DIKW atlas-based vaccination concentration confirmation method

文档序号:1833259 发布日期:2021-11-12 浏览:20次 中文

阅读说明:本技术 基于dikw图谱的疫苗接种浓度确认方法 (DIKW atlas-based vaccination concentration confirmation method ) 是由 段玉聪 胡婷 于 2021-07-22 设计创作,主要内容包括:本发明提供一种基于DIKW图谱的疫苗接种浓度确认方法,所述方法针对待接种疫苗的目标用户建立其个人的DIKW图谱,从DIKW图谱中提取数据资源、信息资源和知识资源中的一种或多种进行分析计算,从而获得包含用户身体状况内容的信息资源,通过结合关于目标用户身体状况的信息资源和不同身体状况人群适宜的疫苗接种浓度,确定针对目标用户的推荐疫苗接种浓度,本发明通过建立DIKW图谱全面分析目标用户的身体状况,根据关于用户身体状况的信息资源计算获得相应的推荐疫苗接种浓度,从而能够针对不同的用户个体推荐适应其身体状况的疫苗接种浓度,实现定制化接种,有助于提高疫苗接种率。(The invention provides a DIKW atlas-based vaccination concentration confirmation method, which establishes a personal DIKW atlas of a target user to be vaccinated, extracts one or more of data resources, information resources and knowledge resources from the DIKW atlas to analyze and calculate, thereby obtaining information resources containing the physical condition content of the user, determining the recommended vaccination concentration aiming at the target user by combining the information resources related to the physical condition of the target user and the suitable vaccination concentrations of different physical condition crowds, comprehensively analyzing the physical condition of the target user by establishing a DIKW atlas, calculating according to the information resource about the physical condition of the user to obtain the corresponding recommended vaccination concentration, therefore, the vaccination concentration adaptive to the body condition of different user individuals can be recommended, customized vaccination is realized, and the vaccination rate is improved.)

1. A DIKW map-based vaccination concentration confirmation method is characterized by comprising the following steps:

s101, establishing a personal DIKW map composed of type resources aiming at a target user, wherein the personal DIKW map comprises a data map, an information map and a knowledge map, the target user is a user to be vaccinated, the type resources comprise data resources, information resources and knowledge resources, the data map is composed of the data resources, the information map is composed of the information resources, and the knowledge map is composed of the knowledge resources;

s102, dividing the suitable vaccination concentrations of the crowds with different physical conditions;

s103, acquiring one or more of data resources, information resources and knowledge resources according to a personal DIKW map of a target user to perform analysis and calculation, and acquiring information resources related to the physical condition of the target user;

and S104, obtaining the recommended vaccination concentration of the target user according to the information resource analysis of the physical condition of the target user.

2. The DIKW atlas-based vaccination concentration confirmation method according to claim 1, wherein before establishing a personal DIKW atlas constituted by type resources for a target user, the method further comprises obtaining the type resources related to the target user in step S101.

3. The DIKW profile-based vaccination concentration confirmation method according to claim 2, wherein the obtaining of type resources about target users specifically comprises:

acquiring a personal information set input by a target user based on a preset template, and extracting type resources based on the personal information set;

obtaining user generated content published by a target user through a social network platform, and extracting type resources based on the user generated content;

and acquiring a medical information set about the target user through a third-party medical institution database, and extracting type resources based on the medical information set.

4. The DIKW atlas-based vaccination concentration confirmation method according to claim 1, wherein the analysis and calculation is performed by acquiring one or more of data resources, information resources and knowledge resources according to the individual DIKW atlas of the target user, and specifically includes:

acquiring data resources from a personal DIKW map of a target user to perform homomodal transformation, acquiring data resources related to the physical condition of the target user, and performing cross-modal transformation according to the data resources related to the physical condition of the target user to acquire information resources related to the physical condition of the target user;

or obtaining information resources from the individual DIKW map of the target user to perform homomorphic conversion, and obtaining the information resources related to the physical condition of the target user.

5. The DIKW profile-based vaccination concentration confirmation method according to claim 1, wherein the step S104 specifically comprises the following steps:

s201, performing homomorphic conversion according to information resources related to the physical condition of a target user to obtain the information resources related to the health condition of the target user;

s202, performing homomorphic conversion according to the information resource about the health condition of the target user to obtain the information resource about whether the target user can be vaccinated or not.

6. The DIKW profile-based vaccination concentration confirmation method according to claim 5, further comprising the following steps after step 202:

s301, when the information resource content of whether the target user can be vaccinated is vaccinable, acquiring information resources related to vaccination concentration division;

s302, information resources related to the virus resisting time are obtained, and the information resources related to the vaccination concentration division and the information resources related to the virus resisting time are combined to perform homomodal conversion, so that the recommended vaccination concentration for the target user is obtained.

7. The DIKW profile-based vaccination concentration confirmation method according to claim 5, further comprising, after the step S202, the steps of:

s401, when the information resource content of whether the target user can be vaccinated is vaccinable, acquiring information resources related to the physical condition of a vaccinated user and information resources related to the concentration of the vaccine vaccinated by the vaccinated user, wherein the vaccinated user is called a non-target user;

s402, performing homomorphic conversion according to the information resources about the physical conditions of the target user and the information resources about the physical conditions of the non-target user to obtain information resources about the comparison of the physical conditions of the target user and the non-target user;

and S403, performing homomodal conversion according to the information resource related to the health condition comparison of the target user and the non-target user and the information resource of the vaccination concentration inoculated by the non-target user to obtain the vaccination concentration aiming at the target user.

8. The DIKW profile-based vaccination concentration confirmation method according to claim 5, further comprising, after the step S202, the steps of:

s501, when the information resource content about whether the target user can be vaccinated is vaccinable, acquiring knowledge resources about the influence of the vaccine on the human body under different conditions from the personal DIKW map of the target user, wherein the knowledge resources about the influence of the vaccine on the human body under different conditions are called target knowledge resources, and the different conditions comprise different vaccine concentrations and the influence of different vaccination reactions on different body conditions;

s502, performing cross-modal conversion according to the target knowledge resources and the information resources related to the physical conditions of the target user to obtain the recommended vaccination concentration for the target user.

Technical Field

The invention relates to the technical field of DIKW maps, in particular to a method for confirming vaccination concentration based on a DIKW map.

Background

For how to define the suitable vaccination population, the traditional method is to divide the population according to the age, for example, the population between 18-60 years old can be injected with vaccine, but pregnant women or people with other diseases are not suitable for vaccination. Obviously, only considering the characteristic of age does not completely define whether a person is suitable for vaccine injection, and whether the classification method is reasonable or not remains uncertain, and if the classification method is to judge whether a person is suitable for vaccine injection more reasonably, the factors such as the actual physical health condition and past medical history of the person need to be considered. In addition, for the population meeting the vaccination condition, the problem of vaccine concentration also needs to be considered when injecting the vaccine, different vaccine concentrations not only affect the effective time of the antibody, but also produce different adverse reactions for the population with different physical conditions, for example, when injecting the vaccine with high concentration for the population with healthy body, the adverse reaction which may be produced is fever; when sub-healthy people inject the vaccine with moderate concentration, nausea and regurgitation are possibly caused as adverse reactions; when people who meet basic vaccination conditions inject low-concentration vaccines, the adverse reactions possibly generated are slight pain. Therefore, under the premise of ensuring that the vaccine can generate effective antibodies, the corresponding vaccination concentration is also determined according to the individual condition of the vaccinee. In the prior art, no related technical scheme capable of determining the vaccination concentration of the vaccinee according to effective analysis of the personal condition of the vaccinee exists.

Disclosure of Invention

In view of the above, the present invention aims to provide a method for confirming vaccination concentration based on a DIKW map, so as to overcome or at least partially solve the above problems of the prior art.

In order to achieve the aim, the invention provides a method for confirming the vaccination concentration based on a DIKW atlas, which comprises the following steps:

s101, establishing a personal DIKW map composed of type resources aiming at a target user, wherein the personal DIKW map comprises a data map, an information map and a knowledge map, the target user is a user to be vaccinated, the type resources comprise data resources, information resources and knowledge resources, the data map is composed of the data resources, the information map is composed of the information resources, and the knowledge map is composed of the knowledge resources;

s102, dividing the suitable vaccination concentrations of the crowds with different physical conditions;

s103, acquiring one or more of data resources, information resources and knowledge resources according to a personal DIKW map of a target user to perform analysis and calculation, and acquiring information resources related to the physical condition of the target user;

and S104, obtaining the recommended vaccination concentration of the target user according to the information resource analysis of the physical condition of the target user.

Further, before establishing the personal DIKW map composed of the type resources for the target user, step S101 further includes acquiring the type resources related to the target user.

Further, the obtaining of the type resource related to the target user specifically includes:

acquiring a personal information set input by a target user based on a preset template, and extracting type resources based on the personal information set;

obtaining user generated content published by a target user through a social network platform, and extracting type resources based on the user generated content;

and acquiring a medical information set about the target user through a third-party medical institution database, and extracting type resources based on the medical information set.

Further, the method includes acquiring one or more of data resources, information resources and knowledge resources according to a personal didw atlas of a target user to perform analysis and calculation, where the analysis and calculation specifically includes:

acquiring data resources from a personal DIKW map of a target user to perform homomodal transformation, acquiring data resources related to the physical condition of the target user, and performing cross-modal transformation according to the data resources related to the physical condition of the target user to acquire information resources related to the physical condition of the target user;

or obtaining information resources from the individual DIKW map of the target user to perform homomorphic conversion, and obtaining the information resources related to the physical condition of the target user.

Further, the step S104 specifically includes the following steps:

s201, performing homomorphic conversion according to information resources related to the physical condition of a target user to obtain the information resources related to the health condition of the target user;

s202, performing homomorphic conversion according to the information resource about the health condition of the target user to obtain the information resource about whether the target user can be vaccinated or not.

Further, after the step 202, the method further includes the steps of:

s301, when the information resource content of whether the target user can be vaccinated is vaccinable, acquiring information resources related to vaccination concentration division;

s302, information resources related to the virus resisting time are obtained, and the information resources related to the vaccination concentration division and the information resources related to the virus resisting time are combined to perform homomodal conversion, so that the recommended vaccination concentration for the target user is obtained.

Further, after the step S202, the method further includes the steps of:

s401, when the information resource content of whether the target user can be vaccinated is vaccinable, acquiring information resources related to the physical condition of a vaccinated user and information resources related to the concentration of the vaccine vaccinated by the vaccinated user, wherein the vaccinated user is called a non-target user;

s402, performing homomorphic conversion according to the information resources about the physical conditions of the target user and the information resources about the physical conditions of the non-target user to obtain information resources about the comparison of the physical conditions of the target user and the non-target user;

and S403, performing homomodal conversion according to the information resource related to the health condition comparison of the target user and the non-target user and the information resource of the vaccination concentration inoculated by the non-target user to obtain the vaccination concentration aiming at the target user.

Further, after the step S202, the method further includes the steps of:

s501, when the information resource content about whether the target user can be vaccinated is vaccinable, acquiring knowledge resources about the influence of the vaccine on the human body under different conditions from the personal DIKW map of the target user, wherein the knowledge resources about the influence of the vaccine on the human body under different conditions are called target knowledge resources, and the different conditions comprise different vaccine concentrations and the influence of different vaccination reactions on different body conditions;

s502, performing cross-modal conversion according to the target knowledge resources and the information resources related to the physical conditions of the target user to obtain the recommended vaccination concentration for the target user.

Compared with the prior art, the invention has the beneficial effects that:

the DIKW atlas-based vaccination concentration confirmation method provided by the invention firstly establishes the individual DIKW atlas of the target user to be vaccinated, extracts one or more of data resources, information resources and knowledge resources from the DIKW atlas to analyze and calculate, thereby obtaining information resources containing the physical condition content of the user, determining the recommended vaccination concentration aiming at the target user by combining the information resources related to the physical condition of the target user and the suitable vaccination concentrations of different physical condition crowds, comprehensively analyzing the physical condition of the target user by establishing a DIKW atlas, calculating according to the information resource about the physical condition of the user to obtain the corresponding recommended vaccination concentration, therefore, the vaccination concentration adaptive to the body condition of different user individuals can be recommended, customized vaccination is realized, and the vaccination rate is improved.

Drawings

In order to more clearly illustrate the technical solutions in the embodiments of the present invention, the drawings needed to be used in the description of the embodiments will be briefly introduced below, and it is apparent that the drawings in the following description are only preferred embodiments of the present invention, and it is obvious for those skilled in the art that other drawings can be obtained based on these drawings without inventive efforts.

Fig. 1 is a schematic overall flow chart of a method for confirming the vaccination concentration based on a DIKW map according to an embodiment of the present invention.

Fig. 2 is a flowchart of a method for obtaining information resources of whether a target user can be vaccinated according to an embodiment of the present invention.

Fig. 3 is a schematic flow chart of a method for recommending a vaccination concentration based on a desired virus-resistant time according to an embodiment of the present invention.

Fig. 4 is a flowchart of a method for recommending a vaccination concentration by comparing information resources of a target user and a non-target user according to an embodiment of the present invention.

Fig. 5 is a flow chart of a method for recommending a vaccination concentration by introducing a knowledge resource according to an embodiment of the present invention.

Detailed Description

The principles and features of this invention are described below in conjunction with the following drawings, the illustrated embodiments are provided to illustrate the invention and not to limit the scope of the invention.

Referring to fig. 1, the present embodiment provides a method for confirming a vaccination concentration based on a DIKW profile, the method comprising the steps of:

s101, establishing a personal DIKW map composed of type resources aiming at a target user, wherein the personal DIKW map comprises a data map, an information map and a knowledge map, the target user is a user to be vaccinated, the type resources comprise data resources, information resources and knowledge resources, the data map is composed of the data resources, the information map is composed of the information resources, and the knowledge map is composed of the knowledge resources.

The data resources, the information resources and the knowledge resources consist of entity and relationship, a DIKW map constructed by the data resources, the information resources and the knowledge resources is expressed by combining edge edges and Node nodes connected through the edge edges, and each DIKW map is used for expressing a specific entity and comprises user entity nodes and resource entity nodes. Data resources are discrete elements that can be directly observed, which are not associated with some specific purpose of a human being, and whose specific meaning needs to be expressed in connection with a context. The information resource records various behaviors of the user, and is objective description and expression of DIKW map edges, the information resource is related to a certain specific purpose of the user, and different purposes influence the expression of the information resource on the edges between two same nodes. Knowledge resources are a generalized generalization of relationships that are derived a priori from single or multiple data resources and/or information resources.

And S102, dividing the suitable vaccination concentration of the crowd with different physical conditions.

For people with different physical conditions, different responses can be generated when the same concentration of vaccine is inoculated; for individuals, the effective time of the antibody will vary depending on the concentration of vaccine when they are administered with different concentrations of vaccine. In the step, on the premise of ensuring that the vaccine can act on the virus, appropriate vaccination concentrations under various physical conditions are divided according to different physical conditions of people and the expected intention of the effective time of the vaccine, so that when the physical conditions of a specific individual are known, the appropriate vaccination concentrations can be directly found according to the physical conditions, and the specific individual is a target user.

S103, acquiring one or more of data resources, information resources and knowledge resources according to the individual DIKW atlas of the target user to perform analysis and calculation, and acquiring the information resources related to the physical condition of the target user.

And S104, obtaining the recommended vaccination concentration of the target user according to the information resource analysis of the physical condition of the target user.

According to the DIKW atlas-based vaccine concentration confirmation method provided by the embodiment, firstly, an individual DIKW atlas is established for a target user to be vaccinated, one or more of related data resources, information resources and knowledge resources are obtained from the DIKW atlas for analysis and calculation, the information resources related to the physical conditions of the target user are obtained, meanwhile, the suitable vaccination concentrations of crowds with different physical conditions are divided, and then, the recommended vaccination concentrations for the target user can be obtained according to the information resources related to the physical conditions of the target user and the suitable vaccination concentrations of the crowds with different physical conditions, so that customized vaccination is achieved, and the improvement of the vaccination rate is facilitated.

As an optional implementation manner of this embodiment, before establishing a personal didw graph composed of type resources for a target user, in step S101, the method further includes: type resources are obtained for the target user.

Specifically, the obtaining of the type resource related to the target user specifically includes:

and acquiring a personal information set input by a target user based on a preset template, and extracting type resources based on the personal information set. The specific content of the preset template is set by the unit providing the vaccination service and can comprise name, sex, age, past medical history and the like. The type resource extracted based on the personal information set comprises a data resource and an information resource, for example, the data resource can be the age of the target user, and the information resource can be the past medical history of the target user.

And obtaining user generated content published by the target user through the social network platform, and extracting type resources based on the user generated content. Nowadays, more and more users begin to publish personal information of themselves and share life on a virtual social network platform, and the content generated by the users and published to the social network platform is called user-generated content. The type resource which can directly or indirectly reflect the physical condition of the user is extracted based on the user generated content, and the type resource can be a data resource or an information resource, for example, the information resource of 'the user A runs for 30 minutes every day' is extracted from the user generated content, the information resource shows the habit that the user A has exercise, and then the relative health of the physical condition of the user A can be deduced.

And acquiring a medical information set about the target user through a third-party medical institution database, and extracting type resources based on the medical information set. When a target user visits a medical institution such as a hospital or clinic, information on cases, diagnosis certificates, and the like generated at the time of the visit is stored in a database of the medical institution, and a medical information set composed of these information can also be used to extract a type resource that directly or indirectly reflects the physical condition of the user, for example, an information resource that "the user a has had a disease in the near future" or a data resource that "the systolic blood pressure value of the user a is … … and the diastolic blood pressure value is … …".

As a further optional implementation manner of this embodiment, in step S103, one or more of data resources, information resources, and knowledge resources are acquired according to a personal didw atlas of a target user, and the analysis and calculation specifically includes:

acquiring data resources from a personal DIKW atlas of a target user to perform homomodal transformation, acquiring data resources related to the physical condition of the target user, and performing cross-modal transformation according to the data resources related to the physical condition of the target user to acquire information resources related to the physical condition of the target user.

Or obtaining information resources from the individual DIKW map of the target user to perform homomorphic conversion, and obtaining the information resources related to the physical condition of the target user.

Illustratively, the data resource, the information resource and the knowledge resource can be mutually converted to generate a new data resource, information resource or knowledge resource, the conversion among the resources of the same type is called homomodal conversion, and the conversion among the resources of different types is called cross-modal conversion. The data resource obtained from the individual DIKW atlas of the target user is subjected to homomodal transformation to obtain the data resource related to the physical condition of the target user, which is illustrated as an example: calculating the data resource of the age of the user A according to the data resource of the birth year and the birth month of the user A; and obtaining the data resource of the average exercise time of the user A per day according to the exercise time of the user A per day in the week. The age and the exercise time per week can both reflect the physical condition of the target user to a certain extent, and after data resources related to the physical condition of the target user are obtained, cross-mode conversion can be performed to obtain information resources related to the physical condition of the target user, for example, according to two data resources, namely "the age of the user a is 25 years" and "the average exercise time of the user a per day is 1 hour", the information resources, namely "the physical condition of the user a is healthy", can be obtained.

For the information resource obtained from the personal DIKW atlas of the target user to perform the homomorphic conversion, the information resource related to the physical condition of the target user is obtained, which exemplifies: if two information resources, namely 'the user B never exercises' and 'the user B often works all night', are acquired from the individual DIKW atlas of the target user, the information resources, namely 'the user B is poor in physical condition', are obtained by performing same-mode conversion on the information resources. Since the types of resource contents that can be obtained by each user are different, the analysis and calculation methods used are also different, and in this embodiment, the analysis and calculation may be a homomodal conversion between data resources and information resources, or a cross-modal conversion between data resources and information resources.

As an optional implementation manner, referring to fig. 2, the step S104 specifically includes the following steps:

s201, performing homomorphic conversion according to the information resource about the physical condition of the target user, and obtaining the information resource about the health condition of the target user.

S202, performing homomorphic conversion according to the information resource about the health condition of the target user to obtain the information resource about whether the target user can be vaccinated or not.

Illustratively, after obtaining the information resource about the physical condition of the target user, performing a homomorphic conversion further according to the information resource to obtain the information resource about the health condition of the target user, for the target user to be vaccinated, the health condition of the target user determines whether the target user is suitable for vaccination, for example, for a patient with severe liver and kidney diseases, the target user is usually not suitable for vaccination, so before generating the recommended vaccination concentration for the target user, it is also necessary to judge whether the target user can be vaccinated according to the health condition of the target user.

As an alternative implementation, referring to fig. 3, after step 202, the method further includes the steps of:

s301, when the information resource content of whether the target user can be vaccinated is vaccinable, acquiring information resources of vaccination concentration division.

Illustratively, if the target user is judged to be vaccinable according to the health condition of the target user, information resources related to the vaccination concentration division are obtained so as to determine the corresponding vaccination concentration subsequently.

S302, information resources related to the virus resisting time are obtained, and the information resources related to the vaccination concentration division and the information resources related to the virus resisting time are combined to perform homomodal conversion, so that the recommended vaccination concentration for the target user is obtained.

The vaccination concentration has influence on the effective virus resisting time, and after the target user is judged to be suitable for vaccination, homomodal conversion can be carried out according to information resources of vaccines with different concentrations on the influence on virus resisting events and information resources of the vaccination concentration suitable for people with different physical conditions, so that recommended vaccination concentration information which is specific to the target user and accords with the expected virus resisting time length is obtained.

As another alternative embodiment, referring to fig. 4, after step S202, the method further includes the steps of:

s401, when the information resource content of whether the target user can be vaccinated is vaccinable, acquiring information resources related to the physical condition of the vaccinated user and information resources related to the concentration of the vaccine vaccinated by the vaccinated user, wherein the vaccinated user is called a non-target user.

For example, the obtaining of the information resource about the physical condition of the vaccinated user may be further obtaining the information resource about the physical condition, which is published by the corresponding user, after obtaining the user-generated content about self-vaccination published by the user through the social network platform; or a third-party medical institution database to obtain a medical information set about the vaccinated users. When obtaining information resources about the physical condition of the vaccinated user, private information, such as the name, of the non-target user should not be included.

S402, performing homomorphic conversion according to the information resource about the physical condition of the target user and the information resource about the physical condition of the non-target user to obtain the information resource about the comparison of the health conditions of the target user and the non-target user.

And S403, performing homomodal conversion according to the information resource related to the health condition comparison of the target user and the non-target user and the information resource of the vaccination concentration inoculated by the non-target user to obtain the vaccination concentration aiming at the target user.

In the method for confirming vaccination concentration provided by this embodiment, when a target user is determined to be able to be vaccinated, information resources about the physical status of a non-target user who has been vaccinated are obtained and compared with the physical status of the target user, and if the physical status of the non-target user is better than that of the target user, the concentration of the vaccine vaccinated by the target user should be lower than that of the vaccine vaccinated by the non-target user; if the non-target user is less fit than the target user, the concentration of vaccine administered to the target user may be greater than or equal to the concentration of vaccine administered to the non-target user. And performing same-mode conversion according to the information resource for comparing the health conditions of the target user and the non-target user and the information resource for the vaccination concentration of the non-target user to obtain the recommended vaccination concentration for the target user.

As another alternative embodiment, referring to fig. 5, after step S202, the method further includes the steps of:

s501, when the content of the information resource about whether the target user can be vaccinated is vaccinable, acquiring knowledge resources about the influence of the vaccine on the human body under different conditions from the personal DIKW map of the target user, wherein the knowledge resources about the influence of the vaccine on the human body under different conditions are called target knowledge resources, and the different conditions comprise the influence of different vaccine concentrations and different vaccination reactions on different physical conditions.

S502, performing cross-modal conversion according to the target knowledge resources and the information resources related to the physical conditions of the target user to obtain the recommended vaccination concentration for the target user.

In the vaccine concentration confirmation method provided by this embodiment, when it is determined that the target user can be vaccinated, target knowledge resources about the influence of the vaccine on the human body under different conditions are obtained from the DIKW atlas, and the recommended vaccination concentration for the target user can be obtained according to the target knowledge resources and the physical condition information of the target user. For example, the knowledge resource of 'the higher age of the population is less acceptable to adverse reactions' is obtained from the DIKW map, and the information resource of 'the age of the target user is 25 years' is also obtained from the information resource about the physical condition of the target user, and the information resource of 'recommended injection of high concentration vaccine' can be obtained by performing cross-modal transformation on the knowledge resource and the information resource.

Based on the same inventive concept, another embodiment of the present invention provides a DIKW-profile-based vaccination concentration confirmation system, including:

the system comprises an atlas establishing module, a data model generating module and a knowledge model generating module, wherein the atlas establishing module is used for establishing a personal DIKW atlas formed by type resources aiming at a target user, the personal DIKW atlas comprises a data atlas, an information atlas and a knowledge atlas, the target user is a user to be inoculated with a vaccine, the type resources comprise data resources, information resources and knowledge resources, the data atlas is formed by the data resources, the information atlas is formed by the information resources, and the knowledge atlas is formed by the knowledge resources;

the dividing module is used for dividing the suitable vaccination concentrations of the crowds with different body health conditions;

the analysis and calculation module is used for acquiring one or more of data resources, information resources and knowledge resources according to the individual DIKW atlas of the target user to perform analysis and calculation so as to acquire the information resources related to the physical condition of the target user;

and the recommending module is used for analyzing and obtaining the recommended vaccination concentration of the target user according to the information resource about the physical condition of the target user.

The system is configured to execute the method according to the foregoing method embodiment, and the working principle and technical effect of the system can refer to the foregoing method embodiment, which is not described herein again.

Another embodiment of the present invention further provides a computer-readable storage medium, on which a computer program is stored, which, when executed by a processor, implements the method described in the aforementioned method embodiment.

The above description is only for the purpose of illustrating the preferred embodiments of the present invention and is not to be construed as limiting the invention, and any modifications, equivalents, improvements and the like that fall within the spirit and principle of the present invention are intended to be included therein.

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