Abstract: According to some aspects, a method for at-home diagnostic testing and treatment can include receiving, from a first data source, forecast information, the forecast information indicating a projected infection trend; receiving, from a second data source, a risk profile; receiving, from a third data source, a selection of one or more individuals; converting the selection of one or more individuals to a format compatible with a fourth data source; requesting, from the fourth data source, health information associated with at least one of the one or more individuals; receiving, from the fourth data source, health information of at least one of the one or more individuals; determining, for each of the one or more individuals, a risk score, wherein the risk score is based at least in part on the health information and the forecast information; and determining that a risk score of an individual meets the risk profile.

Abstract: This disclosure relates to systems, methods, and devices for patient privacy and healthcare productivity enhancement. In some embodiments, a method can include receiving a request to begin a remote medical session, initiating the remote medical session, receiving a plurality of feature vectors representative of one or more images, and generating one or more reconstructed images using the received feature vectors. In some embodiments, a patient can respond to one or more questions. In some embodiments, the patient's responses can be automatically evaluated.