JP2017204199A - Information providing apparatus, information providing method, and information providing program - Google Patents

Abstract

PROBLEM TO BE SOLVED: To improve information prediction accuracy in accordance with a state of a user.SOLUTION: An information providing apparatus includes: an acquisition unit which acquires behavior information indicating behavior of a user on a network, such as the contents searched on the web, and gene information of the user; a generation unit which generates state information corresponding to a state of the user, on the basis of the behavior information and gene information acquired by the acquisition unit; and a providing unit which provides the state information generated by the generation unit.SELECTED DRAWING: Figure 1

Description

  The present invention relates to an information providing apparatus, an information providing method, and an information providing program.

  2. Description of the Related Art Conventionally, techniques for providing various information according to a user's state are known. As an example of such a technique, a technique for predicting a change in the physical condition of the user based on information indicating the physical condition of the user such as blood pressure and body temperature, and environmental information such as temperature and weather, and notifying a prediction result. Are known.

JP 2013-238970 A JP 2010-232963 A

  However, the above-described conventional technology may not always have a good prediction accuracy. For example, in the above-described conventional technology, since the change in the physical condition of the user is predicted based on the changing information such as the physical condition of the user, the prediction accuracy may be deteriorated.

  The present application has been made in view of the above, and an object thereof is to improve the accuracy of information prediction according to the state of a user.

  The information providing apparatus according to the present application includes: an acquisition unit that acquires behavior information indicating a user's behavior on the network; and the gene information of the user; the behavior information and the gene information acquired by the acquisition unit; And a generating unit that generates state information according to the state of the user, and a providing unit that provides the state information generated by the generating unit.

  According to one aspect of the embodiment, it is possible to improve the prediction accuracy of information according to the state of the user.

FIG. 1 is a diagram illustrating an example of an information providing process executed by the information providing apparatus according to the embodiment. FIG. 2 is a diagram illustrating a configuration example of the information providing apparatus according to the embodiment. FIG. 3 is a diagram illustrating an example of information registered in the risk analysis information database according to the embodiment. FIG. 4 is a diagram illustrating an example of information registered in the gene information database according to the embodiment. FIG. 5 is a diagram illustrating an example of information registered in the user type database according to the embodiment. FIG. 6 is a diagram illustrating an example of information registered in the user permission database according to the embodiment. FIG. 7 is a sequence diagram illustrating an example of a process flow in which the information providing apparatus according to the embodiment generates state information. FIG. 8 is a sequence diagram illustrating an example of a process flow in which the information providing apparatus according to the embodiment provides state information. FIG. 9 is a flowchart illustrating an example of a flow of information providing processing executed by the information providing apparatus according to the embodiment. FIG. 10 is a diagram illustrating an example of a hardware configuration.

  Hereinafter, an embodiment for implementing an information providing apparatus, an information providing method, and an information providing program according to the present application (hereinafter referred to as “embodiment”) will be described in detail with reference to the drawings. In addition, the information providing apparatus, the information providing method, and the information providing program according to the present application are not limited by this embodiment. In the following embodiments, the same portions are denoted by the same reference numerals, and redundant description is omitted.

[1-1. Example of information providing device)
First, an example of information providing processing executed by the information providing apparatus will be described with reference to FIG. FIG. 1 is a diagram illustrating an example of an information providing process executed by the information providing apparatus according to the embodiment. In FIG. 1, the information providing apparatus 10 includes a user terminal 100 used by a user U01, a hospital terminal 200 used by a medical worker such as a doctor, and an analysis for performing gene analysis via a predetermined network N such as the Internet. It is possible to communicate with an information processing apparatus such as an analysis company terminal 300 used by a company. The information providing apparatus 10 can communicate with an arbitrary number of user terminals 100 used by an arbitrary number of users other than the user terminal 100 illustrated in FIG. 1. In addition to the hospital terminal 200 shown in FIG. 1, the information providing apparatus 10 can communicate with a hospital terminal 200 used by an arbitrary medical worker or a hospital terminal 200 installed in an arbitrary hospital. Further, the information providing apparatus 10 can communicate with any number of analysis company terminals 300 used by any analysis company.

  The information providing apparatus 10 is an information processing apparatus that executes an information providing process to be described later, and is realized by, for example, a server apparatus or a cloud system. The hospital terminal 200 is a terminal device used by medical personnel such as doctors, and is an information processing device such as a PC (Personal Computer). The analysis trader terminal 300 is a terminal device used by a trader who performs gene analysis, and is an information processing device such as a PC, for example.

  The user terminal 100 is a smart device such as a smartphone or a tablet, and is a mobile terminal device that can communicate with an arbitrary server device via a wireless communication network such as 3G (3rd Generation) or LTE (Long Term Evolution). It is. Note that the user terminal 100 may be not only a smart device but also an information processing apparatus such as a desktop PC or a notebook PC.

[1-2. About gene analysis
Here, the information providing apparatus 10 realizes various information providing services based on gene information possessed by the user on the premise that permission from the user is obtained in advance. For example, the information providing apparatus 10 requests the analysis company to analyze the gene of the user U01 who has registered for use of the service, and receives the gene information which is the analysis result of the gene of the user U01 from the analysis company. Various services based on genetic information are provided to the user U01.

  Such genetic information includes information indicating physical factors possessed by the user U01. For example, the genetic information includes the gene sequence of the user U01, the type of allergy predicted to be possessed by the user U01, what kind of disease (for example, cancer, diabetes, etc.) the user U01 is likely to have, Information on what state the body of U01 is likely to be in (for example, whether it is easy to get fat or thin) is included. The genetic information includes not only the physical factors of the user U01 but also the personality of the user U01, such as whether the user U01 is easily excited or whether the user U01 is likely to be depressed. Information that can be used as an index may be included. Thus, genetic information can be information indicating innate features of the user, such as physical factors and mental factors. In addition to the information described above, the gene information may include various types of information that can be analyzed.

  In addition, from the viewpoint of accidental findings etc., genetic information should be provided via information provided directly to the user U01 and a third party such as a doctor, even if it is the genetic information of the user U01 himself / herself. Information. Therefore, the information providing apparatus 10 provides the genetic information separately into information that can be directly provided to the user U01 and information provided through a third party such as a doctor.

[1-3. Information provision processing)
Here, when various states of the user, such as changes in the user's physical condition, are predicted based only on fluctuating information such as the user's physical condition, the prediction accuracy may deteriorate. Therefore, the information providing apparatus 10 generates state information corresponding to the state of the user using the gene information of the user, that is, invariant information about the user, and provides the generated state information. Specifically, the information providing apparatus 10 acquires behavior information indicating the behavior of the user on the network and the genetic information of the user, and obtains the state information based on the acquired behavior information and genetic information. Generate.

[1-3-1. About behavior information)
Here, the action information is information indicating arbitrary actions performed by the user on the network, such as the contents of the web search by the user and the use history of the predetermined online shopping mall by the user. For example, the information providing apparatus 10 may acquire behavior information indicating the history of a search query input by the user in the web search, the history of the web page browsed as a result of the web search, and the like as the content of the web search. Further, for example, the information providing apparatus 10 may acquire behavior information indicating a history of products viewed by the user in the online shopping mall, a history of purchased products, and the like.

  In addition to the behavior information described above, the information providing apparatus 10 may also include, for example, a history of web pages and web contents browsed by the user, a history of applications downloaded by the user, a history of applications executed by the user, and usage. The behavior information indicating the history of the advertisement selected by the user, the history of the product viewed by the user in the auction, the history of the product for which bidding, etc. may be collected. In addition, the information providing apparatus 10 may acquire a history of route search performed by the user, that is, a history indicating where the user has moved from where, a content posted on a blog, and the like as action information. In this way, the information providing apparatus 10 may collect information indicating any action related to the network performed by the user as action information.

  Note that the information providing apparatus 10 displays not only a history of various actions performed by the user, but also user information predicted from these histories, that is, action information indicating the predicted future actions of the user. You may get it. For example, the information providing apparatus 10 predicts behavior information indicating the content and type of an advertisement that the user will select (that is, the user will love) from the history of web pages viewed by the user. May be. Further, the information providing apparatus 10 may predict behavior information indicating a product that the user will purchase from a history of the product purchased by the user.

[1-3-2. (Information provision processing considering other information)
In addition to the user behavior information and the user genetic information, the information providing apparatus 10 acquires arbitrary information as long as it can be a factor for predicting the user state, and considers the acquired information. Then, the user status information may be generated. For example, the information providing apparatus 10 acquires information indicating transition of the user's pulse, blood pressure, weight, etc., that is, physical information indicating the physical state of the user, and takes the acquired physical information into consideration Information may be generated. In addition, for example, the information providing apparatus 10 acquires environmental information indicating the state of the environment surrounding the user, such as the position of the user, the temperature of the position, the atmospheric pressure, the weather, and the like, and considers the acquired environmental state, Information may be generated. Moreover, the information provision apparatus 10 may generate | occur | produce state information using these action information, body information, and environmental information with gene information by arbitrary combinations.

[1-3-3. About status information)
Here, the information providing apparatus 10 may generate arbitrary information as the state information as long as the information indicates the state of the user. For example, the information providing apparatus 10 may generate state information as risk information indicating physical and mental risks that the user has based on behavior information and genetic information. More specifically, the information providing apparatus 10 generates state information indicating the physical risk of the user based on the correlation between various types of information indicated by the genetic information and the user's behavior indicated by the behavior information. . That is, the information providing apparatus 10 generates state information indicating the physical risk of the user based on the matching result between the user's innate characteristics indicated by the genetic information and the behavior information. For example, the information providing apparatus 10 estimates the current or future state of the user from the gene information and the behavior information, and generates information to be proposed to the user according to the estimated state.

  Hereinafter, some specific examples of processing in which the information providing apparatus 10 generates state information will be described. For example, if the information providing apparatus 10 indicates that the genetic information has a gene that is likely to cause a predetermined disease, that is, if the user has an innate feature that is likely to cause the predetermined disease, the information providing apparatus 10 Identify relevant actions from action information. More specifically, when the user has a gene that is likely to cause diabetes, the information providing apparatus 10 determines whether the behavior information includes a purchase history of foods and alcoholic beverages that contain a large amount of sugar, Identify the purchase frequency of foods and alcoholic beverages that are high in sugar. Then, the information providing apparatus 10 indicates that there is a risk of diabetes when purchase history of foods and alcoholic beverages containing a large amount of sugar is included in the behavior information or when the purchase frequency is higher than a predetermined threshold. Generate status information to indicate.

  For example, the information providing apparatus 10 may generate user state information from behavior information and gene information of a plurality of users. More specifically, the information providing apparatus 10 may generate status information of each user based on the commonality of the behavior information of each user and the commonality of the genetic information of each user. For example, the information providing apparatus 10 identifies a plurality of users having a gene that is likely to cause a certain disease, and identifies actions commonly performed by the identified users from the action history. Then, the information providing device 10 provides status information indicating that the disease is likely to occur to the user who performs the specified action among the users who do not have the gene that is likely to become the disease. May be.

  Further, the information providing apparatus 10 may generate state information in consideration of environmental information and physical information. For example, the information providing apparatus 10 identifies a user who has a gene that is likely to cause a disease in the heart. Further, the information providing apparatus 10 identifies the identified user's pulse and blood pressure, the identified user's current position, temperature, atmospheric pressure, and the like from environmental information and physical information. The information providing apparatus 10 may also provide status information indicating that a heart disease is likely to occur when, for example, rapid blood pressure fluctuations are observed, or when the air temperature or pressure changes greatly. Good. In addition, the information providing apparatus 10 calculates a score of the possibility of various diseases from the behavior information, the physical information, and the environment information, and if the calculated score exceeds a predetermined threshold, the corresponding disease is generated. You may provide state information to the effect.

  In addition to the state information described above, the information providing apparatus 10 may generate state information having an arbitrary content as long as it is state information indicating a risk possessed by the user. Further, the information providing apparatus 10 may generate not only the occurrence of a disease, but also state information with content that calls attention to the disease, such as state information indicating that the patient is likely to become diabetic, for example.

  Further, the information providing apparatus 10 may generate state information obtained by combining gene information and state information. For example, the information providing apparatus 10 may provide state information including genetic information related to various diseases among the genetic information that the user has together with the state information described above. Such information not only allows the user to recognize the risk but also provides it to a doctor or the like, thereby promoting more appropriate medical practice.

  Further, the information providing apparatus 10 may output a predetermined warning when the state information satisfies a predetermined condition. For example, the information providing apparatus 10 may notify the user when the predicted state of the user is urgent, such as when the blood pressure of the user having a gene that is likely to cause a disease in the heart is rapidly increased. Various warnings may be notified. In addition, as described above, the state information may be information indicating the user's state from a medical point of view. In addition, the user's state can be used for advertisement distribution, product proposal, and the like. Various types of information shown in the aspect may be used.

[1-3-4. (About where to provide status information)
Here, the information providing apparatus 10 provides the generated state information to the user and other users licensed by the user. For example, the information providing apparatus 10 provides the user U01 with state information generated from the genetic information and behavior information of the user U01, that is, state information indicating the current or future state of the user U01. For example, you may provide with respect to other users, such as a family and a doctor who the user U01 permitted.

  Further, the information providing apparatus 10 may change or control a range to be provided in the state information in accordance with a user who is a state information providing destination. For example, when the other user licensed by the user is a medical person such as a doctor, the information providing apparatus 10 displays the entire state information including genetic information and state information from the viewpoint of accidental findings. May be provided. On the other hand, the content of genetic information and the content of state information may include information such as the possibility of becoming a serious disease such as cancer. In view of the psychological burden on the user, the information providing apparatus 10 may provide only a predetermined range of the state information to the user who provided the gene. For example, when the status information of the user U01 indicates that the information providing apparatus 10 has a serious genetic disease or the like, the information providing device 10 provides the status information only to a doctor who has obtained the permission of the user U01, and the user U01 May not provide state information.

[1-3-5. Learning about the relationship between behavioral information and genetic information)
In addition, the information provision apparatus 10 may generate | occur | produce state information using the model which learned the relationship between action information and gene information. For example, the information providing apparatus 10 suffers from the disease indicated by the genetic information when the user having what genetic information is performing what behavior or what behavior is performed for a predetermined disease. The model learns the co-occurrence of behavioral information such as whether it is easy and genetic information. And the information provision apparatus 10 may produce | generate the status information which shows the disease etc. with high possibility of developing by inputting into the model the behavior information and gene information which were acquired from the user.

  Moreover, the information provision apparatus 10 may correct | amend the method of producing | generating state information from action information and gene information based on the difference of the state information produced | generated last time and a user's actual state. For example, it is assumed that the information providing apparatus 10 has generated state information indicating that the patient is likely to suffer from diabetes based on the behavior information and genetic information of the user U01. Then, when the user U01 suffers from diabetes before a predetermined time elapses after the state information is generated, the information providing apparatus 10 relates the behavior information and genetic information of the user U01. However, the model is re-learned on the basis of the relationship between the behavior information and genetic information of the user who is likely to suffer from diabetes. As a result, the information providing apparatus 10 can improve the accuracy of the state information as the state information is generated for various users.

  In addition, the information provision apparatus 10 may perform the process mentioned above using arbitrary models. For example, the information providing apparatus 10 uses an arbitrary machine learning technique such as a learning device using GWAS (Genome-Wide Association Study), deep learning, SVM (Support Vector Machine), etc. The state information of the user may be generated based on the learning result.

[1-4. Example of information provision process)
Next, an example of information providing processing will be described with reference to FIG. In the following example, the information providing apparatus 10 generates state information indicating the state of the user, such as a risk of the user U01, based on the genetic information, behavior information, physical information, and environmental information of the user U01. An example of processing for providing the generated state information to the user U01 or a doctor licensed by the user U01 will be described.

  First, the information providing apparatus 10 accepts user registration via the user terminal 100 used by the user U01 (step S1). At the time of such user registration, storage of gene information, use of gene information, generation and distribution of state information using gene information, gene information to doctors authorized by user U01, etc. for user U01 We accept permission to use it for providing information and status information, and modifying models. In addition, the information providing apparatus 10 accepts registration of a doctor who performs various medical activities such as diagnosis for the user U01.

  Subsequently, the information providing apparatus 10 transmits a gene analysis request to the analysis company (step S2). In such a case, the analysis company transmits a collection kit of biological samples such as blood, saliva, hair, etc. to the user U01. Then, the user U01 provides the biological sample collected using the collection kit to the analysis company (step S3). In such a case, the analysis company analyzes the gene information of the user U01 (step S4) and registers the gene information in the information providing apparatus 10 (step S5).

  Moreover, the information provision apparatus 10 collects the action information and physical information of the user U01 (step S6). For example, the information providing apparatus 10 acquires the blood pressure of the user U01 from a wearable device used by the user U01, and obtains the action information of the user U01 from the user terminal 100 or a log server (not shown). get. At this time, the information providing apparatus 10 identifies the current position of the user U01 using GPS (Global Positioning System) or the like, and acquires environmental information such as the temperature and pressure of the identified current position of the user U01. Good.

  And the information provision apparatus 10 produces | generates the status information which shows the state of the risk which a user has, ie, status information, from the information for risk analysis containing action information, and gene information (step S7). For example, the information providing apparatus 10 has a risk analysis information database 31 and stores the risk analysis information R10 in the risk analysis information database 31. Such risk analysis information R10 includes the acquired behavior information R01, body information R02, and environment information R03 of the user U01. Further, the information providing apparatus 10 has a gene information database 32 and stores the gene information G10 of the user U01 who has received registration from the analysis company in the gene information database 32.

  First, when the information providing apparatus 10 reads the gene information G10 of the user U01 from the gene information database 32, the user U01 that can be identified from the gene information G10, such as a disease that is likely to cause the user U01 from the read gene information G10. Identify the innate features of Then, the information providing apparatus 10 matches the risk analysis information R10 registered in the risk analysis information database 31 with the identified innate features, and generates state information C10 to be provided to the user. For example, when the information providing apparatus 10 identifies an innate feature that the user is genetically prone to hypertension, the action information R01 indicating that the user frequently purchases food with a relatively high calorie is included. If acquired, state information C10 including a high blood pressure warning is generated. In addition, the information provision apparatus 10 performs step S6 and step S7 at a predetermined time interval.

  And the information provision apparatus 10 provides the status information C10, when the provision request | requirement of the status information C10 is received from the user U01 (step S8). More specifically, the information providing apparatus 10 determines the range to be provided in the status information C10 for the user U01 or other users licensed by the user U01 according to the type of the user, and determines The range is distributed (step S9). For example, the information providing apparatus 10 includes a user type database 33 in which user types are registered, and a user permission database 34 in which users who are permitted to view status information for each user are registered. . In such a case, the information providing apparatus 10 provides the user who becomes the request source of the state information according to the type of the user who becomes the request source of the state information and the permission state for the user. Determine the scope of status information.

  For example, in the user type database 33, a user ID (Identifier) for identifying a user and a user type are registered in association with each other. In the user permission database 34, the user ID of the user who has permitted browsing of the status information to the user indicated by the user ID is registered in association with the user ID as the permission ID. Yes. When such information is registered, the information providing apparatus 10 first identifies the type “person” associated with the user ID “ID # 1” of the user U01 who is the request source of the state information C10. To do. As a result, since the request source of the state information C10 is the user U01, the information providing apparatus 10 provides a predetermined range of state information to the user U01 (step S10).

  Here, it is assumed that the information providing apparatus 10 receives an authentication and provision request from a doctor who uses the hospital terminal 200 (step S11). In such a case, the information providing apparatus 10 authenticates the requesting doctor and identifies the type “doctor” associated with the doctor user ID “ID # 2”. Further, the information providing apparatus 10 specifies the permission ID “ID # 1” associated with the doctor user ID “ID # 2”. In such a case, the user U01 permits the provision of the state information C10 to the doctor who is the request source of the state information C10. For this reason, the information providing apparatus 10 provides all the state information C10 including not only the state information but also the contents of the gene information G10, the innate features indicated by the gene information G10, and the like to the doctor who requests the state information C10. Is provided (step S12). As a result, the doctor performs diagnosis of the user U01, notification of various diseases, and the like using the state information C10 (step S13).

  In addition, the information providing apparatus 10 provides an alert notification including various warnings when the state information generated in step S7 satisfies a predetermined requirement, such as when the possibility of suffering from a predetermined disease is high. It transmits to the user terminal 100 of U01 (step S14). As a result, the user U01 can quickly perform various responses to diseases and health conditions.

[2. Configuration of information providing device]
Hereinafter, an example of the functional configuration of the information providing apparatus 10 that realizes the information providing process described above will be described. FIG. 2 is a diagram illustrating a configuration example of the information providing apparatus according to the embodiment. As illustrated in FIG. 2, the information providing apparatus 10 includes a communication unit 20, a storage unit 30, and a control unit 40.

  The communication unit 20 is realized by, for example, a NIC (Network Interface Card). The communication unit 20 is connected to the network N in a wired or wireless manner, and in addition to the user terminal 100, the hospital terminal 200, and the analysis company terminal 300, the log server 400 that manages log data indicating the user's behavior on the network. Send and receive information to and from.

  The storage unit 30 is realized by, for example, a semiconductor memory device such as a RAM (Random Access Memory) or a flash memory, or a storage device such as a hard disk or an optical disk. In addition, the storage unit 30 describes the risk analysis information database 31, the gene information database 32, the user type database 33, the user permission database 34, and the state information database 35 (hereinafter referred to as “each database 31 to 35”). Is memorized).

  Hereinafter, an example of information registered in each of the databases 31 to 35 will be described with reference to FIGS. FIG. 3 is a diagram illustrating an example of information registered in the risk analysis information database according to the embodiment. In the example illustrated in FIG. 3, information having items such as “user ID” and “risk analysis information” is registered in the risk analysis information database 31. In the “risk analysis information”, various information belonging to items such as “behavior information”, “body information”, and “environment information” are registered.

  “User ID” is an identifier for identifying a user. The “risk analysis information” is information including user behavior information R01, physical information R02, and environment information R03 indicated by the associated user ID. For example, in the example shown in FIG. 3, the risk analysis information database 31 includes the purchase history “purchase history # 1, purchase history # 2” in the online shopping mall as the behavior information R01 of the user U01, the search query in the web search. "Search query # 1, search query # 2", browsing history of browsed web pages "viewing history # 1, browsing history # 2", auction bidding history "bid bidding history # 1, bidding history # 2", route search, etc. The movement history “movement history # 1, movement history # 2” and the like are registered.

  Further, for example, in the risk analysis information database 31, as the body information R02 of the user U01, the pulse “pulse # 1, pulse # 2”, blood pressure “blood pressure # 1, blood pressure # 2”, weight “weight # 1, “Weight # 2” and the like are registered. Further, for example, in the risk analysis information database 31, as the environment information R03 of the user U01, the position “position # 1, position # 2” indicating the current position of the user, the temperature “temperature # 1, temperature of the current position” "# 2", the atmospheric pressure "atmospheric pressure # 1, atmospheric pressure # 2" at the current position, the weather "weather # 1, weather # 2" at the current position, and the like are registered.

  In addition to the information shown in FIG. 3, it is assumed that risk analysis information R <b> 10 for each user is registered in the risk analysis information database 31. In the example shown in FIG. 1, conceptual values such as “purchase history # 1” and “search query # 1” are described, but actually, the content of each item is stored in the risk analysis information database 31. Various types of information indicating that are registered.

  FIG. 4 is a diagram illustrating an example of information registered in the gene information database according to the embodiment. In the example shown in FIG. 4, information having items such as “user ID” and “gene information” is registered in the gene information database 32. Here, “gene information” is information indicating the gene information G10 of the user indicated by the associated user ID. In the example shown in FIG. 4, conceptual values such as “analysis data # 1” and “analysis data # 4” are described as the gene information G10. As the information G10, information indicating the gene sequence and the presence / absence of genes corresponding to various diseases is registered.

  For example, in the example illustrated in FIG. 4, the user ID “ID # 1” and the gene information “analysis data # 1” are registered in the gene information database 32 in association with each other. Such information indicates that the gene information G10 of the user U01 indicated by the user ID “ID # 1” is the gene information “analysis data # 1”.

  FIG. 5 is a diagram illustrating an example of information registered in the user type database according to the embodiment. In the example shown in FIG. 5, information having items such as “user ID” and “type” is registered in the user type database 33. Here, “type” is information indicating the type of user indicated by the associated user ID.

  For example, in the example illustrated in FIG. 5, the user ID “ID # 1” and the type “person” are registered in the user type database 33 in association with each other, and the user ID “ID # 2” and the type “doctor” are registered. Is registered in association with each other, the user ID “ID # 3” is registered in association with the type “user family”, and the user ID “ID # 4” is registered in association with the type “person”. Has been. Such information indicates that the user indicated by the user IDs “ID # 1” and “ID # 4” is the user who requested the gene analysis, and the user ID “ID # 2” indicates This indicates that the user is a doctor who examines one of the users, and that the user indicated by the user ID “ID # 3” is the family of one of the users.

  FIG. 6 is a diagram illustrating an example of information registered in the user permission database according to the embodiment. In the example shown in FIG. 6, information having items such as “user ID” and “license ID” is registered in the user permission database 34. Here, the “permission ID” is information indicating the user ID of the user who has permitted browsing of the status information to the user indicated by the associated user ID. The permission ID “null” indicates that permission is not required or permission is not performed.

  For example, in the example shown in FIG. 6, the user ID “ID # 2” and the license ID “ID # 1” are registered in the user permission database 34 in association with each other, and the user ID “ID # 3” is registered. The license ID “ID # 1” is registered in association with each other. Such information indicates that the user indicated by the user ID “ID # 1” permits the user indicated by the user ID “ID # 2” and “ID # 3” to view the status information. Indicates.

  Returning to FIG. 2, the description will be continued. In the status information database 35, status information C10 generated by the information providing apparatus 10 is registered. For example, in the status information database 35, status information C10 generated for each user is sequentially registered.

  The control unit 40 is a controller. For example, various programs stored in a storage device inside the information providing apparatus 10 are stored in a RAM or the like by a processor such as a CPU (Central Processing Unit) or an MPU (Micro Processing Unit). Is implemented as a work area. The control unit 40 is a controller, and may be realized by an integrated circuit such as an ASIC (Application Specific Integrated Circuit) or an FPGA (Field Programmable Gate Array).

  As illustrated in FIG. 2, the control unit 40 includes a registration reception unit 41, a collection unit 42, an acquisition unit 43, a generation unit 44, a request reception unit 45, a determination unit 46, and a provision unit 47. The registration receiving unit 41 receives a user registration from the user U01. In such a case, the registration receiving unit 41 gives a unique user ID to the user U01 and requests the analysis company terminal 300 to analyze the genetic information of the user U01.

  Further, the registration receiving unit 41 registers the user ID assigned to the user U01 and the type “person” in the user type database 33 in association with each other. In addition, the registration receiving unit 41 receives the registration of the type of another user for whom the user U01 permits the provision of the status information. In such a case, the registration receiving unit 41 registers the user ID of another user registered by the user U01 and the type registered by the user U01 in the user type database 33 in association with each other. Further, the registration receiving unit 41 registers the user ID of the user U01 in the user permission database 34 in association with the user ID of the user licensed by the user U01, with the user ID of the user U01 as the permission ID.

  The collection unit 42 collects the gene information G10 of the user U01 and the risk analysis information R10 of the user U01. For example, when the collection unit 42 receives the gene information G10 of the user U01 from the analyzer terminal 300, the collection unit 42 registers the received gene information G10 in the gene information database 32 in association with the user ID of the user U01. Further, the collection unit 42 collects the behavior information R01 of the user U01 from the log server 400 or the like, collects the body information R02 of the user U01 from the user terminal 100 or the like, and from a server or the like that manages the weather forecast. Collect environmental information R03 of user U01. Then, the collection unit 42 registers the collected behavior information R01, body information R02, and environment information R03 in the risk analysis information database 31 as risk analysis information R10.

  The acquisition unit 43 acquires behavior information R01 indicating behavior of the user U01 on the network and gene information G10 of the user U01. For example, the acquisition unit 43 acquires the risk analysis information R10 and the gene information G10 of the user who is to generate the state information from the risk analysis information database 31 and the gene information database 32 at predetermined time intervals. To do.

  The generation unit 44 generates state information C10 corresponding to the state of the user U01 based on the behavior information R01 and the gene information G10. More specifically, the generation unit 44 generates state information C10 based on the behavior information R01 and the innate features indicated by the gene information G10. Then, the generation unit 44 stores the generated state information C10 in the state information database 35. Specifically, the generation unit 44 generates the state information C10 based on at least one of the environment information R03 and the body information R02 in addition to the behavior information R01 and the gene information G10. For example, the generation unit 44 uses the risk analysis information R10 acquired by the acquisition unit 43 as the behavior information R01, the contents of the web search by the user U01 such as a search query, or the predetermined electronic by the user U01 such as the purchase history. State information indicating the current or future state of the user is generated using the shopping history usage history.

  Here, the generation unit 44 may generate state information indicating the risk of the user U01, such as a disease that is likely to affect the user U01, as the state information. Further, the generation unit 44 may generate state information that combines the gene information G10 and the state information as the state information. The generation unit 44 may generate state information indicating the risk of the user U01 based on, for example, a matching result between the innate feature of the user U01 indicated by the genetic information G10 and the behavior information R01. .

  Further, the generation unit 44 estimates the state of the user U01 based on the behavior information R01 and the gene information G10, and indicates information to be proposed to the user U01 according to the estimated state. May be generated as For example, the generation unit 44 includes a search query indicating a physical characteristic when the user U01 has a gene that is likely to cause diabetes, and the behavior information R01 suffers from diabetes such as “thirst”. If it is determined that the user U01 is diabetic. And when it determines with the user U01 having diabetes, the production | generation part 44 may produce | generate the information which proposes the diagnosis by a doctor with respect to the user U01 as the state information C10.

  The generation unit 44 uses the learning device that has learned the relationship between the behavior information R01 and the genetic information G10 and the relationship between the behavior information R01 and the innate feature indicated by the genetic information G10. Generation may be performed. For example, the generation unit 44 may realize generation of the state information using a learning device that has learned the co-occurrence of the behavior information R01 and the gene information G10. Moreover, even if the production | generation part 44 correct | amends the method of producing | generating state information C10 from action information R01 and gene information G10 based on the difference of the state information C10 produced | generated last time and the actual state of the user U01. Good. Further, the generation unit 44 instructs the providing unit 47 to output a predetermined warning when the generated state information satisfies a predetermined condition.

  The request accepting unit 45 accepts a request for providing state information from the user U01 or other users licensed by the user U01. In such a case, the request reception unit 45 authenticates the user who is the request source, and outputs a user ID indicating the request source user to the determination unit 46.

  The determination part 46 determines the range to provide among status information. More specifically, the determination unit 46 changes the range to be provided in the state information C10 according to the type of the user who is the request source. For example, the determination unit 46 determines that the entire state information C10 is provided when the requesting user is a medical person such as a doctor. In addition, when the requesting user is the person who requested the gene analysis, the determining unit 46 determines to provide a predetermined range of the state information C10.

  For example, the determination unit 46 specifies the type associated with the user ID received from the request reception unit 45 from the user type database 33. Then, when the identified type is “person”, the determination unit 46 determines to provide a predetermined range in the state information C10. On the other hand, when the identified type is “user family”, the determination unit 46 provides a predetermined range that is predetermined as a range to be provided to the user's family in the status information C10. decide. Further, when the identified type is “doctor”, the determination unit 46 determines to provide the entire state information C10.

  Subsequently, when the type associated with the user ID received from the request reception unit 45 is “person”, the determination unit 46 displays status information corresponding to the user ID received from the request reception unit 45. Read from the state information database 35. Then, the determination unit 46 outputs the determined range of the read state information to the providing unit 47. For example, when the state information C10 listing the diseases that are likely to be affected by the user is generated based on the risk analysis information R10 and the gene information G10, the determination unit 46 is affected by the user. Among the diseases that are likely to be present, the state information C10 excluding the serious diseases is output to the providing unit 47.

  On the other hand, when the type associated with the user ID received from the request receiving unit 45 is a type other than “person”, the determination unit 46 determines the range to be provided in the status information C10 according to the type. To do. For example, when the type associated with the user ID received from the request reception unit 45 is “doctor”, the determination unit 46 determines the entire state information C10 or the gene information G10 as a provision target. In addition, when the type associated with the user ID received from the request reception unit 45 is “user family”, the determination unit 46, for example, among diseases that are likely to be affected by the user Diseases other than those requiring attention for diagnosis and serious diseases are determined as provision targets.

  Subsequently, the determination unit 46 refers to the user permission database 34 and specifies the permission ID associated with the user ID received from the request receiving unit 45. Then, the determination unit 46 reads the state information corresponding to the specified permission ID from the state information database 35 and outputs the determined range of the read state information to the providing unit 47. In addition, the determination unit 46 has a type associated with the user ID received from the request reception unit 45 as a type other than “person”, and the license ID specified from the user license database 34 is “null”. In some cases, the provision unit 47 is instructed to output that the status information is not provided, assuming that permission has not been obtained.

  For example, when the determination unit 46 receives the user ID “ID # 2” from the request reception unit 45, the determination unit 46 sets the type “doctor” associated with the user ID “ID # 2” to the user type database 33. The license ID “ID # 1” associated with the user ID “ID # 2” is specified. In such a case, the determination unit 46 indicates the user ID “ID # 1” because the provision destination of the state information C10 is a doctor who has received permission from the user indicated by the user ID “ID # 1”. The user status information C10 and the entire gene information G10 are provided.

  The providing unit 47 provides state information C10. For example, the providing unit 47 provides the state information received from the determining unit 46 to the requester of the state information. Further, when the providing unit 47 is instructed to output that the state information is not provided, the providing unit 47 provides the state information requester that the state information cannot be provided. The providing unit 47 provides various warnings to the user corresponding to the state information generated by the generating unit 44 when instructed by the generating unit 44 to output a predetermined warning.

[3. Example of processing flow)
Next, an example of the flow of information providing processing executed by the information providing apparatus 10 will be described with reference to FIGS. FIG. 7 is a sequence diagram illustrating an example of a process flow in which the information providing apparatus according to the embodiment generates state information. FIG. 8 is a sequence diagram illustrating an example of a process flow in which the information providing apparatus according to the embodiment provides state information.

  First, an example of a process flow in which the information providing apparatus 10 generates the state information C10 will be described with reference to FIG. First, the user U01 transmits a use permission for the gene information G10 to the information providing apparatus 10 together with user registration (step S101). In such a case, the information providing apparatus 10 provides the user ID to the user U01 based on the permission information (step S102). Subsequently, the user U01 transmits a gene analysis request to the information providing apparatus 10 (step S103). In such a case, the information providing apparatus 10 transmits a gene analysis request to the analysis company A01 (step S104).

  Subsequently, the user U01 sends a biological sample used for gene analysis to the analysis company A01 (step S105). In such a case, the analysis company A01 performs gene analysis (step S106) and notifies the information providing apparatus 10 of the gene information G10 (step S107). As a result, the information providing apparatus 10 registers the gene information G10 of the user U01 (step S108).

  Here, the user U01 notifies the information providing apparatus 10 of the physical information R02 at a predetermined time interval (step S109). Further, the information providing apparatus 10 collects environment information R03 based on the current position of the user U01 (step S110) and collects behavior information of the user U01 from the log server 400 or the like (step S111). . The information providing apparatus 10 generates state information C10 based on the state of the user U01 based on the gene information G10 and the risk analysis information R10 (step S112), and registers the generated state information C10. (Step S113), the process ends.

  Next, an example of a flow of processing in which the information providing apparatus 10 provides the state information C10 will be described with reference to FIG. First, the user U01 registers another user U02 and a doctor D01 who are permitted to view the state information C10 in the information providing apparatus 10 (step S201). In such a case, the information providing apparatus 10 accepts registration of each user who is permitted to view the state information C10 (step S202).

  For example, the information providing apparatus 10 receives from the user U01 registration that the type of the user U02 is “user family” and the type of the doctor D01 is “doctor”. In such a case, the information providing apparatus 10 provides the user ID “ID # 2” to the doctor D01 and provides the user ID “ID # 3” to the user U02. Then, the information providing apparatus 10 registers the user ID “ID # 2” in association with the type “doctor” in the user type database 33 and registers the user ID “ID # 2” with the permission ID “ID # 1”. Are registered in the user permission database 34 in association with each other. Also, the information providing apparatus 10 registers the user ID “ID # 3” in association with the type “user family” in the user type database 33 and registers the user ID “ID # 3” with the permission ID “ID # 1”. Are registered in the user permission database 34 in association with each other.

  Here, when the information providing apparatus 10 receives a browsing request for the state information C10 from the user U01 (step S203), the information providing apparatus 10 determines a range to be provided to the person in the state information C10 (step S204). Range state information C10 is provided (step S205). On the other hand, when the information providing apparatus 10 receives a request for viewing the state information C10 from the user U02 (step S206), the user U02 permitted by the user U01 in the state information C10, that is, the user's family. A range to be provided to the user is determined (step S207), and status information C10 of the determined range is provided (step S208). On the other hand, when the information providing apparatus 10 receives a request for viewing the state information C10 from the doctor D01 (step S209), the information providing apparatus 10 provides the entire range of the state information C10 to the doctor D01 together with the gene information G10 (step S210).

  As a result, the user U01, the user U02, and the doctor D01 browse the state information C10 of the user U01 (step S211), and according to the contents of the state information C10, the user is restricted to a meal restriction or an exercise schedule. Correspondence information indicating how to deal with the state of U01 is registered (step S212). Note that such correspondence information is information that can be used as a guideline by a service, application, or the like that assists the physical management of the user U01, and may be registered in the information providing apparatus 10, and the user U01. May be registered in the user terminal 100 used by the user, a server device that provides a service that assists the physical condition management of the user U01, or the like.

  In addition, the user U01, the user U02, and the doctor D01 transmit the actual state of the user U01 to the information providing apparatus 10 (step S213). For example, the user U01 may transmit the actual state of the user U01 to the information providing apparatus 10 within a range that can be recognized by the user U01. Moreover, the doctor D01 should just transmit the actual diagnostic result, physical information, etc. of the user U01 to the information provision apparatus 10. FIG. In such a case, the information providing apparatus 10 generates the state information C10 based on the state of the user U01 indicated by the state information provided in step S208 and the actual state transmitted in step S213. Is updated (step S214), and the process is terminated.

  Next, the flow of information providing processing executed by the information providing apparatus 10 will be described with reference to FIG. FIG. 9 is a flowchart illustrating an example of a flow of information providing processing executed by the information providing apparatus according to the embodiment. For example, the information providing apparatus 10 acquires the gene information G10 of the user U01 (Step S301), and acquires risk analysis information R10 including the behavior information R01 (Step S302). Subsequently, the information providing apparatus 10 generates state information C10 indicating the state of the user U01 based on the gene information G10 and the risk analysis information R10 (step S303), and receives the request for providing the state information C10. Whether or not (step S304).

  When the information providing apparatus 10 receives the provision request for the state information C10 (step S304: Yes), the information provision apparatus 10 provides a range corresponding to the type of the user who is the transmission source of the provision request in the state information C10. (Step S305), the process returns to Step S102. On the other hand, when the information providing apparatus 10 has not received the provision request for the state information C10 (step S304: No), the information providing apparatus 10 returns to step S102.

[4. (Modification)
In the above, an example of the information providing process by the information providing apparatus 10 has been described. However, the embodiment is not limited to this. Hereinafter, the variation of the information provision process which the information provision apparatus 10 performs is demonstrated.

[4-1. (Applicable services)
In the example described above, the information providing apparatus 10 is predicted to be affected by the user U01 or the user U01 based on the genetic information G10 of the user U01 and the behavior information R01. Information indicating a disease or the like is generated as state information C10 corresponding to the state of the user U01. However, the embodiment is not limited to this. In other words, if the information providing apparatus 10 generates the state information C10 corresponding to the state of the user U01 based on the genetic information G10 of the user U01 and the behavior information R01, the state information C10 having any content. May be generated.

  As for the contents of the state information C10, any setting is applied depending on what service is provided to the user U01 based on the gene information G10 of the user U01 and the behavior information R01. Is possible. For example, the information providing apparatus 10 can distribute advertisements, shopping, auctions, travel and hotel reservations, news distribution, music and video distribution services, game content distribution, route search, job search, restaurant search, and real estate search. The information providing process described above can be applied to arbitrary services such as recipe search and coupling service. The information providing apparatus 10 may collect arbitrary information as the behavior information R01 as long as it is information indicating the behavior of the user U01 related to the service to which the information provision processing is applied.

  For example, the information providing apparatus 10 learns the relationship between the behavior information R01 of a plurality of users and the gene information G10, and identifies a product that is likely to be purchased by a user having the predetermined gene information G10. Then, when a certain user has the predetermined gene information G10, the information providing apparatus 10 can provide advertisements for products or products that are highly likely to be purchased by the user who has the gene information G10. Information that proposes purchase, that is, state information corresponding to a state in which the user has the gene information G10 may be generated and provided.

  In addition, the information providing apparatus 10 may generate state information for advertising and suggesting products, restaurants, hotels, travel destinations, real estate, games, music, moving images, and the like that the user may like. The information providing apparatus 10 may generate state information including a route search result that the user is likely to search. In addition, the information providing apparatus 10 identifies a company or occupation where a large number of users having the predetermined gene information G10 are working, and gives the information to other users having the gene information G10. Status information suggesting a company or occupation may be generated. In addition, the information providing apparatus 10 identifies a combination of users having good compatibility based on the relationship between the behavior information R01 of a plurality of users and the genetic information G10, and couples the users according to the identified combination. A service may be provided.

  Further, the information providing apparatus 10, when performing advertisements and proposals such as products, restaurants, hotels, travel destinations, real estate, games, music and moving images that the user may like, purchase history, browsing history, A travel history, usage history, viewing history, and the like may be acquired as the behavior information R01. That is, the information providing apparatus 10 may acquire an arbitrary history related to a service to which the information providing process is applied as behavior information.

  Moreover, the information provision apparatus 10 specifies the gene information G10 which the user who is strong in numbers, such as a mathematician and an accountant, has in common based on action information R01. When the information providing apparatus 10 distributes the advertisement to the user having the specified genetic information G10, the information providing apparatus 10 distributes an advertisement including a numerical value indicating the price of the product or service, and has the specified genetic information G10 When an advertisement is distributed to a user who does not, an advertisement that does not include a numerical value indicating a price may be distributed.

  As described above, the information providing apparatus 10 provides any service as long as it generates information according to the state of the user U01 based on the behavior information R01 and the genetic information G10 of the user U01. It is information, and you may produce | generate the status information C10 of arbitrary contents. The contents of such services and the contents of the status information C10 are not limited to the above-described examples, and can be appropriately changed according to the contents of various services.

[4-2. (About issuing warnings)
Here, the information providing apparatus 10 may issue a warning according to the content of the state information C10. For example, when the possibility of a serious disease is high or the possibility of a disease with a high degree of risk is high, the information providing apparatus 10 uses a method that can ensure urgency such as a telephone call. A warning may be output to the person. In addition, when the degree of risk is low, the information providing apparatus 10 may output a warning such as an email to the doctor D01 as well as the user U01.

[4-3. (Maintaining security)
The genetic information G10 and the risk analysis information R10 may correspond to personal information. Therefore, the information providing apparatus 10 may employ various techniques for maintaining security from the viewpoint of protecting personal information. For example, the information providing apparatus 10 may employ biometric authentication when authenticating the user U01 and the doctor D01. The information providing apparatus 10 may store and distribute the genetic information G10 and the risk analysis information R10 in an encrypted state.

[4-4. Device configuration〕
Note that the information providing apparatus 10 may be connected to an arbitrary number of user terminals 100 so as to be communicable, and is connected to an arbitrary number of hospital terminals 200, analyzer terminal 300, and log server 400 so as to be communicable. It may be. Further, the information providing apparatus 10 may be realized by a front-end server that exchanges information with the user terminal 100 and a back-end server that executes information provision processing. In such a case, the registration reception unit 41, the request reception unit 45, and the provision unit 47 shown in FIG. 2 are arranged in the front-end server, and collected together with the databases 31 to 35 in the storage unit 30 in the back-end server. The unit 42, the acquisition unit 43, the generation unit 44, the determination unit 46, and the like are arranged.

[4-5. Others]
In addition, among the processes described in the above embodiment, all or part of the processes described as being automatically performed can be performed manually, or the processes described as being performed manually can be performed. All or a part can be automatically performed by a known method. In addition, the processing procedures, specific names, and information including various data and parameters shown in the document and drawings can be arbitrarily changed unless otherwise specified. For example, the various types of information illustrated in each drawing is not limited to the illustrated information.

  Further, each component of each illustrated apparatus is functionally conceptual, and does not necessarily need to be physically configured as illustrated. In other words, the specific form of distribution / integration of each device is not limited to that shown in the figure, and all or a part thereof may be functionally or physically distributed or arbitrarily distributed in arbitrary units according to various loads or usage conditions. Can be integrated and configured. For example, the request receiving unit 45, the determining unit 46, and the providing unit 47 illustrated in FIG. 2 may be integrated.

  In addition, the above-described embodiments can be appropriately combined within a range in which processing contents do not contradict each other.

[5. program〕
Further, the information providing apparatus 10 according to the embodiment described above is realized by a computer 1000 having a configuration as shown in FIG. 10, for example. FIG. 10 is a diagram illustrating an example of a hardware configuration. The computer 1000 is connected to an output device 1010 and an input device 1020, and an arithmetic device 1030, a primary storage device 1040, a secondary storage device 1050, an output IF (Interface) 1060, an input IF 1070, and a network IF 1080 are connected via a bus 1090. Have

  The arithmetic device 1030 operates based on a program stored in the primary storage device 1040 and the secondary storage device 1050, a program read from the input device 1020, and the like, and executes various processes. The primary storage device 1040 is a memory device such as a RAM that temporarily stores data used by the arithmetic device 1030 for various arithmetic operations. The secondary storage device 1050 is a storage device in which data used for various calculations by the calculation device 1030 and various databases are registered, and is realized by a ROM (Read Only Memory), HDD, flash memory, or the like.

  The output IF 1060 is an interface for transmitting information to be output to an output device 1010 that outputs various types of information such as a monitor and a printer. For example, USB (Universal Serial Bus), DVI (Digital Visual Interface), This is realized by a standard connector such as HDMI (registered trademark) (High Definition Multimedia Interface). The input IF 1070 is an interface for receiving information from various input devices 1020 such as a mouse, a keyboard, and a scanner, and is realized by, for example, a USB.

  The input device 1020 includes, for example, an optical recording medium such as a CD (Compact Disc), a DVD (Digital Versatile Disc), and a PD (Phase change rewritable disk), a magneto-optical recording medium such as an MO (Magneto-Optical disk), and a tape. It may be a device that reads information from a medium, a magnetic recording medium, a semiconductor memory, or the like. The input device 1020 may be an external storage medium such as a USB memory.

  The network IF 1080 receives data from other devices via the network N and sends the data to the arithmetic device 1030, and transmits data generated by the arithmetic device 1030 to other devices via the network N.

  The arithmetic device 1030 controls the output device 1010 and the input device 1020 via the output IF 1060 and the input IF 1070. For example, the arithmetic device 1030 loads a program from the input device 1020 or the secondary storage device 1050 onto the primary storage device 1040, and executes the loaded program.

  For example, when the computer 1000 functions as the information providing device 10, the arithmetic device 1030 of the computer 1000 implements the function of the control unit 40 by executing a program loaded on the primary storage device 1040.

[6. effect〕
As described above, the information providing apparatus 10 acquires the behavior information R01 indicating the behavior of the user U01 on the network and the genetic information G10 of the user U01. And the information provision apparatus 10 produces | generates the status information C10 according to the state of the user U01 based on action information R01 and the gene information G10. For this reason, the information providing apparatus 10 can improve the prediction accuracy of the state information C10.

  In addition to the behavior information R01 and the genetic information G10, the information providing apparatus 10 includes at least one of environmental information R03 indicating the environment of the user U01 and physical information R02 indicating the physical information of the user. Based on the information, state information C10 is generated. For this reason, the information providing apparatus 10 can improve the prediction accuracy of the state information C10.

  Further, the information providing apparatus 10 obtains the state information C10 as the behavior information R01 based on at least one of the contents of the web search by the user U01 or the usage history of the predetermined online shopping mall by the user U01. Generate. For this reason, the information providing apparatus 10 can generate the state information C10 based on the relevance between the behavior information R01 of the user U01 and the genetic information G10.

  Moreover, the information provision apparatus 10 produces | generates the status information C10 which shows the risk which the user U01 has. Therefore, for example, the information providing apparatus 10 can prompt the user U01 to prevent or pay attention to the disease.

  Moreover, the information provision apparatus 10 produces | generates the status information C10 which combined the genetic information G10 as the status information C10. For this reason, the information providing apparatus 10 can provide information serving as a diagnostic index to the doctor D01 or the like.

  Moreover, the information provision apparatus 10 produces | generates the status information C10 which shows the risk which a user has based on the innate characteristic of the user U01 which the gene information G10 shows, and the matching result with action information R01. For this reason, the information providing apparatus 10 is in a state that the risk of suffering from diabetes is high, for example, when the user has a risk of easily becoming diabetic and frequently purchasing foods high in sugar. Information C10 can be provided.

  Further, the information providing apparatus 10 estimates the state of the user U01 based on the behavior information R01 and the genetic information G10, and indicates information to be proposed to the user U01 according to the estimated state. Generate as C10. For this reason, the information provision apparatus 10 can provide various state information C10 according to the state of the user U01.

  Further, the information providing apparatus 10 outputs a predetermined warning when the state information C10 satisfies a predetermined condition. For this reason, the information provision apparatus 10 can perform a quick warning when the risk of the user U01 is urgent.

  In addition, the information providing apparatus 10 provides the state information C10 to the user U01 or other users licensed by the user U01 (for example, the user U02 and the doctor D01). Here, the information provision apparatus 10 changes the range to provide among the status information C10 according to a user. For example, when the other user licensed by the user U01 is a medical person such as the doctor D01, the information providing apparatus 10 provides the entire state information C10 to the other user. On the other hand, the information providing apparatus 10 provides a predetermined part of the state information C10 to the user U01. For this reason, the information providing apparatus 10 can provide information in consideration of accidental findings and the psychological state of the user U01.

  Moreover, the information provision apparatus 10 corrects the method of generating the state information C10 from the behavior information R01 and the gene information G10 based on the difference between the state information C10 generated in the past and the actual state of the user U01. . For this reason, the information providing apparatus 10 can sequentially improve the prediction accuracy of the state information C10.

  The information providing apparatus 10 generates state information C10 from the behavior information R01 and the gene information G10 using a learning device that has learned the relationship between the behavior information R01 and the gene information G10. For this reason, the information provision apparatus 10 can produce | generate the status information C10 of the user U01 from various viewpoints.

  As described above, some of the embodiments of the present application have been described in detail based on the drawings. It is possible to implement the present invention in other forms with improvements.

  Moreover, the above-mentioned “section (module, unit)” can be read as “means”, “circuit”, and the like. For example, the control unit can be read as control means or a control circuit.

DESCRIPTION OF SYMBOLS 10 Information provision apparatus 20 Communication part 30 Storage part 31 Information database for risk analysis 32 Gene information database 33 User classification database 34 User permission database 35 Status information database 40 Control part 41 Registration reception part 42 Collection part 43 Acquisition part 44 Generation part 45 Request receiving unit 46 Determination unit 47 Providing unit 100 User terminal 200 Hospital terminal 300 Analyzing company terminal 400 Log server

Claims (16)

An acquisition unit for acquiring behavior information indicating behavior on a user's network and genetic information of the user;
Based on the behavior information acquired by the acquisition unit and the genetic information, a generation unit that generates state information according to the state of the user,
An information providing apparatus comprising: a providing unit that provides state information generated by the generating unit. The generation unit is based on at least one of environmental information indicating the user's environment or physical information indicating the physical information of the user, in addition to the behavior information and the genetic information. The information providing apparatus according to claim 1, wherein the state information is generated. The generation unit generates the state information based on at least one of a web search content by the user or a usage history of a predetermined online shopping mall by the user as the behavior information. The information providing apparatus according to claim 1, wherein: The information generation apparatus according to claim 1, wherein the generation unit generates state information indicating a risk of the user. The information providing apparatus according to claim 4, wherein the generation unit generates state information obtained by combining the gene information. The said generation part produces | generates the status information which shows the risk which the said user has based on the innate characteristic of the said user which the said gene information shows, and the matching result with the said behavior information. 4. The information providing device according to 4 or 5. The generation unit estimates the state of the user based on the behavior information and the genetic information, and generates information to be proposed to the user as the state information according to the estimated state The information providing apparatus according to any one of claims 1 to 6, wherein the information providing apparatus includes: The information provision according to claim 1, further comprising: an output unit that outputs a predetermined warning when the state information generated by the generation unit satisfies a predetermined condition. apparatus. The information provision according to any one of claims 1 to 8, wherein the providing unit provides the state information to the user or another user licensed by the user. apparatus. The information providing apparatus according to claim 9, wherein the providing unit changes a range to be provided in the state information according to the user. The said provision part provides the said whole state information with respect to the said other user, when the said other user who the said user permitted is a medical staff. The information providing apparatus according to 9 or 10. The information providing apparatus according to any one of claims 9 to 11, wherein the providing unit provides a predetermined range of the state information to the user. . The generation unit corrects a method of generating the state information from the behavior information and the gene information based on a difference between the state information generated in the past and the actual state of the user. The information provision apparatus according to any one of claims 1 to 12. The generation unit generates the state information from the behavior information and the gene information using a learning device that has learned the relationship between the behavior information and the gene information. The information provision apparatus as described in any one. An information providing method executed by the information providing apparatus,
An acquisition step of acquiring behavior information indicating behavior on the network of the user and genetic information of the user;
Based on the behavior information and the genetic information acquired by the acquisition step, a generation step for generating state information related to the state of the user,
A providing step of providing state information generated by the generating step. On the computer,
An acquisition procedure for acquiring behavior information indicating behavior on the user's network and the genetic information of the user;
Based on the behavior information and the genetic information acquired by the acquisition procedure, a generation procedure for generating state information related to the state of the user,
An information providing program for executing a providing procedure for providing status information generated by the generating procedure.

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