Systems and methods for an optimized user interface

A computing system comprising:

• one or more processors;
• and
• non-transitory computer-readable media storing instructions that when executed by the one or more computer processors, causes the computing system to perform operations comprising:
• causing presentation of a graphical user interface, the graphical user interface being associated with patient health data, wherein the graphical user interface is configured to:
• display one or more user interface elements, wherein each user interface element is associated with one or more logging actions and one or more classifications;
• receive information identifying a logging action and at least one classification associated with the logging action;
• generate by the processor, one or more models based on the received information, wherein at least one model comprises:
• a probability distribution of the one or more logging actions for a combination of the one or more classifications, wherein the probability distribution is created by assigning a probability to each of the one or more logging actions based on a weighted sum of a likelihood that a user will select at least one logging action from the one or more logging actions;
• based on the generated one or more models, automatically associate the one or more user interface elements with one or more logging actions based on the assigned probability of each logging action;
• and
• update the graphical user interface with at least a portion of the one or more user interface elements, wherein the updated graphical user interface displays one or more logging actions based on the likelihood that a user will select the logging action.