Information generating device, information providing system, information providing method, and program

Claims

1. an acquisition unit that acquires sensor data including acceleration and angular velocity measured by a measurement device mounted on the footwear of at least one person to be managed; a risk estimation unit that estimates a disease risk for each disease of at least one of the managed individuals using the acquired sensor data; a proposal information generation unit that generates proposal information including health measures according to disease risks of at least one of the managed individuals; an output unit that outputs the generated proposal information.

2. The risk estimation unit a calculation unit that calculates a gait index using the sensor data; an estimation unit that inputs data including the gait index calculated using the sensor data into a disease risk estimation model that outputs a disease risk score indicating the degree of disease risk for each disease in response to input of data including the gait index, and estimates disease risk information according to the disease risk score output from the disease risk estimation model.

3. The proposal information generation unit The information generating device according to claim 2, wherein the health measure corresponding to the disease risk score of at least one of the managed persons is estimated using a health measure estimation model that outputs the health measure in response to input of the disease risk score.

4. The proposal information generation unit The information generation device according to claim 3, wherein the health measure estimation model is customized to suit the working style of the managed person, and the health measure is estimated according to the disease risk score of at least one of the managed persons.

5. The proposal information generation unit The information generation device according to claim 3, wherein the health measure estimation model is customized to suit the industry of the organization to which the managed persons belong, and the health measure is estimated according to the disease risk score of at least one of the managed persons.

6. the health measure estimation model and the disease risk estimation model are models trained using a machine learning technique, The disease risk estimation model is The information generating apparatus of claim 3 , including an incomplete heterogeneous variational autoencoder.

7. An information generating device according to any one of claims 1 to 6; The measuring device, The measuring device is An information provision system that is installed on the footwear of at least one of the managed persons, measures acceleration and angular velocity, generates the sensor data using the measured acceleration and angular velocity, and transmits the generated sensor data to the information generation device.

8. The information generating device 8. The information providing system according to claim 7, wherein the proposed information including the health measures optimized for the organization is displayed on a screen of a terminal device used in an organization to which the person to be managed belongs.

9. The computer Acquire sensor data including acceleration and angular velocity measured by a measuring device mounted on the footwear of at least one person to be managed; Using the acquired sensor data, estimate a disease risk for each disease for at least one of the managed individuals; generating proposal information including health measures according to disease risks for at least one of the managed persons; An information generating method for outputting the generated proposal information.

10. A process of acquiring sensor data including acceleration and angular velocity measured by a measurement device mounted on the footwear of at least one person to be managed; A process of estimating a disease risk for each disease related to at least one of the managed individuals using the acquired sensor data; A process of generating proposal information including health measures according to disease risks of at least one of the managed individuals; and outputting the generated proposal information.