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Determining appropriate staffing and resources for mass gathering events (MGEs) such as college football games is challenging. Objective: We sought to create a model predictive of patient volumes at collegiate football games to help aid emergency medical services (EMS) in appropriate health care services planning. Methods: A retrospective review was conducted of patient EMS medical records from 99 Division I collegiate football games played across fourteen football seasonsdoi:10.30542/jcems.2021.04.01.03 fatcat:xnfpjhwl7nb5rknxjswsadr2xe