Abstract: Methods and systems for displaying a healthcare condition. The methods include receiving at an interface a plurality of inputs of healthcare data associated with a patient, mapping the plurality of inputs of healthcare data to a phenotype using a first ontology system, determining at least one body portion associated with the phenotype using a second ontology system representative of body portions, and generating a first interactive display of the at least one body portion associated with the phenotype.

Abstract: Methods and systems for explaining an output from a machine learning model. The methods include receiving from a machine learning model a probability score, a plurality of features, and a contribution value for each feature; transforming the plurality of features to a reduced number of features; generating at least one cluster of a portion of a population; grouping the patient in the generated cluster; and visually presenting to a user a comparison of the reduced number of features of the profile with the plurality of features associated with the portion of the population to explain the probability score.