Methods and Systems for Providing Diagnosis Assistance Using Similarity Search Bi-Directional Communications to Resolve Indeterminate Diagnoses

An example computer-implemented method for providing diagnosis assistance includes receiving initial data associated with a diagnostic test result of a subject, selecting from among a plurality of machine-learning logic a machine-learning logic for execution based on a type of the diagnostic test result, determining by executing the machine-learning logic and based on the initial data a similarity between the initial data and diagnostic test result data stored in a database, based on the similarity between the initial data and the diagnostic test result data being within a similarity threshold providing an inquiry for display at the remote computing device to solicit additional information useful to resolve the undetermined outlier, receiving input data from the remote computing device in response to the inquiry, and storing the input data in the database.