Abstract: Systems, methods, and devices identify members of a cohort, as one example. In embodiments, medical professionals may seek to identify patents who suffer from, or are likely to suffer from, a condition, even if patients are not associated with a diagnoses or a recorded description of the condition, or medical professionals may seek to confirm the inclusion of members in a cohort. Embodiments include considering hypothetical factors that may indicate whether a patient has a condition, performing regression analyses to obtain a set of initial cohorts and likelihoods that they will experience the condition, and user interaction(s) to identify members, for example patients with a higher likelihood of developing a condition. Outputs include, in embodiments, treatment plans or updates for a patent such as medications or appointments, tests to be performed on physical samples, or input(s) for a manufacturing process, such as three-dimensional printing using biological or other materials.

Abstract: Technologies are provided for dynamically engaging with individuals, family members, guardians, and/or caretakers to increase the return of unused controlled substances to one or more collection centers. After receiving an indication that a first medication has been prescribed and that the medication is a controlled substance, various sets of data are identified to determine one or more collection centers within a predetermined distance from the individual for return of unused medications. Additionally, a stop date for the first medication is determined and a message is transmitted to the individual on a user interface to remind the individual of a stop date for the medicine and to return unused medications to the designated collection centers.