Methods and systems for interactively counseling a user with respect to supervised content

A method comprising:

• receiving, by one or more computing devices, data describing one or more activity patterns of a user with respect to at least one of the one or more computing devices;
• receiving, by the one or more computing devices, data indicating one or more responses of the user to one or more prompts for objective information about at least one of their physical or mental health;
• determining, by the one or more computing devices and based at least in part on the data describing the one or more activity patterns of the user with respect to the at least one of the one or more computing devices, the data indicating the one or more responses of the user to the one or more prompts for objective information about the at least one of their physical or mental health, and one or more unsupervised machine learning (ML) models, a proxy of a subjective mental health state of the user;
• and
• updating, by the one or more computing devices, the one or more unsupervised ML models based at least in part on one or more determined correlations between the proxy of the subjective mental health state of the user and data describing one or more subsequent activity patterns of the user with respect to at least one of the one or more computing devices.

A system comprising:

• one or more processors;
• and
• a memory storing instructions that when executed by the one or more processors cause the system to perform operations comprising:
• determining, based at least in part on one or more machine learning (ML) models, that one or more interfaces displayed to a user include content of a content type designated by a content supervisor of the user for identification;
• responsive to determining that the one or more interfaces displayed to the user include the content of the content type designated for identification, generating data representing a graphical user interface (GUI) for presentation to the user, the GUI indicating detection of the content of the content type and comprising interactive educational material counseling the user with respect to the content type, the interactive educational material comprising a game configured to assess cognitive decline of the user associated with viewing the content of the content type;
• and
• determining, based at least in part on one or more interactions of the user with the game, a measure of cognitive decline of the user associated with viewing the content of the content type.