Eliciting Insights From Chat Logs of the 25X5 Symposium to Reduce Documentation Burden: Novel Application of Topic Modeling

Amanda J Moy   ¹ , MPhil, MPH, MA ;   Jennifer Withall   ² , BSN, PhD ;   Mollie Hobensack   ² , BSN, MPhil ;   Rachel Yeji Lee   ² , BSN, PhD ;   Deborah R Levy   ^{3, 4} , MD, MPH ;   Sarah C Rossetti   ^{1, 2} , BSN, PhD ;   S Trent Rosenbloom   ⁵ , MD, MPH ;   Kevin Johnson   ^{6, 7} , MD, MS ;   Kenrick Cato   ^{2, 8, 9} , BSN, PhD

¹ Department of Biomedical Informatics, Columbia University, New York, NY, United States

² School of Nursing, Columbia University, New York, NY, United States

³ School of Medicine, Yale University, New Haven, CT, United States

⁴ Veteran’s Affairs Connecticut Health Care System, Pain, Research, Informatics, Multi-morbidities Education Center, West Haven, CT, United States

⁵ Department of Biomedical Informatics, Vanderbilt University, Nashville, TN, United States

⁶ Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, Philadelphia, PA, United States

⁷ Department of Computer and Information Science, University of Pennsylvania, Philadelphia, PA, United States

⁸ Department of Emergency Medicine, Columbia University Irving Medical Center, New York, NY, United States

⁹ Department of Biomedical and Health Informatics, Children’s Hospital of Philadelphia, Philadelphia, PA, United States