Activity charting when using personal artificial intelligence assistants including differentiating a patient from a different person based on audio associated with toiletting

A method, comprising:

• identifying a patient and a behavior related to a health condition for the patient that is tracked in an electronic health chart;
• capturing, via an Artificial Intelligence (AI) assistant device, audio from an environment;
• capturing, via a sensor separate from the AI assistant device, a reading from the environment;
• determining, via a machine learning model provided by the AI assistant device and based on the audio and the reading, that an event associated with the behavior has occurred in the environment;
• establishing a secure connection with a charting repository located remotely from the AI assistant device;
• and
• adding the event to the electronic health chart associated with the patient maintained by the charting repository.

A method, comprising:

• capturing, via an Artificial Intelligence (AI) assistant device, audio from an environment;
• dividing, via a machine learning model provided by the AI assistant device, the audio into environmental sounds and speech sounds;
• analyzing the environmental sounds by the machine learning model to determine whether a person has performed a behavior associated with a health condition tracked in a health chart for a patient;
• analyzing the speech sounds by the machine learning model to determine whether the patient or a different person performed the behavior;
• and
• in response to determining that the patient performed the behavior:
• establishing a secure connection with a charting repository located remotely from the AI assistant device;
• and
• indicating in the health chart associated with the patient maintained by the charting repository that the patient performed the behavior.

An Artificial Intelligence (AI) assistant device, comprising:

• a microphone configured to capture audio from an environment;
• a machine learning model configured to determine, based on the audio, that a patient has performed an event in the environment related to the health of the patient;
• a network interface configured to:
• establish a secure connection with a charting repository located remotely from the AI assistant device;
• and
• add the event to a health chart associated with the patient maintained by the charting repository.