Abstract: Multi-modal shortness of breath systems and methods are described. In aspects, one or more devices may be utilized to collect data associated with the user, such as audio data (e.g., speech pattern, breath, etc.) and motion data (e.g., walking, exercising, etc.) that overlaps in time with the audio data. Further, an assessment system may analyze both the audio data and the motion data collected by the one or more devices to provide an overall health and/or fitness metric for the user.

Abstract: The present disclosure generally relates to providing content including fitness-related content.

Abstract: The subject system may be implemented by a processor circuit configured to receive a request for generating a workout schedule that includes one or more workout sessions and one or more workout content items associated with the one or more workout sessions. The request includes one or more workout session preferences and one or more workout content preferences. The processor circuit is configured to generate a schedule framework based on the one or more workout session preferences, the schedule framework comprising one or more scheduled workout sessions on one or more days of a week, generate the workout schedule by selecting, for each respective scheduled workout session in the schedule framework, a workout content item from a set of workout content items based at least in part on the one or more workout content preferences, and provide an indication of at least a portion of the workout schedule.