1. University of Arkansas for Medical Sciences, Class of 2020, College of Medicine Little Rock Arkansas USA
2. Department of Biomedical Informatics University of Arkansas for Medical Sciences Little Rock Arkansas USA
3. Department of Otolaryngology – Head and Neck Surgery Southern Illinois University School of Medicine Springfield Illinois USA