Abstract: Systems, methods, and devices for operating an integrated telehealth platform are disclosed herein. In some embodiments, the integrated telehealth platform provides telehealth kits and associated services and sessions, such as diagnostic testing, temperature measurement, and drug screening, to users. The platform can guide the user through the steps of performing such sessions. The platform can analyze the session results, such as a thermometer reading, and/or coordinate delivery of the telehealth kit to a laboratory for further analysis. Based on the analysis result, the platform can provide microbenefits to the user in the form of, for example, discounted or free medication. The platform can communicate with users, proctors, providers, pharmacies, and other entities. The platform can also unlock or lock vehicles based on a drug screening test performed by a potential vehicle operator prior to operation of the vehicle.

Abstract: Systems and methods for remote verification of medication administration are disclosed herein. In some aspects, a system receives a request for verifying administration for a medication including an image. The system may identify regions of interest that include medication identifying features from the image. The system may compare a feature representation of each medication identifying feature to reference feature representations managed by authorized operator devices. The system may identify a matching medication and trigger an image acquisition session to obtain a time-series of images, at least one of the images comprising a patient in proximity to the medication. The system may extract patient features and a posture of the medication in relation to the patient and input the extracted data and entity-issued administration instructions into a model to obtain a set of patient-specific administration instructions.

Abstract: Systems, methods, and devices for operating an integrated telehealth platform are disclosed herein. In some embodiments, the integrated telehealth platform provides telehealth kits and associated services and sessions, such as diagnostic testing, temperature measurement, and drug screening, to users. The platform can guide the user through the steps of performing such sessions. The platform can analyze the session results, such as a thermometer reading, and/or coordinate delivery of the telehealth kit to a laboratory for further analysis. Based on the analysis result, the platform can provide microbenefits to the user in the form of, for example, discounted or free medication. The platform can communicate with users, proctors, providers, pharmacies, and other entities. The platform can also unlock or lock vehicles based on a drug screening test performed by a potential vehicle operator prior to operation of the vehicle.