Abstract: Systems and methods for generating and delivering personalized healthcare insights are provided. In one embodiment, a method includes determining, with a processor, healthcare insights based on a knowledge graph constructed from data from a heterogeneous plurality of data sources, generating, with the processor and a machine learning model, a plurality of healthcare recommendations for a user based on the healthcare insights, selecting, with the processor, at least one healthcare recommendation from the plurality of healthcare recommendations based on user behavior, and outputting, to a user device for display to the user, the at least one healthcare recommendation. In this way, a large number of healthcare insights and recommendations may be determined for users, but only a subset of such healthcare insights and recommendations may be selectively provided to and personalized for users.

Abstract: Systems and methods for healthcare insights with knowledge graphs are provided. In one example, a method includes constructing, with a processor, a knowledge graph with data from a heterogeneous plurality of data sources, generating, with the processor, healthcare insights from the knowledge graph, and outputting, to a user device for display to a user, a healthcare recommendation based on the healthcare insights. In this way, various types of data may be used to efficiently provide personalized healthcare recommendations for users.