Data processing device and data processing system

Abstract

We provide a data processing device and a data processing system that support users in taking concrete actions to improve their health. [Solution] The data processing device includes an input unit that acquires biometric data transmitted from a necklace-type terminal worn by a user, a processing unit that inputs the biometric data and a prompt instructing the generation of an action plan for the user's health management based on the biometric data into a data generation model and acquires the action plan output from the data generation model, and an output unit that outputs the action plan to the necklace-type terminal.

Description

Technical Field

[0001] The technology of the present disclosure relates to a data processing apparatus and a data processing system.

Background Art

[0002] Patent Document 1 discloses a persona chatbot control method performed by at least one processor, the method including steps of receiving a user utterance, adding the user utterance to a prompt including an instruction sentence related to an explanation of a character of the chatbot, encoding the prompt, and inputting the encoded prompt into a language model to generate a chatbot utterance as a response to the user utterance.

Prior Art Documents

Patent Documents

[0003]

Patent Document 1

Summary of the Invention

Problems to be Solved by the Invention

[0004] However, in the prior art, there is room for improvement in terms of assisting a user to take specific actions towards health improvement, such as proposing a specific action plan for the user's health management.

Means for Solving the Problems

[0005] A first aspect of the technology of this disclosure is a data processing device including: an input unit that acquires biometric data transmitted from a necklace-type terminal worn by a user; a processing unit that inputs the biometric data and a prompt instructing the generation of an action plan for the user's health management based on the biometric data to a data generation model and acquires the action plan output from the data generation model; and an output unit that outputs the action plan to the necklace-type terminal.

[0006] A second aspect of the technology of the present disclosure is a data processing device of the first aspect, wherein the input unit acquires user utterances obtained by the necklace-type terminal with respect to the action plan, the processing unit inputs a prompt to the data generation model to instruct the action plan to be changed based on the user utterance if the user utterance indicates that the action plan should be changed, acquires a new action plan output from the data generation model, and the output unit outputs the new action plan to the necklace-type terminal.

[0007] A third aspect of the technology of the present disclosure is a data processing device of the second aspect, wherein the prompt for instructing a change to the action plan also includes a sentence for instructing an analysis of whether the user utterance indicates a prompt for a change to the action plan.

[0008] A fourth aspect of the technology of the present disclosure is a data processing system including a data processing device according to any one of the first to third aspects and a necklace-type terminal, wherein the necklace-type terminal includes a sensor for detecting the user's biometric data, a microphone, a data acquisition unit for collecting the outputs of the sensor and the microphone, respectively, and a communication unit for transmitting the outputs of the sensor and the microphone collected by the data acquisition unit to the data processing device. [Brief explanation of the drawing]

[0009] [Figure 1]This is a conceptual diagram showing an example of the configuration of a data processing system. [Figure 2] This is a conceptual diagram showing an example of the main functions of a data processing device and a necklace-type terminal. [Figure 3] This is a side view showing the configuration of a necklace-type terminal. [Figure 4] This is a top view showing the configuration of a necklace-type terminal. [Figure 5] The functional configuration of the control unit of the necklace-type terminal is shown in general terms. [Figure 6] The functional configuration of a specific processing unit of a data processing device is shown in general terms. [Figure 7] An example of the operation flow of a specific process by the data processing device according to the first embodiment is schematically shown. [Figure 8] An example of the operation flow of a specific process by the data processing device according to the second embodiment is schematically shown. [Modes for carrying out the invention]

[0010] Hereinafter, an example of an embodiment of the data processing device, data processing method, and program relating to the technology of this disclosure will be described with reference to the attached drawings.

[0011] First, let's explain the terminology used in the following explanation.

[0012] In the following embodiments, the signed processor (hereinafter simply referred to as "processor") may be a single arithmetic unit or a combination of multiple arithmetic units. Furthermore, the processor may be a single type of arithmetic unit or a combination of multiple types of arithmetic units. Examples of arithmetic units include a CPU (Central Processing Unit), a GPU (Graphics Processing Unit), a GPGPU (General-Purpose computing on Graphics Processing Units), or an APU (Accelerated Processing Unit).

[0013] In the following embodiments, the tagged RAM (Random Access Memory) is a memory in which information is temporarily stored and is used as a work memory by a processor.

[0014] In the following embodiments, the tagged storage is one or more non-volatile storage devices that store various programs, various parameters, and the like. Examples of non-volatile storage devices include flash memories (SSDs (Solid State Drives)), magnetic disks (e.g., hard disks), or magnetic tapes.

[0015] In the following embodiments, the tagged communication I / F (Interface) is an interface including a communication processor, an antenna, and the like. The communication I / F controls communication between a plurality of computers. Examples of communication standards applied to the communication I / F include wireless communication standards including 5G (5th Generation Mobile Communication System), Wi-Fi (registered trademark), or Bluetooth (registered trademark).

[0016] In the following embodiments, "A and / or B" is synonymous with "at least one of A and B". That is, "A and / or B" means that it may be only A, only B, or a combination of A and B. Also, in this specification, when expressing three or more matters connected by "and / or", the same concept as "A and / or B" is applied.

[0017] [First Embodiment] FIG. 1 shows an example of the configuration of a data processing system 10 according to the first embodiment.

[0018] As shown in FIG. 1, the data processing system 10 includes a data processing device 12 and a necklace-type terminal 14. An example of the data processing device 12 is a server. In the present embodiment, the data processing device 12 is an example of the "data processing device" according to the technology of the present disclosure, and the necklace-type terminal 14 is an example of the "necklace-type terminal" according to the technology of the present disclosure.

[0019] The data processing device 12 includes a computer 22, a database 24, and a communication I / F 26. The computer 22 is an example of the "computer" according to the technology of the present disclosure. The computer 22 includes a processor 28, a RAM 30, and a storage 32. The processor 28, the RAM 30, and the storage 32 are connected to a bus 34. Also, the database 24 and the communication I / F 26 are connected to the bus 34. The communication I / F 26 is connected to a network 54. Examples of the network 54 include a WAN (Wide Area Network) and / or a LAN (Local Area Network).

[0020] The necklace-type terminal 14 includes a computer 36, a microphone 38, a sensor 39, a speaker 40, a camera 42, and a communication I / F 44. The computer 36 includes a processor 46, a RAM 48, and a storage 50. The processor 46, the RAM 48, and the storage 50 are connected to a bus 52. Also, the microphone 38, the speaker 40, and the camera 42 are connected to the bus 52.

[0021] The user 20 who is the wearer of the necklace-type terminal 14 may be, for example, a patient who is the subject of a health diagnosis or an ordinary user.

[0022] The microphone 38 picks up the voice emitted by the user 20, who is wearing the necklace-type terminal 14, as well as sounds around the user 20. The microphone 38 also receives instructions from the user 20 by receiving the voice emitted by the user 20. The microphone 38 captures the voice emitted by the user 20, converts the captured voice into audio data, and outputs it to the processor 46. The speaker 40 outputs audio according to the instructions from the processor 46. The speaker 40 is, for example, a directional speaker and outputs audio towards the user 20's ears.

[0023] Sensor 39 is a sensor that detects biometric data of user 20, who is wearing the necklace-type terminal. For example, sensor 39 may be a heart rate sensor or a blood oxygen sensor. Alternatively, sensor 39 may measure user 20's blood pressure, blood glucose level, body temperature, glucose, and respiration.

[0024] Camera 42 is a small digital camera equipped with an optical system including a lens, aperture, and shutter, and an image sensor such as a CMOS (Complementary Metal-Oxide-Semiconductor) image sensor or a CCD (Charge Coupled Device) image sensor, and captures images of the area around the user 20 (for example, an imaging range defined by a field of view equivalent to the width of a typical healthy person's field of vision).

[0025] Communication interface 44 is connected to network 54. Communication interfaces 44 and 26 are responsible for the exchange of various types of information between processor 46 and processor 28 via network 54.

[0026] Figure 2 shows an example of the main functions of the data processing device 12 and the necklace-type terminal 14.

[0027] As shown in Figure 2, in the data processing device 12, specific processing is performed by the processor 28. The storage 32 stores a specific processing program 56. The processor 28 reads the specific processing program 56 from the storage 32 and executes the read specific processing program 56 on the RAM 30. The specific processing is realized by the processor 28 operating as a specific processing unit 290 according to the specific processing program 56 executed on the RAM 30.

[0028] The storage 32 stores the data generation model 58. The data generation model 58 is used by the specific processing unit 290. The storage 32 also includes a data storage unit 54.

[0029] In the necklace-type terminal 14, data acquisition processing is performed by the processor 46. The storage 50 stores the data acquisition program 60. The processor 46 reads the data acquisition program 60 from the storage 50 and executes the read data acquisition program 60 on the RAM 48. The data acquisition processing is realized by the processor 46 operating as a control unit 46A according to the data acquisition program 60 executed on the RAM 48.

[0030] As shown in Figures 3 and 4, the necklace-type terminal 14 includes multiple microphones 38, multiple sensors 39, multiple speakers 40, and multiple cameras 42. Figures 3 and 4 show an example where two microphones 38 are positioned in front of the user 20 when the user 20 wears the necklace-type terminal 14. They also show an example where two sensors 39 are positioned to the right and left of the user 20 when the user 20 wears the necklace-type terminal 14. They also show an example where two speakers 40 are positioned to the right rear and left rear of the user 20 when the user 20 wears the necklace-type terminal 14. They also show an example where two cameras 42 are positioned to the right front and left front of the user 20 when the user 20 wears the necklace-type terminal 14. Finally, they show an example where two sensors 39 are positioned inside the necklace-type terminal 14 so as to contact the user 20's neck when the user 20 wears the necklace-type terminal 14.

[0031] Next, we will explain the processing of the control unit 46A when the necklace-type terminal 14 performs data collection processing to collect data.

[0032] In this embodiment, the data collection process collects the user's biometric data in real time. Furthermore, it collects not only biometric data but also all surrounding environment data. This makes it possible to detect early signs of conditions such as Alzheimer's disease and dementia. It also allows for monitoring of the user's health status (e.g., heart disease).

[0033] As shown in Figure 5, the control unit 46A includes a data acquisition unit 100 and a communication unit 102.

[0034] The data acquisition unit 100 collects the outputs of the microphone 38, sensor 39, and camera 42, respectively.

[0035] The communication unit 102 transmits the outputs of the microphone 38, sensor 39, and camera 42, which are collected by the data acquisition unit 100, to the data processing unit 12.

[0036] Next, we will describe the processing of the specific processing unit 290 when the data processing device 12 performs specific processing to obtain a response corresponding to a user utterance.

[0037] In the specific processing in this embodiment, a response corresponding to the user utterance picked up by the microphone 38 of the necklace-type terminal 14 is obtained using the data generation model 58.

[0038] As shown in Figure 6, the specific processing unit 290 includes an input unit 292, a processing unit 294, and an output unit 296.

[0039] The input unit 292 stores the outputs of the microphone 38, sensor 39, and camera 42, respectively, received from the necklace-type terminal 14, in the data storage unit 54.

[0040] The input unit 292 acquires user utterances received by the necklace-type terminal 14. Specifically, it acquires user utterances picked up by the microphone 38 of the necklace-type terminal 14.

[0041] The processing unit 294 performs specific processing using the data generation model 58. Specifically, it inputs a prompt including user utterances to the data generation model 58 and obtains a generation result. At this time, the outputs of the sensor 39 and camera 42 collected by the data acquisition unit 100 may also be included in the prompt.

[0042] The output unit 296 transmits the result of the specific processing to the necklace-type terminal 14. In the necklace-type terminal 14, the control unit 46A causes the speaker 40 to output the result of the specific processing. In this way, a response corresponding to the user utterance picked up by the microphone 38 is output to the user 20 by the speaker 40. The microphone 38 further acquires the user utterance in response to the result of the specific processing. The control unit 46A transmits the audio data indicating the user utterance acquired by the microphone 38 to the data processing unit 12. In the data processing unit 12, the specific processing unit 290 acquires the user utterance.

[0043] Data generation model 58 is a so-called generative AI (Artificial Intelligence). An example of data generation model 58 is ChatGPT (registered trademark) (Internet search).<URL: https: / / openai.com / blog / chatgpt> ), Gemini (registered trademark) (Internet search) <url: https: gemini.google.com ?hl="ja">Examples of generative AI include those described above. The data generation model 58 is obtained by performing deep learning on a neural network. The data generation model 58 is input with prompts containing instructions, and with inference data such as audio data representing speech, text data representing text, and image data representing images. The data generation model 58 infers from the input inference data according to the instructions shown by the prompts, and outputs the inference results in data formats such as audio data and text data. Here, inference refers to, for example, analysis, classification, prediction, and / or summarization.

[0044] The outputs of the microphone 38, sensor 39, and camera 42 stored in the data storage unit 54 are used, for example, to diagnose the health status of user 20. In this case, the outputs of the microphone 38, sensor 39, and camera 42 stored in the data storage unit 54 may be transmitted to a terminal on the medical institution's side. Alternatively, the data processing device 12 may analyze the outputs of the microphone 38, sensor 39, and camera 42 stored in the data storage unit 54 to diagnose the health status of user 20.

[0045] Next, the operation of the data processing system 10 will be explained.

[0046] First, let's explain an example of the data collection process flow.

[0047] When user 20 is wearing the necklace-type terminal 14, the data acquisition unit 100 sequentially collects the outputs of the microphone 38, sensor 39, and camera 42. The communication unit 102 sequentially transmits the outputs of the microphone 38, sensor 39, and camera 42 collected by the data acquisition unit 100 to the data processing unit 12.

[0048] Next, an example of the flow of a specific process will be explained with reference to Figure 7. Here, the input unit 292 of the data processing device 12 sequentially acquires the outputs of the microphone 38, sensor 39, and camera 42 received from the necklace-type terminal 14 and stores them in the data storage unit 54.

[0049] In step S300, the processing unit 294 determines whether a predetermined trigger condition is met. Specifically, the trigger condition may be that the user utterance picked up by the microphone 38 contains a specific word (for example, the name of the agent installed in the necklace-type terminal 14) or a phrase (for example, "Hi! XX" (where XX is the name of the agent)).

[0050] If the trigger condition is met in step S300 (step S300; Yes), the data processing system 10 proceeds to step S301. On the other hand, if the trigger condition is not met in step S300 (step S300; No), the data processing system 10 terminates the specific processing.

[0051] In step S301, the processing unit 294 generates a prompt by adding an instruction to obtain the result of a specific process to the text representing the user utterance picked up by the microphone 38.

[0052] For example, a prompt such as "The user is speaking as follows: XXX. Please respond as the agent." (XXX is the user's speech) can be generated. Alternatively, the outputs of sensor 39 and camera 42 can be added to the prompt to generate a prompt such as "This is biometric data representing the user's heart rate and video data representing the user's surroundings. The user is also speaking as follows: XXX. Please respond as the agent." (XXX is the user's speech)

[0053] In step S303, the processing unit 294 inputs the generated prompt to the data generation model 58 and obtains the result of a specific process based on the output of the data generation model 58.

[0054] In step S304, the output unit 296 outputs the result of the specific processing to the necklace-type terminal 14 and terminates the specific processing.

[0055] [Second Embodiment] A second embodiment of the disclosed technology will now be described. The configurations of the data processing system 10, the data processing device 12, and the necklace-type terminal 14 are the same as in the first embodiment (see Figures 1 to 4), so their description will be omitted. Also, the processing of the control unit 46A when the necklace-type terminal 14 performs data collection processing to collect data is the same as in the first embodiment (see Figure 5), so its description will be omitted.

[0056] Referring to Figure 6, the processing of the specific processing unit 290 when the data processing device 12 according to the second embodiment performs specific processing to acquire a response corresponding to a user utterance will be described.

[0057] The input unit 292 stores the outputs of the microphone 38, sensor 39, and camera 42, received from the necklace-type terminal 14, in the data storage unit 54. In other words, the input unit 292 acquires biometric data transmitted from the necklace-type terminal 14 worn by the user 20.

[0058] The input unit 292 acquires user utterances received by the necklace-type terminal 14. Specifically, it acquires user utterances picked up by the microphone 38 of the necklace-type terminal 14. In other words, the input unit 292 acquires user utterances acquired by the necklace-type terminal 14 in relation to the action plan described later.

[0059] The processing unit 294 performs specific processing using the data generation model 58. Specifically, the processing unit 294 inputs the biometric data acquired by the input unit 292 and a prompt instructing the data generation model 58 to generate an action plan for user 20 health management based on the biometric data. The data generation model 58 outputs an action plan corresponding to the prompt. The processing unit 294 acquires the action plan output from the data generation model 58.

[0060] Examples of prompts include phrases such as, "Please propose an action plan for managing the user's health based on their biometric data."

[0061] Examples of action plans include exercise plans, meal plans, sleep improvement plans, and / or daily behavioral patterns. For example, if user 20 has high blood pressure, the action plan could include exercise and meal plans to alleviate the high blood pressure. Also, if user 20 is sleep-deprived, the action plan could include exercise and meal plans to improve sleep deprivation. Furthermore, the action plan may include not only a plan for managing user 20's physical health but also a plan for managing user 20's mental health.

[0062] Furthermore, the processing unit 294 provides feedback to the data generation model 58 using the user utterance acquired by the input unit 292, which corresponds to the action plan obtained as described above and output by the output unit 296 to the necklace-type terminal 14.

[0063] Specifically, the processing unit 294 inputs a prompt to the data generation model 58 that includes an instruction to analyze whether the user utterance indicates a need to change the action plan, and, if the user utterance indicates a need to change the action plan, an instruction to change the action plan based on the user utterance. That is, the prompt instructing the change of the action plan also includes a sentence instructing the analysis of whether the user utterance indicates a need to change the action plan. If the user utterance indicates a need to change the action plan, the data generation model 58 outputs a new action plan corresponding to the prompt. In this case, the processing unit 294 obtains the new action plan output from the data generation model 58. If the user utterance does not indicate a need to change the action plan, for example, the data generation model 58 outputs text indicating that the action plan will not be changed. The processing unit 294 may also perform the analysis of whether the user utterance indicates a need to change the action plan using a natural language processing model obtained in advance by machine learning, separate from the data generation model 58.

[0064] Examples of prompts include sentences such as, "Analyze whether the user utterance prompts a change in the action plan. If the user utterance prompts a change in the action plan, propose a new action plan for the user's health management." For example, if the action plan proposed to user 20 is an exercise plan, and the user utterance indicates a reduction in exercise intensity, such as "Please do lighter exercises," the new action plan will be an exercise plan with a lower intensity than the previously proposed action plan.

[0065] The output unit 296 outputs (i.e., transmits) the action plan generated by the processing unit 294 as a result of the specific processing to the necklace-type terminal 14. In the necklace-type terminal 14, the control unit 46A causes the speaker 40 to output the result of the specific processing. In this way, the speaker 40 outputs a response corresponding to the user utterance picked up by the microphone 38 to the user 20. The microphone 38 further acquires the user utterance in response to the result of the specific processing. The control unit 46A transmits the audio data indicating the user utterance acquired by the microphone 38 to the data processing unit 12. The data processing unit 12 acquires the user utterance.

[0066] In this way, through the interactive communication between the user 20 and the data processing system 10, the action plan proposed by the data processing system 10 to the user 20 becomes personalized to the user 20. As a result, more accurate and effective health management becomes possible by proposing an appropriate action plan to the user 20.

[0067] Furthermore, if the output unit 296 is able to communicate with a mobile terminal such as a smartphone that is linked to the necklace-type terminal 14, the output unit 296 may also output the results of the specific processing to the mobile terminal. In addition, if the user 20 has given prior consent to data linkage with a specific hospital, the output unit 296 may output the user 20's biometric data and the action plan proposed to the user 20 to the system of the specific hospital.

[0068] Furthermore, the processing unit 294 may generate an action plan using not only the user 20's biometric data but also the user 20's lifestyle data, such as daily exercise levels, dietary content, and sleep patterns.

[0069] Furthermore, the processing unit 294 may evaluate the health status of the user 20 using the biometric data acquired by the input unit 292. In this case, the output unit 296 may output the evaluation result of the user 20's health status to the necklace-type terminal 14. For example, the processing unit 294 may input the biometric data acquired by the input unit 292 and a prompt instructing the data generation model 58 to evaluate the health status of the user 20 using the biometric data, and then acquire the evaluation result output from the data generation model 58.

[0070] Next, the operation of the data processing system 10 will be described. Note that the data collection process is the same as in the first embodiment, so its explanation will be omitted.

[0071] Next, an example of the flow of a specific process according to the second embodiment will be described with reference to Figure 8. Here, the input unit 292 of the data processing device 12 sequentially acquires the outputs of the microphone 38, sensor 39, and camera 42 received from the necklace-type terminal 14 and stores them in the data storage unit 54. Steps in Figure 8 that perform the same processing as in Figure 7 are denoted by the same reference numerals and their explanation is omitted.

[0072] If the trigger condition is met in step S300 (step S300; Yes), the data processing system 10 proceeds to step S400. On the other hand, if the trigger condition is not met in step S300 (step S300; No), the data processing system 10 terminates the specific processing.

[0073] In step S400, the processing unit 294 generates a prompt, as described above, instructing the system to generate an action plan for user 20's health management based on biometric data. In step S402, the processing unit 294 inputs the biometric data acquired by the input unit 292 and the prompt generated in step S400 into the data generation model 58. The processing unit 294 then retrieves the action plan output from the data generation model 58 in response to the prompt.

[0074] In step S404, the output unit 296 outputs the action plan generated in step S402 to the necklace-type terminal 14. In step S406, the processing unit 294 generates a prompt that includes an instruction to analyze whether the user utterance acquired by the input unit 292 corresponds to the action plan output in step S404 and prompts whether the user utterance prompts a change to the action plan, and, if the user utterance prompts a change to the action plan, an instruction to change the action plan based on the user utterance.

[0075] In step S408, the processing unit 294 inputs the prompt generated in step S406 to the data generation model 58. The processing unit 294 obtains the output of the data generation model 58 corresponding to the prompt. In step S410, the processing unit 294 determines whether the output of the data generation model 58 obtained in step S408 is a new action plan. In step S410, if the output of the data generation model 58 is a new action plan (step S410; Yes), the data processing system 10 proceeds to step S412. On the other hand, in step S410, if the output of the data generation model 58 is not a new action plan (step S410; No), the data processing system 10 terminates the specific processing.

[0076] In step S412, the output unit 296 outputs the new action plan obtained in step S410 to the necklace-type terminal 14 and terminates the specific processing.

[0077] The above description primarily focuses on the functions of the data processing device 12 in relation to this disclosure. However, the system related to this disclosure is not necessarily implemented on a server. The system related to this disclosure may be implemented as a general information processing system. This disclosure may be implemented, for example, as a software program that runs on a personal computer or as an application that runs on a smartphone. The method related to this disclosure may be provided to users in SaaS (Software as a Service) format.

[0078] In the embodiments described above, examples were given in which a specific process is performed by a single computer 22. However, the technology of this disclosure is not limited thereto, and a distributed processing method for the specific process may be used, which may involve multiple computers, including computer 22.

[0079] In the embodiments described above, examples were given in which the specific processing program 56 is stored in the storage 32, but the technology of this disclosure is not limited thereto. For example, the specific processing program 56 may be stored in a portable, computer-readable, non-temporary storage medium such as a USB (Universal Serial Bus) memory. The specific processing program 56 stored in the non-temporary storage medium is installed in the computer 22 of the data processing device 12. The processor 28 executes specific processing according to the specific processing program 56.

[0080] Alternatively, the specific processing program 56 may be stored in a storage device such as a server connected to the data processing device 12 via the network 54, and the specific processing program 56 may be downloaded and installed on the computer 22 in response to a request from the data processing device 12.

[0081] Furthermore, it is not necessary to store the entirety of the specific processing program 56 in a storage device such as a server connected to the data processing device 12 via the network 54, or to store the entirety of the specific processing program 56 in the storage 32; it is acceptable to store only a portion of the specific processing program 56.

[0082] The following types of processors can be used as hardware resources to perform specific processing. Examples of processors include a CPU, a general-purpose processor that functions as a hardware resource to perform specific processing by executing software, i.e., a program. Other examples of processors include dedicated electrical circuits, such as FPGAs (Field-Programmable Gate Arrays), PLDs (Programmable Logic Devices), or ASICs (Application Specific Integrated Circuits), which have circuit configurations specifically designed to perform specific processing. All of these processors have built-in or connected memory, and all of them perform specific processing by using memory.

[0083] The hardware resource that performs a specific process may consist of one of these various processors, or it may consist of a combination of two or more processors of the same or different types (for example, a combination of multiple FPGAs, or a combination of a CPU and an FPGA). Alternatively, the hardware resource that performs a specific process may consist of a single processor.

[0084] Examples of configurations using a single processor include, firstly, a configuration in which one or more CPUs and software are combined to form a single processor, and this processor functions as a hardware resource that performs a specific process. Secondly, there is a configuration using a processor that realizes the functions of the entire system, including multiple hardware resources that perform a specific process, on a single IC chip, as exemplified by SoCs (System-on-a-chip). In this way, a specific process is realized using one or more of the above types of processors as hardware resources.

[0085] Furthermore, the hardware structure of these various processors can more specifically utilize electrical circuits that combine circuit elements such as semiconductor devices. Also, the specific processing described above is merely an example. Therefore, it goes without saying that unnecessary steps can be deleted, new steps added, or the processing order rearranged, as long as it does not deviate from the main purpose.

[0086] The descriptions and illustrations presented above are detailed explanations of the technical aspects of this disclosure and are merely examples of the technical aspects. For example, the above descriptions of the structure, function, operation, and effect are examples of the structure, function, operation, and effect of the technical aspects of this disclosure. Therefore, it goes without saying that you may delete unnecessary parts, add new elements, or replace elements in the descriptions and illustrations presented above, as long as you do not deviate from the essence of the technical aspects of this disclosure. Furthermore, in order to avoid confusion and facilitate understanding of the technical aspects of this disclosure, explanations of common technical knowledge and the like that do not require special explanation to enable the implementation of the technical aspects of this disclosure have been omitted from the descriptions and illustrations presented above.

[0087] All documents, patent applications, and technical standards described herein are incorporated by reference to the same extent as if each individual document, patent application, and technical standard were specifically and individually noted to be incorporated by reference. [Explanation of Symbols]

[0088] 10 Data Processing Systems 12 Data Processing Devices 14 Necklace-type terminal 38 Microphones 39 Sensors 40 speakers 42 cameras 46A Control Unit 100 Data Acquisition Unit 102 Communications Department 290 Specific Processing Unit 292 Input section 294 Processing Unit 296 Output section< / url:>

Claims

1. An input unit that acquires biometric data transmitted from a necklace-type terminal worn by the user, A processing unit inputs the aforementioned biometric data and a prompt instructing the data generation model to generate an action plan for the user's health management based on the biometric data, and obtains the action plan output from the data generation model. An output unit that outputs the aforementioned action plan to the necklace-type terminal, A data processing device that includes a data processing device.

2. The input unit acquires user utterances obtained by the necklace-type terminal in relation to the action plan. If the processing unit determines that the user utterance prompts a change in the action plan, it inputs a prompt to the data generation model instructing the change in the action plan based on the user utterance, and obtains the new action plan output from the data generation model. The output unit outputs the new action plan to the necklace-type terminal. The data processing device according to claim 1.

3. The prompt instructing a change to the action plan also includes a sentence instructing the analysis to determine whether the user utterance indicates a need to prompt a change to the action plan. The data processing device according to claim 2.

4. A data processing system comprising a data processing device according to any one of claims 1 to 3 and a necklace-type terminal, The aforementioned necklace-type terminal is A sensor that detects the user's biometric data, Microphone and, A data acquisition unit that collects the outputs of the sensor and the microphone, A communication unit transmits the outputs of the sensor and the microphone, respectively, collected by the data acquisition unit, to the data processing unit. A data processing system that includes this.

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