operation terminal 20 to determine the current state of the user, and then sends a predetermined message according to the identified state. It may be transmitted directly to the user terminal U through the first application APP1. According to an embodiment, the server 10 may transmit a reminder message to the user terminal U when the medication adherence of the user terminal U analyzed for a specific period is less than or equal to a predetermined value (threshold). According to an embodiment, the server 10 may transmit a 'commendation' message to the user terminal U when the medication adherence of the user terminal U analyzed for a specific period is equal to or greater than a predetermined threshold.
일 실시예에 따른 온라인 커뮤니티 기반 의료 데이터 분석 방법은, 채팅 메시지 데이터 분석 후 기정된 알고리즘에 따라 사용자 단말(U)에 보상 포인트를 부여하는 단계를 더 포함할 수 있다. 온라인 커뮤니티 기반 의료 데이터 분석 시스템(1)은 사용자 단말(U)에 보상 포인트를 부여하여 커뮤니티 채팅방(CC)에 참여하고 데이터를 입력한 과정에 참여한 것에 대해 보상을 줄 수 있다. 보상 포인트는 예컨대 디지털화된 현금, 포인트, 상품권, 암호화폐, 기여도, 신뢰도, 순위(rank), 이모티콘 등의 디지털 재화(digital asset) 등일 수 있으나 본 발명이 이에 제한되는 것은 아니다. The online community-based medical data analysis method according to an embodiment may further include granting a reward point to the user terminal U according to a predetermined algorithm after analyzing the chatting message data. The online community-based medical data analysis system 1 may reward the user terminal U with reward points for participating in the community chat room CC and participating in the data input process. The reward points may be, for example, digital assets such as digitized cash, points, gift certificates, cryptocurrency, contribution, reliability, rank, and emoticons, but the present invention is not limited thereto.
본 발명의 일 실시예에 따르면, 개인정보 침해의 문제없이 사용자의 동의를 받아 외부 채팅 서버(S)에서 운영되는 온라인 커뮤니티 채팅방(CC)에서 사용자의 데이터를 획득할 수 있다. According to an embodiment of the present invention, it is possible to obtain user data in an online community chat room (CC) operated in an external chat server (S) with the user's consent without a problem of personal information infringement.
한편, 사용자는 온라인 커뮤니티 채팅방(CC)에서 자신과 비슷한 상태에 있는 다른 사용자와 커뮤니케이션할 수 있어, 커뮤니티에 소속감을 느끼게 되고 채팅방(CC)에서의 참여도가 높아진다.On the other hand, the user can communicate with other users who are in a similar state to himself in the online community chat room (CC), so he feels a sense of belonging to the community and the level of participation in the chat room (CC) is increased.
이에 따라 운영 단말(20)이 요구하는 질문에 응답율이 높아지고, 결측치(missing data)를 최소화하여 의료 데이터 분석의 신뢰성을 향상시킬 수 있다. Accordingly, the response rate to the question requested by the operation terminal 20 is increased, and the reliability of medical data analysis can be improved by minimizing missing data.
한편 상술한 실시예가 포함하는 서버(10), 운영 단말(20)은 이들의 기능을 수행하도록 프로그램된 명령어를 포함하는 메모리, 및 이들 명령어를 수행하는 마이크로프로세서를 포함하는 연산 장치에 의해 구현될 수 있다. On the other hand, the server 10 and the operating terminal 20 included in the above-described embodiment may be implemented by a computing device including a memory including instructions programmed to perform their functions, and a microprocessor for performing these instructions. there is.
상술한 본 발명의 실시예들은 다양한 수단을 통해 구현될 수 있다. 예를 들어, 본 발명의 실시예들은 하드웨어, 펌웨어(firmware), 소프트웨어 또는 그것들의 결합 등에 의해 구현될 수 있다.The above-described embodiments of the present invention may be implemented through various means. For example, embodiments of the present invention may be implemented by hardware, firmware, software, or a combination thereof.
하드웨어에 의한 구현의 경우, 본 발명의 실시예들에 따른 방법은 하나 또는 그 이상의 ASICs(Application Specific Integrated Circuits), DSPs(Digital Signal Processors), DSPDs(Digital Signal Processing Devices), PLDs(Programmable Logic Devices), FPGAs(Field Programmable Gate Arrays), 프로세서, 컨트롤러, 마이크로 컨트롤러, 마이크로 프로세서 등에 의해 구현될 수 있다.In the case of implementation by hardware, the method according to embodiments of the present invention may include one or more Application Specific Integrated Circuits (ASICs), Digital Signal Processors (DSPs), Digital Signal Processing Devices (DSPDs), and Programmable Logic Devices (PLDs). , FPGAs (Field Programmable Gate Arrays), processors, controllers, microcontrollers, microprocessors, and the like.
펌웨어나 소프트웨어에 의한 구현의 경우, 본 발명의 실시예들에 따른 방법은 이상에서 설명된 기능 또는 동작들을 수행하는 모듈, 절차 또는 함수 등의 형태로 구현될 수 있다. 소프트웨어 코드 등이 기록된 컴퓨터 프로그램은 컴퓨터 판독 가능 기록 매체 또는 메모리 유닛에 저장되어 프로세서에 의해 구동될 수 있다. 메모리 유닛은 프로세서 내부 또는 외부에 위치하여, 이미 공지된 다양한 수단에 의해 프로세서와 데이터를 주고받을 수 있다.In the case of implementation by firmware or software, the method according to the embodiments of the present invention may be implemented in the form of a module, procedure, or function that performs the functions or operations described above. A computer program in which a software code or the like is recorded may be stored in a computer-readable recording medium or a memory unit and driven by a processor. The memory unit may be located inside or outside the processor, and may transmit and receive data to and from the processor by various known means.
또한 본 발명에 첨부된 블록도의 각 블록과 흐름도의 각 단계의 조합들은 컴퓨터 프로그램 인스트럭션들에 의해 수행될 수도 있다. 이들 컴퓨터 프로그램 인스트럭션들은 범용 컴퓨터, 특수용 컴퓨터 또는 기타 프로그램 가능한 데이터 프로세싱 장비의 인코딩 프로세서에 탑재될 수 있으므로, 컴퓨터 또는 기타 프로그램 가능한 데이터 프로세싱 장비의 인코딩 프로세서를 통해 수행되는 그 인스트럭션들이 블록도의 각 블록 또는 흐름도의 각 단계(S100)에서 설명된 기능들을 수행하는 수단을 생성하게 된다. 이들 컴퓨터 프로그램 인스트럭션들은 특정 방법으로 기능을 구현하기 위해 컴퓨터 또는 기타 프로그램 가능한 데이터 프로세싱 장비를 지향할 수 있는 컴퓨터 이용 가능 또는 컴퓨터 판독 가능 메모리에 저장되는 것도 가능하므로, 그 컴퓨터 이용가능 또는 컴퓨터 판독 가능 메모리에 저장된 인스트럭션들은 블록도의 각 블록 또는 흐름도 각 단계에서 설명된 기능을 수행하는 인스트럭션 수단을 내포하는 제조 품목을 생산하는 것도 가능하다. 컴퓨터 프로그램 인스트럭션들은 컴퓨터 또는 기타 프로그램 가능한 데이터 프로세싱 장비 상에 탑재되는 것도 가능하므로, 컴퓨터 또는 기타 프로그램 가능한 데이터 프로세싱 장비 상에서 일련의 동작 단계들이 수행되어 컴퓨터로 실행되는 프로세스를 생성해서 컴퓨터 또는 기타 프로그램 가능한 데이터 프로세싱 장비를 수행하는 인스트럭션들은 블록도의 각 블록 및 흐름도의 각 단계에서 설명된 기능들을 실행하기 위한 단계들을 제공하는 것도 가능하다.In addition, combinations of each block in the block diagram attached to the present invention and each step in the flowchart may be performed by computer program instructions. These computer program instructions may be embodied in the encoding processor of a general purpose computer, special purpose computer, or other programmable data processing equipment, such that the instructions executed by the encoding processor of the computer or other programmable data processing equipment may correspond to each block of the block diagram or A means for performing the functions described in each step (S100) of the flowchart is created. These computer program instructions may also be stored in a computer-usable or computer-readable memory which may direct a computer or other programmable data processing equipment to implement a function in a particular way, and thus the computer-usable or computer-readable memory. The instructions stored in the block diagram may also produce an item of manufacture containing instruction means for performing a function described in each block of the block diagram or each step of the flowchart. The computer program instructions may also be mounted on a computer or other programmable data processing equipment, such that a series of operational steps are performed on the computer or other programmable data processing equipment to create a computer-executed process to create a computer or other programmable data processing equipment. It is also possible that instructions for performing the processing equipment provide steps for carrying out the functions described in each block of the block diagram and each step of the flowchart.
더불어 각 블록 또는 각 단계는 특정된 논리적 기능을 실행하기 위한 하나 이상의 실행 가능한 인스트럭션들을 포함하는 모듈, 세그먼트 또는 코드의 일부를 나타낼 수 있다. 또한 몇 가지 대체 실시예들에서는 블록들 또는 단계들에서 언급된 기능들이 순서를 벗어나서 발생하는 것도 가능함을 주목해야 한다. 예컨대, 잇달아 도시되어 있는 두 개의 블록들 또는 단계들은 사실 실질적으로 동시에 수행되는 것도 가능하고 또는 그 블록들 또는 단계들이 때때로 해당하는 기능에 따라 역순으로 수행되는 것도 가능하다.In addition, each block or each step may represent a module, segment, or part of code including one or more executable instructions for executing a specified logical function. It should also be noted that in some alternative embodiments it is also possible for the functions recited in blocks or steps to occur out of order. For example, it is possible that two blocks or steps shown one after another may in fact be performed substantially simultaneously, or that the blocks or steps may sometimes be performed in the reverse order according to the corresponding function.
이와 같이, 본 발명이 속하는 기술분야의 당업자는 본 발명이 그 기술적 사상이나 필수적 특징을 변경하지 않고서 다른 구체적인 형태로 실시될 수 있다는 것을 이해할 수 있을 것이다. 그러므로 이상에서 기술한 실시예들은 모든 면에서 예시적인 것이며 한정적인 것이 아닌 것으로서 이해해야만 한다. 본 발명의 범위는 상세한 설명보다는 후술하는 특허청구범위에 의하여 나타내어지며, 특허청구범위의 의미 및 범위 그리고 그 등가개념으로부터 도출되는 모든 변경 또는 변형된 형태가 본 발명의 범위에 포함되는 것으로 해석되어야 한다.As such, those skilled in the art to which the present invention pertains will understand that the present invention may be embodied in other specific forms without changing the technical spirit or essential characteristics thereof. Therefore, it should be understood that the embodiments described above are illustrative in all respects and not restrictive. The scope of the present invention is indicated by the following claims rather than the detailed description, and all changes or modifications derived from the meaning and scope of the claims and their equivalent concepts should be construed as being included in the scope of the present invention. .
본 발명은 의료 데이터 획득 및 분석 산업에 이용될 수 있다. The present invention can be used in the medical data acquisition and analysis industry.

Claims (3)

  1. 서버가, 사용자 단말로부터 의료 데이터 분석에 관한 동의를 획득하는 단계;obtaining, by the server, consent regarding medical data analysis from the user terminal;
    상기 서버가, 운영 단말이 접속한 온라인 커뮤니티 채팅방의 주소를 상기 사용자 단말에 전달하는 단계;transmitting, by the server, the address of the online community chat room accessed by the operating terminal to the user terminal;
    상기 사용자 단말을 사용하는 사용자가 상기 온라인 커뮤니티 채팅방에 접속하여 채팅 메시지를 입력하면, 상기 운영 단말이 상기 채팅 메시지 데이터를 상기 서버에 송신하는 단계; 및 when a user using the user terminal accesses the online community chat room and inputs a chatting message, transmitting, by the operating terminal, the chatting message data to the server; and
    상기 서버가, 상기 운영 단말이 송신한 상기 사용자 단말의 상기 채팅 메시지 데이터를 분석하는 단계;를 포함하는, 온라인 커뮤니티 기반 의료 데이터 분석 방법.Analyzing, by the server, the chatting message data of the user terminal transmitted by the operation terminal; Containing, an online community-based medical data analysis method.
  2. 제1항에 있어서, 상기 운영 단말이 상기 채팅 메시지 데이터를 상기 서버에 송신하는 단계는, The method of claim 1, wherein the transmitting of the chat message data to the server by the operating terminal comprises:
    상기 운영 단말이 상기 온라인 커뮤니티 채팅방에 데이터 입력 유도 메시지를 송신하는 단계를 포함하는, 온라인 커뮤니티 기반 의료 데이터 분석 방법.The online community-based medical data analysis method comprising the step of the operating terminal sending a data input induction message to the online community chat room.
  3. 제2항에 있어서, 상기 데이터 입력 유도 메시지는 상기 사용자 단말의 사용자가 특정 약물을 복용하였는지를 묻는 메시지인, 온라인 커뮤니티 기반 의료 데이터 분석 방법.The method of claim 2, wherein the data input induction message is a message asking whether the user of the user terminal has taken a specific drug.
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