Background: Ten to twenty percent of U.S. hospitalizations are avoidable, driven by clinical uncertainty, social factors, or lack of access to ambulatory care [1-3]. These unnecessary admissions result in significant human and financial costs, including in-hospital errors, wasteful spending, and medical debt [4-7]. With hospital occupancy reaching critical levels, we designed and launched the Olive [...]

Background: Ten to twenty percent of U.S. hospitalizations are avoidable, driven by clinical uncertainty, social factors, or lack of access to ambulatory care [1-3]. These unnecessary admissions result in significant human and financial costs, including in-hospital errors, wasteful spending, and medical debt [4-7]. With hospital occupancy reaching critical levels, we designed and launched the Olive [...]