User interface mechanisms for prediction error recovery

A head-mounted device, comprising:

• one or more sensors;
• one or more displays;
• one or more programs, wherein the one or more programs are stored in memory and configured to be executed by one or more processors, the one or more programs including instructions for:
• obtaining, via the one or more sensors, input data including user activity data;
• determining a recommendation for a user, wherein the recommendation is based on the input data and historical activity data of a plurality of users including the user;
• generating a user interface (UI) including one or more selectable UI elements, wherein:
• in accordance with a determination that the recommendation satisfies a first confidence threshold, a first set of selectable UI elements of the one or more selectable UI elements includes one or more of a first selectable UI element for generating a new recommendation, a second selectable UI element for modifying the recommendation, and a third selectable UI element for combination thereof, and
• in accordance with a determination that the recommendation satisfies a second confidence threshold, a second set of selectable UI elements of the one or more selectable UI elements includes, at least, the first selectable UI element for generating a new recommendation;
• causing the one or more displays to present the UI and the recommendation, wherein the UI includes at least one of the first set of selectable UI elements or the second set of selectable UI elements;
• detecting a user input selecting one of the first selectable UI element, the second selectable UI element, or the third selectable UI element from the UI;
• generating, based on the user input, a response including one of a new recommendation, a modified recommendation, or a combination thereof;
• and
• causing the one or more displays to present the response via the UI.

A method, comprising:

• obtaining, via one or more sensors, input data including user activity data;
• determining a recommendation for a user, wherein the recommendation is based on the input data and historical activity data of a plurality of users including the user;
• generating a user interface (UI) including one or more selectable UI elements, wherein:
• in accordance with a determination that the recommendation satisfies a first confidence threshold, a first set of selectable UI elements of the one or more selectable UI elements includes one or more of a first selectable UI element for generating a new recommendation, a second selectable UI element for modifying the recommendation, and a third selectable UI element for combination thereof, and
• in accordance with a determination that the recommendation satisfies a second confidence threshold, a second set of selectable UI elements of the one or more selectable UI elements includes, at least, the first selectable UI element for generating a new recommendation;
• causing a display of a head-mounted device to present the UI and the recommendation, wherein the UI includes at least one of the first set of selectable UI elements or the second set of selectable UI elements;
• detecting a user input selecting one of the first selectable UI element, the second selectable UI element, or the third selectable UI element from the UI;
• generating, based on the user input, a response including one of a new recommendation, a modified recommendation, or a combination thereof;
• and
• causing the display of the head-mounted device to present the response via the UI.