A framework for inferring and analyzing pharmacotherapy treatment patterns.

Background: To discover pharmacotherapy prescription patterns and their statistical associations with outcomes through a clinical pathway inference framework applied to real-world data.

Methods: We apply machine learning steps in our framework using a 2006 to 2020 cohort of veterans with major depressive disorder (MDD). Outpatient antidepressant pharmacy fills, dispensed inpatient antidepressant medications, emergency department visits, self-harm, and all-cause mortality data were extracted from the Department of Veterans Affairs Corporate Data Warehouse.

Training Psychiatrists in New Mexico: Reflections from Psychiatry Residents Who Participated in a Rural Track Versus a Traditional Program Alone over the Past Decade.

Objective: With over 60% of rural Americans living in mental health professional shortage areas, there is a need for providing psychiatry residents training experiences in rural communities with the goal of increasing the likelihood that they will end up practicing in those same communities following graduation. The purpose of this study was to survey previous and current psychiatry residents, with the goal of describing the impact of the program on rural track residents compared to those in the traditional residency track.

Methods: Psychiatry residents 2010-2020 completed an online survey.