AMIA 2017 Annual Symposium Washington, DC, USA 4 - 8 November 2017 Volume 1 of 3 ISBN: 978-1-5108-5307-2 Printed from e-media with permission by: Curran Associates, Inc. 57 Morehouse Lane Red Hook, NY 12571 Some format issues inherent in the e-media version may also appear in this print version. Copyright© (2017) by American Medical Informatics Association All rights reserved. Printed by Curran Associates, Inc. (2018) For permission requests, please contact American Medical Informatics Association at the address below. American Medical Informatics Association 4720 Montgomery Lane, Suite 500 Bethesda, Maryland 20814 USA Phone: (301) 657-1291 Fax: (301) 657-1296 www.amia.org Additional copies of this publication are available from: Curran Associates, Inc. 57 Morehouse Lane Red Hook, NY 12571 USA Phone: 845-758-0400 Fax: 845-758-2633 Email: [email protected] Web: www.proceedings.com TABLE OF CONTENTS VOLUME 1 Enabling Interoperability between Healthcare Devices and EHR Systems.................................................................................................1 Swapna Abhyankar ; Paul Schluter ; Kathryn Bennett ; Daniel J. Vreeman ; Clement J. McDonald Applying a Process-based Framework to examine Interunit Patient Transfers .........................................................................................3 Joanna Abraham ; Shirley Burton ; Imade Ihianle Medical Benefit Drug Claims: Assessing the NDC Documentation Gap .....................................................................................................5 Terrence J. Adam ; Bithia Anderson ; Angeline Carlson ; Mahsa Salsabili ; Glenn Trygstad ; Stephen Schondelmeyer Advanced Use of EHRs in US Hospitals and the Emergence of a Digital "Use" Divide ............................................................................7 Julia Adler-Milstein ; A J. Holmgren Phenotyping Physiologic Measurement of Lung Function in a Large Electronic Health Record Using Automated Tools.....................................................................................................................................................................................................................9 Kathleen M. Akgün ; Keith Sigel ; Kei Cheung ; Farah Kidwai-Khan ; Alex K. Bryant ; Cynthia Brand ; Amy C. Justice ; Kristina Crothers Why Predicting Postprandial Glucose Using Self-monitoring Data is Difficult........................................................................................11 David Albers ; Matthew Levine ; Andrew Stuart ; Bruce Gluckman ; George Hripcsak ; Lena Mamykina Pain Assessment Automatic Documentation Initiated by Patients and Parents: A Case Study from the University of Minnesota Masonic Children’s Hospital ...................................................................................................................................................13 Ranyah Aldekhyyel ; Michael Pitt ; Yan Wang ; Genevieve B. Melton Quick Sequential [Sepsis-related] Organ Failure Assessment (qSOFA) and St. John Sepsis Surveillance Agent to Detect Patients At-Risk of Sepsis: An Observational Cohort Study...........................................................................................................15 Robert C. Amland ; Bharat B. Sutariya Identifying and Predicting Falls among Elderly Residents of Baltimore City Using Hospital Discharge Summaries and Health Information Exchange Data........................................................................................................................................................17 Laura Anzaldi ; Elyse Lasser ; Joshua Sharfstein ; Hadi Kharrazi Differing Patterns of Satisfaction and Perception Among Clinical and Non-clinical Users Following Replacement of a Legacy EHR System..................................................................................................................................................................................19 Nate C. Apathy ; Joshua R. Vest ; Nir Menachemi ; John W. Putz ; Justin Morea ; Christopher A. Harle Novel Targeting of Clinical Decision Support: Utilizing Machine Learning To Improve Provider Acceptance – Repeat Imaging as an Example.......................................................................................................................................................................21 Wasim Al Assad ; Ivan Ip ; Li Zhou ; Ramin Khorasani Clinical Trial Eligibility Criteria Fail to Meet Burden of Generalizability ...............................................................................................23 Amelia J. Averitt ; Chunhua Weng ; Adler Perotte Using Computer Agents to Explain Clinical Test Results............................................................................................................................25 Renato F. Azevedo ; Kuangxiao Gu ; Yang Zhang ; Victor Sadauskas ; Tarek Sakakini ; Daniel Morrow ; Mark Hasegawa-Johnson ; Thomas S. Huang ; Suma Bhat ; Ann Willemsen-Dunlap ; Donald J. Halpin ; James F. Graumlich ; William Schuh EHR-based Quality Measurement to Reduce Antibiotic Use in Children.................................................................................................27 L. Charles Bailey ; Hanieh Razzaghi ; Elizabeth R. Earley ; Jeanhee Moon ; Levon Utidjian ; Jessica Hawkins ; Chris Forrest Usability and Acceptability of a System to Identify Pediatric Patients at Risk of 30-day Hospital Readmission Prior to Discharge.......................................................................................................................................................................................................29 Amie Barda ; Lingyun Shi ; Andrew H. Urbach ; Srinivasan Suresh ; Fuchiang Tsui Large-Scale Text Mining of Social Determinants from Electronic Health Records: Case Studies of Homelessness and Adverse Childhood Experiences..............................................................................................................................................................31 Cosmin A. Bejan ; John Angiolillo ; Douglas Conway ; Robertson Nash ; Jana Shirey-Rice ; Loren Lipworth-Elliot ; Robert M. Cronin ; Jill Pulley ; Sunil Kripalani ; Shari Barkin ; Kevin B. Johnson ; Joshua C. Denny A Digital Health Advisor for High-Need, High-Cost Patients: Exploring Needs, Functions and System Constraints.........................33 Onil Bhattacharyya ; Arnav Shah ; Lovisa Gustafsson ; Kathryn Mossman ; Eric Schneider The OpenNotes Patient and Family Reporting Tool: Engaging Patients and Families as Partners in Safety and Quality ...............................................................................................................................................................................................................35 Fabienne C. Bourgeois ; Macda Gerard ; Alan Fossa ; Lindy Lurie ; Dianne Arnold ; Monique Mello ; Jenny Sadler ; Patricia A. Folcarelli ; Sigall Bell Evaluating the Quality of Patient Address Data in an EHR system...........................................................................................................37 Michael N. Cantor Data-driven Risk Characterization and Prediction of Renal Failure among Diabetic Type 2 Patients using Electronic Medical Records.............................................................................................................................................................................39 Prithwish Chakraborty ; Vishrawas Gopalakrishnan ; Sharon Hensley Alford ; Faisal Farooq Using Electronic Health Records Data for Comparative Effectiveness Research ....................................................................................41 David Cheng ; Ashwin Ananthakrishnan ; Tianxi Cai Patient and Physician Predictors of Patient Receipt of Empiric Therapies Recommended by a Computerized Decision Support System: A Cohort Study....................................................................................................................................................43 Angela Chow ; David C. Lye ; Onyebuchi A. Arah Opportunities and Challenges for an Interdisciplinary Team to Guide Adoption of Technology to Dissipate Threats to Patient Safety in Real-Time..........................................................................................................................................................45 Anuj K. Dalal ; Theresa E. Fuller ; Pamela M. Neri ; Dominic Breuer ; David Bates ; James Benneyan Use of Clinical Phenotypes and Non-negative Tensor Factorization for Heart Failure Prediction........................................................47 Yu Deng ; Al'Ona Furmanchuk ; Robert Chen ; Faraz S. Ahmad ; Jimeng Sun ; Abel N. Kho Meeting User Needs for a Data Discovery Index of Biomedical Big Data..................................................................................................49 Ram Dixit ; Deevakar Rogith ; Vidya Narayana ; Mandana Salimi ; Anupama E. Gururaj ; Lucila Ohno-Machado ; Hua Xu ; Todd R. Johnson Leveraging Electronic Health Record Data for Community Health Assessment and Surveillance .......................................................51 Brian E. Dixon ; P. Joseph Gibson ; Karen F. Comer ; Jian Zou ; Marc Rosenman ; Jennifer Williams Predictors of OpenNotes Use Among Veterans receiving Mental Health Care ........................................................................................53 Steven K. Dobscha ; Lauren M. Denneson ; Maura Pisciotta ; Donald S. Bourne ; David Phillips-Moses ; Susan Woods The Role of Chronic Inflammation