Intelligent dynamic fine management platform system and method for pulmonary tuberculosis patients

Abstract

The invention discloses an intelligent dynamic fine management platform system and method for pulmonary tuberculosis patients, and belongs to the technical field of intelligent medical treatment. The system comprises a patient home management module, a public health risk identification and early warning module, a patient analysis and application module and a basic technology module, a solution can be provided for the defects existing in pulmonary tuberculosis prevention and control at present, and on the premise that the patient is guaranteed to know about agreement, the patient behavior information is collected and analyzed, so that the pulmonary tuberculosis prevention and control accuracy is improved. And monitoring the motion trail of the patient in real time, identifying public health risks and performing early warning. Therefore, the patient can be guided to perform disease prevention and treatment, the risk area in the activity range of the patient can be identified in time, prevention and treatment can be performed in time, and the disease burden of the whole society is effectively reduced.

Description

Technical Field

[0001] The present invention relates to the field of smart medical technology, and more particularly to an intelligent dynamic and refined management platform system and method for tuberculosis patients. Background Art

[0002] Currently, the number of tuberculosis patients remains substantial, placing significant pressure on prevention and control. Despite the adoption of numerous treatment and management strategies, these efforts have been limited, and the incidence of pulmonary tuberculosis remains somewhat below the promised goal of eliminating tuberculosis by 2030. The accelerated pace of urban life, the wide range of activities, and the high population density make clustered epidemic prevention and control more difficult and increase the risk of transmission. For infectious diseases, isolating the source of infection, interrupting transmission routes, and protecting vulnerable populations are crucial.

[0003] The existing management platform mainly focuses on analyzing the spatiotemporal distribution of patients, but cannot enable doctors to simulate and analyze patients' movement trajectories, predict behavioral patterns, and conduct risk identification and epidemic warnings based on this.

[0004] Therefore, how to provide an intelligent dynamic and refined management platform system and method for tuberculosis patients that can solve the above problems is an issue that technical personnel in this field urgently need to solve. Summary of the Invention

[0005] In view of this, the present invention provides an intelligent dynamic and refined management platform system and method for tuberculosis patients to solve the technical problems existing in the above-mentioned prior art.

[0006] In order to achieve the above object, the present invention provides the following technical solutions:

[0007] An intelligent dynamic and refined management platform system for tuberculosis patients, comprising:

[0008] Patient home management module, public health risk identification and early warning module, patient analysis and application module, and basic technology module;

[0009] The patient home management module, the public health risk identification and early warning module, and the patient analysis application module are connected through the basic technology module;

[0010] The patient home management module manages the patient's home situation, collects and analyzes home data, and confirms the patient's physical health status;

[0011] The public health risk identification and early warning module collects information about the patient's living environment and conditions, and promptly reminds patients to conduct sampling at home or go to medical institutions for treatment when abnormal conditions occur;

[0012] The patient analysis application module analyzes the patient's physiological data, behavioral data, and environmental data, and provides personalized health management services;

[0013] Among them, personalized health management services mean that doctors can remotely manage patients at home, and patients can upload medication videos on a regular basis. On the premise of ensuring the patient's informed consent, the patient's trajectory data is collected, combined with work-residence analysis and patient household registration analysis, to realize the analysis of the patient's physiological data, behavioral data, and environmental data, and combine the patient's basic information to establish a comprehensive service for patient files.

[0014] The basic technical module ensures that the system can continue to operate in the background, collect required data, and conduct real-time monitoring. It authenticates the collection terminal that accesses the data through the interface authentication unit; ensures that the collection terminal and the data storage service unit send heartbeats in both directions through the interface heartbeat unit, ensuring smooth data reporting by the collection terminal; and provides a data reporting interface through the data storage unit, providing collection data storage and management functions.

[0015] Preferably, the patient home management module includes: a home information reporting unit, a mobile phone medication reminder unit, a remote medication message reminder unit, a medication video upload unit, a sputum examination appointment unit, an adverse reaction reporting unit, and a patient assessment unit. The home management module provides patient home message reminders, information reporting, and online appointment functions.

[0016] Among them, the mobile phone medication reminder and remote medication message reminder unit regularly remind patients to take medicine on time and remind them of their medication status every day; home information filling collects user home environment information; medication video upload completes medication record, and patients do not need to go to the hospital to be urged or supervised by doctors to take medicine, just upload the medication video, and the doctor can see the patient's medication situation and medication statistical analysis; adverse reaction reporting provides patients with a reporting channel for adverse reactions after taking medicine. Patients do not need to go to the hospital to register for medical treatment, they can directly feedback their adverse reactions to the doctor, and the doctor can make corresponding diagnostic feedback based on the adverse reactions; through online sputum examination appointments, patients can save waiting time in queues, and patients can go to designated community health centers for sputum examinations according to appointments; the patient assessment unit collects patients' home management records, conducts statistical analysis, and makes targeted assessments for each patient, continuously optimizing the patient's home management process and improving the patient's home management level.

[0017] Preferably, the public health risk identification and early warning module includes: a sputum examination management unit, a review management unit, an examination management unit, an adverse reaction reporting unit, and a patient assessment unit. This module primarily identifies and warns of public health risks through patient examinations and daily reports of adverse reactions from medication. Examination methods include sputum examinations, physical examinations, and review examinations; adverse reaction reporting is equivalent to a public health check on the patient's medication status.

[0018] Preferably, the patient analysis application module includes: an acquisition parameter management unit, an acquisition terminal management unit, an acquisition parameter synchronization unit, a location acquisition unit, a location verification unit, a patient leaving home analysis unit, a patient travel trajectory tracking unit, a work-residence analysis unit, a patient dynamic trajectory analysis unit, and a patient household registration analysis unit.

[0019] Among them, the collection time range and collection frequency configuration are realized through the collection parameter management unit; the online status of the collection terminal is viewed through the collection terminal management unit, and the collection information of each collection terminal can be viewed; the collection parameter synchronization unit can send the collection configuration parameters to the collection configuration terminal or obtain the collection configuration parameters when the collection terminal logs in, and the collection configuration parameter time can be used to control whether the parameters are updated; the location acquisition unit can save the acquired geographic location coordinate information and geographic location name information; the location verification unit can verify and correct the acquired location information according to the historical location information; the patient travel trajectory tracking unit can draw the patient's activity trajectory on the map; the work and residence analysis unit can collect the patient's work and residence locations; the patient's household registration analysis unit can collect the patient's household registration location; the patient's dynamic trajectory analysis unit can analyze the patient's activity trajectory, activity range, activity frequency, and activity duration to better provide services for the patient.

[0020] Preferably, the patient travel trajectory tracking unit analyzes the trajectory route of the user's activities and the number of times, distance, and time that the activity trajectory exceeds the specified range through the patient's residential coordinates and activity radius set in the home information reporting unit, establishes a method for comprehensively determining the user's activity trajectory and behavior, and visualizes the patient's activity trajectory on the map; when the user exceeds the activity range, the system automatically pushes a warning message.

[0021] Preferably, the collection terminal management unit is an intelligent remote medication supervision mobile phone APP used by patients, which integrates existing technologies for refined management, using Kalman filtering and Kriging interpolation methods to complete the connection, management and standardization of original data, and based on the automatic cleaning system of Baidu Map's API address for analysis and summary, and comprehensively uses visualization analysis and trajectory analysis to conduct patient trajectory analysis and epidemic warning.

[0022] Preferably, the position acquisition unit acquires high-precision longitude and latitude position data of the patient in real time to obtain the patient's address information.

[0023] Preferably, the position verification unit automatically compares the address information through position verification of the reference address, returns the verification result, and prompts to correct the wrong address.

[0024] Preferably, the basic technology module includes: an interface authentication unit, an interface heartbeat unit, an interface calling unit and a data storage unit.

[0025] Among them, the interface authentication unit authenticates the acquisition terminal management unit that accesses the data; the interface heartbeat unit sends heartbeats in both directions through the acquisition terminal management unit and the data storage unit to ensure smooth reporting of the acquisition terminal data; the acquisition terminal management unit calls the unit position report through the interface or synchronizes parameters through the acquisition parameter synchronization unit; the data storage unit provides a data reporting interface and provides acquisition data storage and management functions.

[0026] An intelligent dynamic and refined management platform method for tuberculosis patients, comprising:

[0027] Manage the patient's home situation through the patient home management module, collect and analyze home data, and confirm the patient's physical health status;

[0028] The public health risk identification and early warning module collects information about the patient's living environment and conditions, and promptly reminds patients to conduct sampling at home or go to medical institutions for treatment when abnormal conditions occur;

[0029] Analyze patients' physiological data, behavioral data, and environmental data through the patient analysis application module, and provide personalized health management services;

[0030] The basic technical modules ensure that the system can continue to operate in the background, collect required data, and conduct real-time monitoring.

[0031] Through the above technical solutions, it can be seen that compared with the prior art, the present invention discloses a system and method for an intelligent dynamic and refined management platform for tuberculosis patients, which can achieve the purpose of timely discovering public health risks, timely blocking transmission, and reducing the social disease burden. At the same time, doctors can adjust management parameters through acquisition terminal management and acquisition parameter management, optimize monitoring strategies, and adjust warning sensitivity and specificity as needed. The present invention combines visualization analysis and trajectory analysis technology with public health, visually presents the incidence of tuberculosis in a static spatial population, summarizes and analyzes according to work needs, and generates a hotspot map to show the dense public places of tuberculosis patients in Nanshan District. At the same time, combined with trajectory acquisition and analysis technology, it realizes the home isolation management of patients, dynamically simulates and demonstrates the patient's activity trajectory, analyzes the patient's behavior pattern, measures its activity range, and identifies key spatiotemporal nodes with high risk of tuberculosis transmission based on the patient's activity range, conducts public health risk warnings, and promotes the precise formulation of tuberculosis prevention and control strategies, which is of great significance to the improvement of the major disease prevention and control system. BRIEF DESCRIPTION OF THE DRAWINGS

[0032] In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the following briefly introduces the drawings required for use in the embodiments or the description of the prior art. Obviously, the drawings described below are merely embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on the provided drawings without paying any creative work.

[0033] Figure 1 Schematic diagram of the system structure of the present invention. DETAILED DESCRIPTION

[0034] The following will clearly and completely describe the technical solutions in the embodiments of the present invention in conjunction with the accompanying drawings. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without making creative efforts are within the scope of protection of the present invention.

[0035] The purpose of the present invention is to provide an intelligent dynamic and refined management platform system and method for pulmonary tuberculosis patients. The system includes a patient home management module, a public health risk identification and early warning module, a patient analysis application module, and a basic technology module. The present invention can provide a solution to the current deficiencies in pulmonary tuberculosis prevention and control. Under the premise of ensuring the informed consent of patients, the system collects and analyzes patient behavior information, monitors the patient's movement trajectory in real time, identifies public health risks, and issues early warnings. This can not only guide patients in disease prevention and control, but also promptly identify risk areas within the patient's range of activity, carry out timely prevention and control, and effectively reduce the disease burden on society as a whole.

[0036] In order to make the above-mentioned objects, features and advantages of the present invention more obvious and easy to understand, the present invention is further described in detail below with reference to the accompanying drawings and specific embodiments.

[0037] The embodiment of the present invention discloses an intelligent dynamic and refined management platform system for tuberculosis patients, including: a patient home management module, a public health risk identification and early warning module, a patient analysis application module and a basic technology module, specifically Figure 1 shown.

[0038] In one specific embodiment, the patient home management module includes: a home information reporting unit, a mobile medication reminder unit, a remote medication message reminder unit, a medication video upload unit, a sputum check appointment unit, an adverse reaction reporting unit, and a patient assessment unit. Through various methods, the module manages the patient's home situation, collects and analyzes home data, and closely monitors the patient's physical health.

[0039] In one specific embodiment, the public health risk identification and early warning module includes: a sputum examination management unit, a review management unit, an examination management unit, an adverse reaction reporting unit, and a patient assessment unit. This module fully understands the patient's living environment and conditions, strengthens community health monitoring and follow-up, and promptly conducts sampling at the patient's home or urges the patient to seek medical treatment if any abnormalities are detected.

[0040] In one specific embodiment, the patient analysis application module includes: a collection parameter management unit, a collection terminal management unit, a collection parameter synchronization unit, a location collection unit, a location verification unit, a patient departure analysis unit, a patient travel trajectory tracking unit, a work-residence analysis unit, a patient dynamic trajectory analysis unit, and a patient registered residence analysis unit. Through system collection configuration and with the patient's informed consent, patient trajectory data is collected and combined with work-residence and registered residence analysis to analyze the patient's physiological, behavioral, and environmental data, providing personalized health management services.

[0041] In a specific embodiment, the acquisition parameter management unit can configure the acquisition parameters, configure the acquisition time range, acquisition frequency, patient positioning settings, patient activity radius, etc. The acquisition terminal management unit can manage the acquisition terminal to facilitate the synchronization of acquisition parameters. After each successful login on the mobile phone, the acquisition configuration parameters are synchronized. The mobile phone reports data according to the acquisition parameter configuration, maintains the heartbeat of the data reporting interface, etc. Due to the large amount of concurrent reported data, the reported data is stored using the open source stream processing platform Kafka as a message queue. The reported location information is first placed in Kafka. The back-end program starts and recycles multiple threads according to the amount of data in the message queue, performs data cleaning, location verification, anomaly elimination, location correction, vacancy filling, etc., and finally persists the data into the warehouse.

[0042] In a specific embodiment, the patient dynamic trajectory analysis unit uses the patient's residential coordinates and activity radius set in the home information reporting unit to analyze the user's activity trajectory and the number of times, distance, time, etc. that the activity trajectory exceeds the specified range, assists in establishing a comprehensive strategy for determining user activity behavior, and visualizes the patient's activity trajectory on a map; when the user exceeds the activity range, the system automatically pushes an early warning message to the affiliated unit, making it convenient for the unit to understand the patient's real-time dynamics.

[0043] In a specific embodiment, an intelligent remote medication supervision mobile phone APP is used as a data collection terminal, and the Kalman filtering method and Kriging interpolation method are used to complete the connection, management and standardization of the original data. The API address automatic cleaning system based on Baidu Map is used for analysis and summary, and the visualization analysis and trajectory analysis technology are comprehensively used to conduct patient trajectory analysis and epidemic warning.

[0044] In a specific embodiment, the basic technology module includes: an interface authentication unit, an interface heartbeat unit, an interface calling unit, and a data storage unit.

[0045] Among them, the interface authentication unit authenticates the acquisition terminal management unit that accesses the data; the interface heartbeat unit sends heartbeats in both directions through the acquisition terminal management unit and the data storage unit to ensure smooth reporting of the acquisition terminal data; the acquisition terminal management unit calls the unit position report through the interface or synchronizes parameters through the acquisition parameter synchronization unit; the data storage unit provides a data reporting interface and provides acquisition data storage and management functions.

[0046] After obtaining the user's informed consent, the app is ensured to continue operating in the background, collect the required data, and conduct real-time monitoring through interface authentication, interface heartbeat, collection terminal management, and collection parameter management.

[0047] In a specific embodiment, the position acquisition unit and the position verification unit collect high-precision patient longitude and latitude position data in real time, automatically compare the address information through the position verification technology based on the reference address, and return the verification result, prompting timely correction of the wrong address.

[0048] Specifically, through the patient absence analysis and patient absence reminder function modules, the patient's absence status can be judged in a timely manner, and reminders can be sent to administrators and patients at all levels.

[0049] An intelligent dynamic and refined management platform method for tuberculosis patients, comprising:

[0050] Manage the patient's home situation through the patient home management module, collect and analyze home data, and confirm the patient's physical health status;

[0051] The public health risk identification and early warning module collects information about the patient's living environment and conditions, and promptly reminds patients to conduct sampling at home or go to medical institutions for treatment when abnormal conditions occur;

[0052] Analyze patients' physiological data, behavioral data, and environmental data through the patient analysis application module, and provide personalized health management services;

[0053] The basic technical modules ensure that the system can continue to operate in the background, collect required data, and conduct real-time monitoring.

[0054] Specifically, the present invention is no longer simply for the purpose of analyzing the spatiotemporal distribution of patients. In addition, it also comprehensively uses interface authentication, interface heartbeat, acquisition parameter synchronization, patient location acquisition, acquisition terminal management, acquisition parameter management, location verification, patient away from home analysis, patient away from home reminder, patient travel trajectory tracking, work-residence analysis, patient dynamic trajectory analysis, patient household registration analysis and other technologies to achieve patient home management, public health risk identification and warning, patient analysis application and other functions.

[0055] Specifically, the present invention relates to technologies such as interface authentication, interface heartbeat, acquisition parameter synchronization, patient location acquisition, acquisition terminal management, acquisition parameter management, location verification, patient away-from-home analysis, patient away-from-home reminder, patient travel trajectory tracking, work-residence analysis, patient dynamic trajectory analysis, and patient registered residence analysis.

[0056] Specifically, this invention utilizes the Beidou system and AI technology to analyze the trajectory of pulmonary tuberculosis patients and identify and warn of public health risks. The platform, developed independently by the applicant, includes an app-based integrated tuberculosis management system. This system utilizes AI facial recognition, scene recognition, and positioning technology to monitor patients in home isolation. First, the patient's mobile phone serves as a location receiver, utilizing Beidou technology, the Jianxiang Internet app, and Baidu Maps to display the patient's actual location in real time. The app's backend collects location data every 10 minutes and connects GPS locations in a time series to monitor the patient's movement trajectory. Second, patients are required to upload selfies at regular intervals for facial recognition to verify their identity, as well as videos or photos of their surroundings for scene recognition to determine whether they are in their home environment. The backend server compares the patient's current location with their isolation location to determine whether they are at home or hospitalized. The patient's home activity radius is set to 25 meters. If a patient's movement trajectory exceeds this predetermined range, the app's management physician will receive a real-time alert indicating an abnormal activity range. In addition, if a patient's facial recognition or home scene recognition fails or is not uploaded on time, the doctor managing the app will receive an alert and contact the patient to confirm the situation. Simultaneously, the patient's movement trajectory is synchronized with the PC GIS operation interface through the server, enabling visual management through integration.

[0057] More specifically, in addition to the function of analyzing the spatiotemporal distribution of patients, the present invention also integrates the following intelligent functions:

[0058] 1. Through technologies such as interface authentication and interface heartbeat, ensure that the app can continue to operate in the background and collect data in real time;

[0059] 2. Through the management of acquisition terminals and acquisition parameters, the monitoring strategy can be independently formulated according to needs, and the early warning sensitivity and specificity can be adjusted;

[0060] 3. Using an intelligent remote medication supervision mobile app as the data collection terminal, the data is analyzed and summarized based on the Baidu Map API address automatic cleaning system. Visual analysis and trajectory analysis techniques, including Kalman filtering and Kriging interpolation, are used to analyze patient trajectories and provide epidemic warnings.

[0061] 4. Automatically compare address information through location verification technology and return verification results, prompting timely correction of incorrect addresses;

[0062] 5. Through the patient absence analysis and patient absence reminder function modules, timely determine the patient's absence status and send reminders to administrators and patients at all levels.

[0063] The various embodiments in this specification are described in a progressive manner, and each embodiment focuses on the differences from other embodiments. The same or similar parts between the various embodiments can be referenced. For the devices disclosed in the embodiments, the description is relatively simple, and the relevant parts can be referred to the device part description.

[0064] The above description of the disclosed embodiments is intended to enable one skilled in the art to implement or use the present invention. Various modifications to these embodiments will be readily apparent to one skilled in the art, and the general principles defined herein may be implemented in other embodiments without departing from the spirit or scope of the present invention. Therefore, the present invention is not limited to the embodiments shown herein but is intended to conform to the widest scope consistent with the principles and novel features disclosed herein.

Claims

1. An intelligent dynamic and refined management platform system for tuberculosis patients, characterized by: include: Patient home management module, public health risk identification and early warning module, patient analysis and application module, and basic technology module; The patient home management module, the public health risk identification and early warning module, and the patient analysis application module are connected through the basic technology module; The patient home management module manages the patient's home situation, collects and analyzes home data, and confirms the patient's physical health status; The public health risk identification and early warning module collects information about the patient's living environment and conditions, and promptly reminds patients to conduct sampling at home or go to medical institutions for treatment when abnormal conditions occur; The patient analysis application module analyzes the patient's physiological data, behavioral data, and environmental data, and provides personalized health management services.

2. The intelligent dynamic and refined management platform system for pulmonary tuberculosis patients according to claim 1 is characterized in that: The patient home management module includes: a home information filling unit, a mobile phone medication reminder unit, a remote medication message reminder unit, a medication video upload unit, a sputum check appointment unit, an adverse reaction reporting unit, and a patient evaluation unit; Among them, the home information filling unit collects the user's home environment information; the mobile phone medication reminder unit and the remote medication message reminder unit remind the user to take medicine on time and the medication status every day; the medication video is uploaded to complete the medication record, and the user does not need to go to the hospital to be urged or supervised by the doctor to take the medicine, just need to upload the medication video to see the patient's medication situation and medication statistical analysis; the adverse reaction reporting unit provides the user with a reporting channel for adverse reactions after taking the medicine. The user does not need to go to the hospital to register for medical treatment, but directly feedback the adverse reaction to the doctor, and the doctor makes corresponding diagnostic feedback based on the adverse reaction; through the sputum examination appointment unit, sputum examination is performed at the designated community health center according to the appointment; the patient evaluation unit collects the user's home management records and conducts statistical analysis.

3. The intelligent dynamic and refined management platform system for pulmonary tuberculosis patients according to claim 1 is characterized in that: The public health risk identification and early warning module includes: a sputum examination management unit, a review management unit, an inspection management unit, an adverse reaction reporting unit, and a patient assessment unit.

4. The intelligent dynamic and refined management platform system for pulmonary tuberculosis patients according to claim 1 is characterized in that: The patient analysis application module includes: an acquisition parameter management unit, an acquisition terminal management unit, an acquisition parameter synchronization unit, a location acquisition unit, a location verification unit, a patient leaving home analysis unit, a patient travel trajectory tracking unit, a work-residence analysis unit, a patient dynamic trajectory analysis unit, and a patient household registration analysis unit.

5. The intelligent dynamic and refined management platform system for pulmonary tuberculosis patients according to claim 4 is characterized in that: The patient travel trajectory tracking unit analyzes the user's activity trajectory and the number of times, distance, and time that the activity trajectory exceeds the specified range through the patient's residential coordinates and activity radius set in the home information reporting unit, establishes a method for comprehensively determining the user's activity trajectory and behavior, and visualizes the patient's activity trajectory on a map; when the user exceeds the activity range, the system automatically pushes an early warning message.

6. The intelligent dynamic and refined management platform system for pulmonary tuberculosis patients according to claim 4 is characterized in that: The collection terminal management unit is an intelligent remote medication supervision mobile phone APP used by patients. It uses Kalman filtering and Kriging interpolation methods to complete the connection, management and standardization of original data, and analyzes and summarizes it based on the automatic cleaning system of Baidu Map's API address. It comprehensively uses visualization analysis and trajectory analysis to conduct patient trajectory analysis and epidemic warning.

7. The intelligent dynamic and refined management platform system for pulmonary tuberculosis patients according to claim 4 is characterized in that: The position acquisition unit acquires high-precision longitude and latitude position data of the patient in real time to obtain the patient's address information.

8. The intelligent dynamic and refined management platform system for pulmonary tuberculosis patients according to claim 7 is characterized in that: The position verification unit automatically compares the address information through position verification of the reference address, returns the verification result, and prompts to correct the wrong address.

9. The intelligent dynamic and refined management platform system for pulmonary tuberculosis patients according to claim 1 is characterized in that: The basic technology module includes: an interface authentication unit, an interface heartbeat unit, an interface calling unit and a data storage unit; Among them, the interface authentication unit authenticates the acquisition terminal management unit that accesses the data; the interface heartbeat unit sends heartbeats in both directions through the acquisition terminal management unit and the data storage unit to ensure smooth reporting of the acquisition terminal data; the acquisition terminal management unit calls the unit position report through the interface or synchronizes parameters through the acquisition parameter synchronization unit; the data storage unit provides a data reporting interface and provides acquisition data storage and management functions.

10. A method for an intelligent dynamic and refined management platform for pulmonary tuberculosis patients using the intelligent dynamic and refined management platform system for pulmonary tuberculosis patients according to any one of claims 1 to 9, characterized in that: include: Manage the patient's home situation through the patient home management module, collect and analyze home data, and confirm the patient's physical health status; The public health risk identification and early warning module collects information about the patient's living environment and conditions, and promptly reminds patients to conduct sampling at home or go to medical institutions for treatment when abnormal conditions occur; Analyze patients' physiological data, behavioral data, and environmental data through the patient analysis application module, and provide personalized health management services; Basic technical modules are used to ensure that the system can continue to operate in the background.

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