Lifestyle management supporting apparatus and lifestyle management supporting method
10930394 ยท 2021-02-23
Assignee
- Omron Corporation (Kyoto, JP)
- Omron Healthcare Co., Ltd. (Kyoto, JP)
- Kyushu University, National University Corporation (Fukuoka, JP)
Inventors
- Eriko Kan (Kyoto, JP)
- Mika KIJIMUTA (Kyoto, JP)
- Sho Nagayoshi (Kyoto, JP)
- Yoshinori MASAKI (Fukuoka, JP)
Cpc classification
G16H20/70
PHYSICS
G16H20/00
PHYSICS
A61B5/165
HUMAN NECESSITIES
G09B7/10
PHYSICS
A61B5/02055
HUMAN NECESSITIES
A61B5/14532
HUMAN NECESSITIES
A63B24/0062
HUMAN NECESSITIES
H04L51/046
ELECTRICITY
G09B5/02
PHYSICS
G09B19/00
PHYSICS
International classification
A61B5/0205
HUMAN NECESSITIES
G09B19/00
PHYSICS
G09B5/02
PHYSICS
A63B24/00
HUMAN NECESSITIES
A61B5/16
HUMAN NECESSITIES
G09B7/10
PHYSICS
G16H20/00
PHYSICS
Abstract
A lifestyle management supporting apparatus: acquires lifestyle-related information related to the lifestyle of a subject person; determines a psychological state index value which indicates a level of self-efficacy for the lifestyle improvement, based on the lifestyle-related information; determines a behavioral state index value which indicates a level of behavioral achievement for the lifestyle improvement, based on the lifestyle-related information; determines a type of the subject person by using a classification by axes of indexes including the psychological state index and the behavioral state index; and provides control unit providing support information conforming to the type of the subject person.
Claims
1. A lifestyle management supporting apparatus for providing support information to support lifestyle improvement of a subject person, the apparatus comprising: a lifestyle-related information acquiring unit configured to acquire lifestyle-related information which is related to the lifestyle of the subject person; a psychological state evaluating unit configured to determine a value of a psychological state index which indicates a level of self-efficacy for the lifestyle improvement, based on the lifestyle-related information of the subject person; a behavioral state evaluating unit configured to determine a value of a behavioral state index which indicates a level of behavioral achievement for the lifestyle improvement, based on the lifestyle-related information of the subject person; a type determining unit configured to determine a type of the subject person, based on the value of the psychological state index and the value of the behavioral state index of the subject person by using a classification by a plurality of axes of indices including the psychological state index and the behavioral state index; a message storing unit configured to store in advance a plurality of messages, which respectively correspond to a plurality of information sources that influence self-efficacy; and an information providing control unit configured to provide support information matching the type of the subject person to a terminal device of the subject person, wherein the type determining unit classifies the subject person into one of a plurality of types including: type 1 having high self-efficacy and high behavioral achievement; type 2 having low self-efficacy and high behavioral achievement; type 3 having high self-efficacy and low behavioral achievement; and type 4 having low self-efficacy and low behavioral achievement, by using a plurality of axes of indexes including the psychological state index and the behavioral state index, wherein the information providing control unit has a table in which relative priority levels among the plurality of information sources are defined for each type, and a function to provide a message, which is read from the message storing unit, as the support information, and when a message to provide to the subject person is selected from the plurality of messages, the information providing control unit selects an information source based on a probability in accordance with the relative priority level corresponding to the type of the subject person, and then selects a message corresponding to the selected information source, and wherein the information providing control unit is further configured to: display a button together with the message on the terminal device to cause the subject person to input a response to the message; acquire a response from the subject person inputted by the button; record for each information source a response rate, which is a ratio of the messages of which response from the subject person is positive, with respect to the total number of messages provided to the subject person; and change the relative priority levels among the four information sources, based on the response rate of each information source, so that the priority level of an information source having a relative high response rate becomes high.
2. The lifestyle management supporting apparatus according to claim 1, wherein the message storing unit stores in advance a plurality of messages, which respectively correspond to achievement experience, substitute experience, verbal persuasion, and physiological/emotional uplift, which are four information sources that influence self-efficacy.
3. The lifestyle management supporting apparatus according to claim 1, wherein the information providing control unit: selects a message corresponding to the achievement experience with priority over messages corresponding to other information sources when the subject person is type 1, selects a message corresponding to the achievement experience and a message corresponding to the verbal persuasion with priority over messages corresponding to other information sources when the subject person is type 2, selects a message corresponding to the substitute experience and a message corresponding to the physiological/emotional uplift with priority over messages corresponding to other information sources when the subject person is type 3, and selects a message corresponding to the achievement experience and a message corresponding to the substitute experience with priority over messages corresponding to other information sources when the subject person is type 4.
4. The lifestyle management supporting apparatus according to claim 1, wherein the information providing control unit changes frequency of providing the support information to the subject person, depending on the type of the subject person.
5. The lifestyle management supporting apparatus according to claim 1, wherein the information providing control unit has a function to present, as the support information, the type of the subject person determined by the type determining unit.
6. The lifestyle management supporting apparatus according to claim 1, wherein the lifestyle-related information includes response data to a questionnaire on lifestyle filled out by the subject person.
7. The lifestyle management supporting apparatus according to claim 1, wherein the lifestyle-related information includes measurement data which is acquired by measuring behavior or biological information on the subject person.
8. A lifestyle management supporting method for providing support information to support lifestyle improvement of a subject person, the method comprising: a step in which a computer acquires lifestyle-related information which is related to the lifestyle of the subject person; a step in which the computer determines a value of a psychological state index which indicates a level of self-efficacy for the lifestyle improvement, based on the lifestyle-related information of the subject person; a step in which the computer determines a value of a behavioral state index which indicates a level of behavioral achievement for the lifestyle improvement, based on the lifestyle-related information of the subject person; a step in which the computer determines a type of the subject person, based on the value of the psychological state index and the value of the behavioral state index of the subject person by using a classification by a plurality axes of indices including the psychological state index and the behavioral state index; a step in which the computer selects a message to be provided to the subject person from a message storing unit configured to store in advance a plurality of messages, which respectively correspond to a plurality of information sources that influence self-efficacy; and a step in which the computer provides support information including the selected message to a terminal device of the subject person, wherein in the step of determining the type of the subject person, the subject person is classified into one of a plurality of types including: type 1 having high self-efficacy and high behavioral achievement; type 2 having low self-efficacy and high behavioral achievement; type 3 having high self-efficacy and low behavioral achievement; and type 4 having low self-efficacy and low behavioral achievement, by using a plurality of axes of indexes including the psychological state index and the behavioral state index, wherein an information source is selected based on a probability in accordance with the relative priority level corresponding to the type of the subject person by referring to a table in which relative priority levels among the plurality of information sources are defined for each type, and then a message corresponding to the selected information source is changed selected when a message to be provided to the subject person is selected from the plurality of messages, and wherein the computer: displays a button together with the message on the terminal device to cause the subject person to input a response to the message; acquires a response from the subject person inputted by the button; records for each information source a response rate, which is a ratio of the messages of which response from the subject person is positive, with respect to the total number of messages provided to the subject person; and changes the relative priority levels among the four information sources, based on the response rate of each information source, so that the priority level of an information source having a relative high response rate becomes high.
9. A non-transitory computer readable medium that stores a program causing a computer to execute each step of the lifestyle management supporting method according to claim 8.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
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DESCRIPTION OF THE EMBODIMENTS
(11) Preferred embodiments of the present invention will now be described in detail with reference to the drawings.
(12) (General Configuration of System)
(13)
(14) The terminal device 2 is a terminal operated by the subject person 4, and has an interface (e.g. touch panel, keyboard, display) to input/output information for the subject person 4, and a communication function to communicate data between the lifestyle management supporting apparatus 1 and a measuring device 3. The data communication system can be such a system as wireless LAN, USB communication, NFC communication and Bluetooth. For the terminal device 2, a smartphone, a tablet terminal, a personal computer or the like can be used. The terminal device 2 however is not limited to these devices, but may be a dedicated terminal. The measuring device 3 may also function as the terminal device 2.
(15) The measuring device 3 is a device to measure behavioral or biological information of the subject person 4. A device which measures behavior is, for example: a pedometer which measures a number of steps and walking time; an activity amount meter which measures physical activity amount and exercise intensity; a sleep sensor which measures the sleeping state and sleeping time; a calorie mater which calculates calories of a meal; and a camera which photographs a meal (image recording). A device which measures biological information is, for example: a weight and body composition meter which measures the weight, body composition (body fat percentage, muscle mass), basal metabolism, BMI and the like; an adipometer which measures subcutaneous fat thickness; a blood sugar meter which measures the blood sugar level; a sphygmomanometer which measures blood pressure and pulse rate; a clinical thermometer which measures body temperature; and a heart rate meter which measures heart rate or the like. In
(16) The lifestyle management supporting apparatus 1 is an apparatus that provides various functions and services to support the lifestyle improvement of the subject person 4. The functions and services that are provided are, for example: recording health diagnosis and health guidance; creating lifestyle improvement program (setting behavioral goals and schedule); displaying recorded/transition graph of measurement data of behavioral/biological information; and providing support information to the subject person 4. In the following, provisions of the support information, which are functions unique to this embodiment, will primarily be described, and the description of other functions will be omitted.
(17) (Configuration of Lifestyle Management Supporting Apparatus)
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(19) The lifestyle-related information acquiring unit 10 has a function to acquire information related to the lifestyle of the subject person 4 (called lifestyle-related information) from the terminal device 2 or the like. In this embodiment, the response data to the questionnaire filled out by the subject person 4 and the measurement data acquired by the measuring device 3 are used as the lifestyle-related information. The psychological state evaluating unit 11 has a function to evaluate the psychological state of the subject person 4 based on the lifestyle-related information, and the behavioral state evaluating unit 12 has a function to evaluate the behavioral state of the subject person 4 based on the lifestyle-related information. The type determining unit 13 has a function to determine a type of the subject person 4 in terms of the way they work on the lifestyle improvement based on the psychological state and the behavioral state. The information providing control unit 14 has a function to provide the support information matching the type of the subject person 4, and the message storing unit 15 is a data base that stores, in advance, message which are provided as the support information. The subject person data storing unit 16 is a data base that stores the personal information of the subject person (e.g. ID, name, gender, age, height, weight, mail address), information related to lifestyle improvement (e.g. the behavioral plan and goal, the type of working on the lifestyle improvement), response data to the questionnaire, measurement data acquired by the measuring device 3 and the like. Details on these functions will be described later.
(20) The lifestyle management supporting apparatus 1 of this embodiment can be configured using a general purpose computer, constituted by a CPU (central processing unit), memory, hard disk, communication device, input/output I/F and the like. Various functions depicted in
(21) (Operation of Lifestyle Management Supporting Apparatus)
(22) (1) User Registration
(23) A person who is interested in using this system accesses a registration web page of the lifestyle management supporting apparatus 1 using the terminal device 2, and performs user registration by inputting necessary information, such as name, gender, age, height, weight and mail address. When the user registration completes, the subject person ID is assigned. Then the subject person 4 logs in to the lifestyle management supporting apparatus 1 using the assigned ID, enters the lifestyle improvement program, and sets a behavioral plan and goal, for example. A specific example could be losing 5 kg of weight in six months, walking at least 10,000 steps a day, and maintaining a caloric intake of a maximum 2500 kcal per day. The information that is inputted and set here is registered in the subject person data storing unit 16.
(24) (2) Acquiring Measurement Data
(25) When the subject person 4 measures their own behavioral or biological information using the measuring device 3, this measurement result is recorded in an internal memory of the measuring device 3, along with the measurement date and time. This measurement data is transmitted from the measuring device 3 to the terminal device 2 automatically, or according to the operation by the subject person 4. If the measuring device 3 has no communication function, the subject person 4 may manually input the measurement result, acquired by the measuring device 3 and the measurement date and time, to the terminal device 2.
(26) The terminal device 2 attaches the user ID to the measurement data, and transmits this data to the lifestyle management supporting apparatus 1. When the measurement data is received via a network, the lifestyle-related information acquiring unit 10 of the lifestyle management supporting apparatus 1 determines the subject person 4 to whom this data belongs, based on the user ID, and stores this measurement data in the subject person data storing unit 16. Because of this structure, the measurement data of the subject person 4 is stored in a time-series.
(27) (3) Conducting Questionnaire
(28) The lifestyle-related information acquiring unit 10 can conduct a questionnaire on the lifestyle with the subject person 4. The questionnaire may be filled out at user registration, or may be filled out periodically at predetermined intervals after the system starts up, or may be filled out at a timing desired by the subject person 4.
(29) For example, the lifestyle-related information acquiring unit 10 distributes a Web-based questionnaire or questionnaire application to the terminal device 2. The subject person 4 inputs responses to the questions on the screen of the terminal device 2. The response may be inputted by the subject person, or may be inputted by a third party (e.g. public health nurse).
(30) The questions are set in accordance with the purpose of the questionnaire. If the purpose is to know self-efficacy in terms of exercise, possible questions may be, for example, Can you exercise even when tired? Can you exercise even when busy?
And if the purpose is to know self-efficacy in terms of diet, possible questions may be, for example, Can you control diet on holidays? Can you control eating and drinking at dinner parties and drinking parties?
(31) A survey with a questionnaire may be conducted on whether behavioral goals on diet, exercise and sleep were achieved, and the degree to which the behavioral goals were achieved to date, asking, for example, Did you achieve the target 10,000 steps today? Did you have a second helping at dinner? Were there at least four days last week when the goal was achieved?
As for answers in the questionnaire, not only can a choice of YES/NO be input, but the content of the executed behavior (e.g. number of steps, consumed calories) may be input as well.
(32) The terminal device 2 attaches the user ID to the response data of the questionnaire, and transmits this data to the lifestyle management supporting apparatus 1. When the response data is received via a network, the lifestyle-related information acquiring unit 10 determines the identity of the subject person 4 related to this data based on the user ID, and stores this response data in the subject person data storing unit 16. Because of this structure, the questionnaire result from the subject person 4 can be collected.
(33) (4) Type Classification of Subject Person
(34) In this system, self-efficacy is used as an index to evaluate the psychological state of the subject person 4. Self-efficacy, a concept advocated by psychologist Albert Bandura, refers to a conviction or prospect on how well a required behavior to generate a certain result can be implemented. Individuals control their ideas, emotions and behavior of their self through self-efficacy. In medical fields, self-efficacy is recognized as a concept to effectively manage behavior change in order to improve lifestyle, and it is believed that considering a way to improve the self-efficacy of the subject person 4 is very effective to improve the motivation of the person, and to change and sustain the behavior of that person.
(35) According to Albert Bandura, self-efficacy is influenced by four information sources: achievement experience, substitute experience, verbal persuasion, and physiological/emotional uplift. Achievement experience refers to the success experience or failure experience in the past caused by performing a particular behavior. The achievement experience is a most powerful and most effective information source since information on the degree of accomplishment is directly provided. Substitute experience refers to a substitute experience by observing the state of success or failure of other individuals. Verbal persuasion refers to a teaching or confirmation by others to provide confidence of an accomplishment. By being influenced through the language of others, a person can be made aware and receive confidence that they have a certain capability. Physiological/emotional uplift is the information generated by partially sensing a physical capability, strength, function and the like via each part of the body, and judging this information. This means that the senses of the body of this person caused by performing a certain behavior become the information sources. For example, if this behavior is physical activity or exercise, the sensation of cardiopulmonary functions and the muscle senses can be major information sources.
(36) In this way, the four information sources (achievement experience, substitute experience, verbal persuasion, physiological/emotional uplift) influence the acquisition and improvement of self-efficacy. However, it has become clear that the influence levels of these four information sources are not the same for every one, since effective information sources differ depending on the personal and behavioral characteristics of an individual. For example, even among individuals who have high self-efficacy and high willingness and confidence, some individuals are types that seriously work on the lifestyle improvement each day, and others are types that are insensitive to an impending crisis and do not take action easily. In the case of the former type, providing the achievement experience is effective as the information source, but in the case of the latter type, the substitute experience may be more effective than the achievement experience.
(37) Therefore in this system, the types who work on the lifestyle improvement are classified based on the psychological state (level of self-efficacy) and the behavioral state (level of behavioral achievement), and the priority levels of the information sources to be provided are controlled in accordance with the type of the subject person 4.
(38)
(39) The type may be classified in terms of lifestyle improvement in general, or classified in terms of an individual lifestyle. In the latter, classification can be based on the types of the way of working to improve dietary habits, types of the way to working to improve exercise habits, and types of the way of working to improve sleep habits. Lifestyle may be further subdivided.
(40)
(41) Processing of determining the type of the subject person 4 will be described next with reference to the flow chart in
(42) In step S10, the psychological state evaluating unit 11 reads the necessary data from the lifestyle-related information of the subject person 4 stored in the subject person data storing unit 16, and evaluates the level of the self-efficacy of the subject person 4 by analyzing this data. The state index, to indicate the level of self-efficacy (called psychological state index), can be designed in accordance with the type of the lifestyle-related information to be used, the purpose of the type classification and the like.
(43) For example, in the case of using the above mentioned response data of the questionnaire on self-efficacy, points are assigned to each question in advance. Then the psychological state evaluating unit 11 determines the total points of the response data of the subject person 4, and regards this total score as the value of the psychological state index. Alternatively, the psychological state evaluating unit 11 may regard the measurement frequency, number of times of measurement, dispersion of measurement time or the like in the measurement data of the subject person 4, as the psychological state index. This is because as self-efficacy becomes higher, such a tendency as measuring weight more frequently or measuring weight at the same time each day appears. Needless to say, a plurality of indices may be combined, or an index determined from the response data of the questioner and an index determined from the measurement data may be combined. In this case, the value of the psychological state index may be calculated from a plurality of indices using an operation to determine an average, a sum total, a weight average, the weighted sum or the like, and a function.
(44) In step S11, the behavioral state evaluating unit 12 reads the necessary data from the lifestyle-related information of the subject person 4 stored in the subject person data storing unit 16, and evaluates the level of the behavioral achievement of the subject person 4 by analyzing this data. The behavioral achievement concerns behaviors which the subject person 4 actually performed to improve lifestyle, and high behavioral achievement refers to the sufficient effort to improve lifestyle (in other words, lifestyle is good), and low behavioral achievement refers to sufficient that was not made to improve lifestyle (in other words, lifestyle is not good). The state index to indicate the level of behavioral achievement (called behavioral state index) can be designed in accordance with the type of the lifestyle-related information to be used, the purpose of the type classification and the like.
(45) The indexes that can be extracted from the measurement data are, for example, the weight difference between morning and night, consumed calories per day, meal time, number of steps, exercise intensity, walking distance, walking time, sleeping efficiency, sleeping hours, and target behavior execution rate. The index value may be a value in one measurement data, or an average value in a plurality of times of measurement data (e.g. measurement data in most recent 7 days). A dispersion (e.g. standard deviation) or a change amount in a plurality of the times of measurement data may be used as the index value. In this case, it is preferable to consider the days of the week and time zones. For example, behavior on holidays may be evaluated with a higher weight by determining a weighted average with assigning a higher weight to holidays than to weekdays. Further, the evaluation may be sub-divided by using only the measurement data in a specified time zone, or the measurement data on a specific day of the week, for calculating the index calculation.
(46) If a questionnaire inquiring about the behavioral achievement of the subject person 4 has been filled out, as mentioned above, the behavioral state evaluating unit 12 may determine the behavioral state index value based on the response data of the questionnaire. Needless to say, a plurality of indices may be combined, or an index determined based on the response data of the questionnaire and an index determined from measurement data may be combined. In this case, the value of the behavioral state index may be calculated from a plurality of indices using an operation to determine an average, a sum total, a weighted average, a weighted sum or the like, and a function. For example, if the behavioral state index value LS on exercise is calculated using a function of a walking distance in a day, exercise intensity and walking time, as in LS= (walking distance, exercise intensity, walking time) then the level of the behavioral achievement of the subject person 4 can be evaluated accurately.
(47) Then in step S12, the type determining unit 13 compares the psychological state index value ES acquired in step S10 with a threshold TH1, and determines as psychological state: HIGH if ESTH1, as psychological state: LOW if ES<TH1. Further, the type determining unit 13 compares the behavioral state index value LS acquired in step S11 with a threshold TH2, and determines as behavioral state: HIGH if LSTH2, and as behavioral state: LOW if LS<TH2. Then the type determining unit 13 determines which one, type 1 to type 4, that the subject person 4 corresponds to, based on the combination of the HIGH/LOW of the psychological state and the HIGH/LOW of the behavioral state.
(48) The thresholds TH1 and TH2 may be determined based on the result of the experiments of the examinees, or may be determined from static data, such as based on an average Japanese or average user of this system. For example, if a number of steps is used as the behavioral state index, then the average number of steps of a Japanese, that is, man: 7100 steps; woman: 6300 steps (the result of National Health and Nutrition Examination Survey, 2012) may be used as the threshold TH2. The threshold TH2 may be changed depending on each attribute, since the exercise amount and the basal metabolism are different depending on gender, age, occupation, physical constitution and the like.
(49) The type of working on the lifestyle improvement can be determined for the subject person 4 by the above processing. The determined type is registered in the subject person data storing unit 16. The type determining processing in
(50) The information providing control unit 14 may present the type of the subject person 4 when necessary (step S13). By notifying their type, the subject person 4 can have the opportunity to recognize and be aware of their way of working on the lifestyle improvement. Knowing the type of the subject person 4 can also help such health care providers as a physician and public health nurse to provide efficient and effective health guidance.
(51)
(52) (5) Information Providing Control Matching the Type of Subject Person
(53) The support information providing control matching the type of the subject person 4 will be described next. The information providing control unit 14 has a function to transmit the support information (messages) to each subject person (person executing the lifestyle improvement program) in accordance with the lifestyle improvement state of the subject person. A frequency, a number of times and a timing of providing the support information are predetermined. However, if the frequency of providing information is defined in the information source priority table (see
(54)
(55) The operation of the information providing control unit 14 will be described with reference to the flow chart in
(56) The information providing control unit 14 determines the type of the information source to be provided to the subject person 4 (step S23). At this time, the information providing control unit 14 determines the type of the information source to provide in accordance with probability, based on the priority levels defined in the information source priority table (see
(57) Then the information providing control unit 14 extracts only a rule (message) corresponding to the information source determined in step S23, out of the rules selected in step S22 (step S24). If a plurality of rules are extracted, the information providing control unit 14 selects one rule at random, out of the plurality of rules. Whether a message was transmitted in the past and a number of times of a transmission may be added as conditions.
(58) Finally, the information providing control unit 14 transmits the message corresponding to the rule selected in step S24 to the terminal device 2 of the subject person 4 (step S25). The message may be transmitted as an email, or may be displayed on an application of the terminal device 2, or may be displayed on a browser web page of the terminal device 2. By this information providing control, the type of the information source that is provided with priority can be controlled in accordance with the type of the subject person 4.
(59) (Advantage of this Embodiment)
(60) According to the configuration of this embodiment described above, the type of the subject person 4, in terms of working on the lifestyle improvement, can be determined based on the psychological state (level of self-efficacy) and the behavioral state (level of behavioral achievement) of the subject person 4, so as to provide support information matching the type of the subject person 4. Therefore compared with the conventional methods which consider only the psychological state, support information that matches the personality and the behavioral characteristics of the subject person 4 more so can be provided. Further, an information source matching the type of the subject person 4 is provided with priority, hence the self-efficacy of the subject person 4 can be improved effectively, and a behavioral change to improve lifestyle and continuation of the changed behavior can be promoted.
(61) (Modification)
(62) In the above embodiment, the fixed information source priority table (
(63) The information providing control unit 14 provides such a response acquisition button as I like it!/Not so sure, and prompt the subject person 4 to input a response when the message is displayed on the terminal device 2.
(64) When a certain amount of response results is stored, the information providing control unit 14 calculates and records the ratio of the messages, for which positive responses were received, with respect to the total number of provided messages (response rate) for each type of information source.
(65) Based on the response rate, the information providing control unit 14 updates the priority of each information source. For example, the priority level can be updated using the following transformation formula.
Updated priority level=default priority level+(response rateaverage of response rates of four information sources)coefficient
The coefficient is a parameter to control the degree of changes, and can be freely set. The lowest row of the table in
(66) According to this configuration, the types of information sources to which the subject person 4 positively responded (in other words, the influence on improving self-efficacy of the subject person 4 is large) can be learned, and the ratio of providing messages corresponding to this information source can be increased automatically. As a result, a more effective support information can be provided. Further, a structure to change the configuration or the content of the message may be provided for the information source, to which the response rate is low. For example, if the content of the message corresponding to the information source to which response rate is low is changed to a content that is personally suitable for the subject person, then self-efficacy can be effectively improved.
(67) (Other)
(68) The above mentioned configuration of this embodiment is merely an example of the present invention, and is not intended to limit the scope of the invention. The present invention can be carried out by various configurations within a scope of the technical concept thereof.
(69) For example, in the above embodiment, the two indices (the psychological state index and the behavioral state index) are used as the state index to evaluate the state of the subject person in terms of lifestyle improvement, but other state indices may be used. For example, an index related to social factors (e.g. occupation, income, residential area) of the subject person, or an index related to physical factors (e.g. diseases, disabilities) of the subject person may be used as the state index. Any state index may be used, but it is preferable to evaluate the state of the subject person by multi-axial classification using a plurality of different state indices, in order to accurately understand the type of the subject person. The type classification, the information source priority table, the message table and the like are merely examples, and are not intended to limit the invention.