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Preparing for the ICD-10-CM Transition: Automated Methods for Translating ICD Codes in Clinical Phenotype Definitions, Kin Wah Fung, Rachel Richesson, Michelle Smerek, Katherine C. Pereira, Beverly B. Green, Ashwin Patkar, Megan Clowse, Alan Bauck, and Olivier Bodenreider

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Preparing Nursing Home Data from Multiple Sites for Clinical Research – A Case Study Using Observational Health Data Sciences and Informatics, Richard D. Boyce PhD; Steven M. Handler MD, PhD; Jordan F. Karp MD; Subashan Perera PhD; and Charles F. Reynolds III, MD

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Privacy, Fairness, and Respect for Individuals, Dixie B. Baker, Jane Kaye, and Sharon F. Terry

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Privacy, Security, and Patient Engagement: The Changing Health Data Governance Landscape, John H. Holmes

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Protecting Human Subjects and Their Data in Multi-Site Research, Clete Kushida, Harold S. Luft, and Keith Marsolo

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PRO Toolkit Submission Instructions, EDM Forum

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Publishing in eGEMs: Learning How to Learn from New Data in HSR, Erin Holve, Beth Johnson, Adam Wilcox, and Paul Wallace

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Publish Your Lessons Learned in eGEMs

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Quality Measure Performance in Small Practices Before and After Electronic Health Record Adoption, Colleen M. McCullough, Jason J. Wang, Amanda S. Parsons, and Sarah C. Shih

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Rapid Automated Case Ascertainment for Clinical Trial Enrollment, Robert B. Penfold, Roy Pardee, Beth Kirlin, and Edward Wagner

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Real-time data-driven tools for clinicians: a model for extending functionalities within the electronic health record, Marcelo A. Lopetegui MD, Randi E. Foraker PhD, Jeremy Harper MBI, David Ervin BA, and Philip R.O. Payne PhD

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Recognizing Multiple Determinants of Health in Predictive Analytics, Herbert Fillmore

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Recommendations for the Use of Operational Electronic Health Record Data in Comparative Effectiveness Research, William R. Hersh, James Cimino, Philip R.O. Payne, Peter Embi, Judith Logan, Mark Weiner, Elmer V. Bernstam, Harold Lehmann, George Hripcsak, Timothy Hartzog, and Joel Saltz

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Reducing Healthcare Costs Through Patient Targeting: Risk Adjustment Modeling to Predict Patients Remaining High-Cost, Jonathan A. Wrathall and Tom Belnap

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Report Back: Updated PRO Challenge Framework for CER & PCOR, Erin Holve

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Repurposing Decision Support Data to Detect Prescribing Errors—An Application for Quality Measurement, David L. Chin, Ashley S. Trask, Victoria T. Johnson, Michelle H. Wilson, Brittanie I. Neaves, Andrea Gojova, Heejung Bang, and Patrick S. Romano

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Research Data Collection Methods: From Paper to Tablet Computers, Adam B. Wilcox, Kathleen D. Gallagher, Bernadette Boden-Albala, and Suzanne R. Bakken

Research Highlights from PROSPECT, DRN, and Enhanced Registry Projects, Julie Schmittdiel, Charles Bailey, and Victor Stevens

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Scalable Architecture for Federated Translational Inquiries Network (SAFTINET), Lisa Schilling

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Scalable Architecture for Federated Translational Inquiries Network (SAFTINet) Technology Infrastructure for a Distributed Data Network, Lisa M. Schilling, Bethany M. Kwan, Charles T. Drolshagen, Patrick W. Hosokawa, Elias Brandt, Wilson D. Pace, Christopher Uhrich, Michael Kamerick, Aidan Bunting, Philip R.O. Payne, William E. Stephens, Joseph M. George, Mark Vance, Kelli Giacomini, Jason Braddy, Mika K. Green, and Michael G. Kahn

Scalable National Network for Effectiveness Research (SCANNER), Lucila Ohno-Machado

Scalable Partnering Network for Comparative Effectiveness Research Across Lifespan, Conditions, and Settings (SPAN), Matthew Daley

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Scalable PArtnering Network (SPAN) for Comparative Effectiveness Research (CER): Purpose, Structure, and Operations, John H. Holmes, Andrew F. Nelson, Marsha A. Raebel, Jeffrey Brown, Arthur Davidson, Thomas E. Elliott, Steven Kelley, Pierre-Andre La Chance, Ella Lyons, Andrea R. Paolino, John F. Steiner, Ileana M. Vargas, Stanley B. Watson, and David L. McClure

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Scalable PArtnering Network (SPAN) for Comparative Effectiveness Research (CER): Research User Interface Principles and Requirements, Jeffrey Brown, Arthur Davidson, Thomas E. Elliott, Jason Glanz, John H. Holmes, Pierre-Andre La Chance, Ella Lyons, Andrew McMann, Andrew F. Nelson, David L. McClure, Andrea R. Paolino, Marsha Raebel, Michael R. Shainline, Andrew T. Sterrett, David C. Tabano, Ileana M. Vargas, and Stanley B. Watson

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Security Approaches in Using Tablet Computers for Primary Data Collection in Clinical Research, Adam B. Wilcox, Kathleen Gallagher, and Suzanne Bakken

Shared Commitment to Collaboration: A Message from Leadership, Lisa Simpson and Carolyn Clancy

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Software-Enabled Distributed Network Governance: The PopMedNet Experience, Melanie Davies, Kyle Erickson, Zachary Wyner, Jessica M. Malenfant, Rob Rosen, and Jeff Brown

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SQL File Instructions, Data Quality Collaborative

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Stakeholder Perspectives, Musa Mayer, Christopher Queram, William Braithwaite, Melissa Bianchi, and Keith Marsolo

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Stakeholder Perspectives: The Evolution of PROs and the Development and Utilization of PROs for CER, Amy Abernethy, David Cella, John Ware, and Nicole Tapay

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Stamps from an Epic Journey: Physician Work Efforts Reflected by Over Three Million Primary Care Transactions in an Electronic Health Record, Ming Tai-Seale, Cliff Olson, Caroline Wilson, Meg Durbin, Criss Morikawa, Gabriel Lewis, and Harold Luft

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State Synergies and Disease Surveillance: Creating an Electronic Health Data Communication Model for Cancer Reporting and Comparative Effectiveness Research in Kentucky, Christopher Reams, Mallory Powell, and Rob Edwards

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Strategies for De-identification and Anonymization of Electronic Health Record Data for Use in Multicenter Research Studies, Clete A. Kushida, Deborah A. Nichols, Rik Jadrnicek, Ric Miller, James K. Walsh, and Kara Griffin

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Strategies for Handling Missing Data in Electronic Health Record Derived Data, Brian J. Wells, Amy S. Nowacki, Kevin Chagin, and Michael W. Kattan

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Study Designs for System Level Questions in CER, Randall Brown, Glen Mays, and Kathleen Stevens

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Style Guide: An Interdisciplinary Communication Tool to Support the Process of Generating Tailored Infographics From Electronic Health Data Using EnTICE3, Adriana Arcia, Mark Velez, and Suzanne Bakken

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Style Guide: An Interdisciplinary Communication Tool to Support the Process of Generating Tailored Infographics From Electronic Health Data Using EnTICE3, Adriana Arcia, Mark Velez, and Suzanne Bakken

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Supporting Primary Care Practices in Building Capacity to Use Health Information Data, Douglas Fernald, Robyn Wearner, and W. Perry Dickinson

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Surfside Chat | Evidence into Action: Perspectives from Industry and Payers, Bobby Dubois, Paul Wallace, and Martin Zagari

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Surgeon-Specific Web Reports to Support Quality Improvement in National Patient-Centered Outcomes Research for Comparative Effectiveness in Total Joint Replacement, Hua Zheng, Bruce Barton, Wenjun Li, Leslie Harrold, Jeroan Allison, David Ayers, and Patricia D. Franklin

Surgical Care and Outcomes Assessment Program CER Translation Network (CERTAIN), Dave Flum

SUrveillance, PREvention, and ManagEment of Diabetes Mellitus (SUPREME-DM), John F. Steiner

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Surveillance, Prevention, and Management of Diabetes Mellitus (SUPREME-DM) DUA and Data Flow Diagram, Andrea Paolino

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Survey of Informatics Platforms That Enable Distribute Comparative Effectiveness Research Using Multi-institutional Heterogenous Clinical Data, Dean F. Sittig, Brian L. Hazlehurst, Jeffrey Brown, Shawn Murphy, Marc Rosenman, Peter Tarcy-Hornoch, and Adam B. Wilcox

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Sustainability Considerations for Health Research and Analytic Data Infrastructures, Adam Wilcox, Gurvaneet Randhawa, Peter Embi, Hui Cao, and Gil Kuperman

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Sustainability Considerations for Health Research and Analytic Data Infrastructures, Adam Wilcox, Gurvaneet Randhawa, Peter J. Embi, Hui Cao, and Gil Kuperman

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Sustainability Through Technology Licensing and Commercialization: Lessons Learned from the TRIAD Project, Philip R.O. Payne

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Sustaining Research Networks: the Twenty-Year Experience of the HMO Research Network, John F. Steiner, Andrea R. Paolino, Ella E. Thompson, and Eric B. Larson

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Sustaining the Effective Use of Health Care Data: A Message from the Editors, Adam Wilcox and Erin Holve

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SYNPUF_DQ.sql, Data Quality Collaborative

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Tackling Practical Methodological Challenges of Using Electronic Data for CER & PCOR, Jay R. Desai, Michael Kahn, and Russell E. Glasgow

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Teaching Evidence Assimilation for Collaborative Health Care (TEACH) 2009-2014: Building Evidence-Based Capacity Within Health Care Provider Organizations, Peter C. Wyer MD; Craig A. Umscheid MD, MSCE; Stewart Wright MD, MEd; Suzana A. Silva MD, PhD; and Eddy Lang MD

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TeenBP: Development and Piloting of an EHR-linked Clinical Decision Support System to Improve Recognition of Hypertension in Adolescents, Elyse O. Kharbanda MD, MPH; James D. Nordin MD, MPH; Alan R. Sinaiko MD; Heidi L. Ekstrom MA; Jerry M. Stultz MD; Nancy E. Sherwood PhD; Patricia L. Fontaine MD; Steve E. Asche MA; Steven P. Dehmer PhD; Jerry H. Amundson BS; Deepika X. Appana BS; Anna R. Bergdall MPH; Marcia G. Hayes MPH; and Patrick J. O'Connor MD, MPH, MA

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The Challenges of Data Quality Evaluation in a Joint Data Warehouse, Charles J. Bae MD, Sandra Griffith PhD, Youran Fan PhD, Cheryl Dunphy RN, Nicolas Thompson MS, John Urchek, Alandra Parchman MHA, and Irene L. Katzan MD MS

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The Challenges of Data Quality Evaluation in an EHR-based Data Registry, Charles Bae MD, Sandra Griffith PhD, Youran Fan PhD, Cheryl Dunphy RN, Nicolas Thompson MS, Alandra Parchman MHA, and Irene Katzan

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The COMET Sleep Research Platform, Deborah A. Nichols, Steven DeSalvo, Ric Miller, Darrell Jonsson, Kara S. Griffin, Pamela R. Hyde, James K. Walsh, and Clete A. Kushida

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The Community Health Applied Research Network (CHARN) Data Warehouse: a Resource for Patient-Centered Outcomes Research and Quality Improvement in Underserved, Safety Net Populations, Reesa Laws, Suzanne Gillespie, Jon Puro, Stephan Van Rompaey, Thu Quach, Joseph Carroll, Rosy Chang Weir, Phil Crawford, Chris Grasso, Erin Kaleba, and Mary Ann McBurnie

The Comparative Effectiveness Research Hub (CER Hub), Brian Hazlehurst

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The DARTNet Institute: Seeking a Sustainable Support Mechanism for Electronic Data Enabled Research Networks, Wilson D. Pace, Chet Fox, Turner White, Deborah Graham, Lisa M. Schilling, and David R. West PhD

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The Future of Patient Engagement in the Governance of Shared Data, Carolyn Petersen

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The Future of Public Health Informatics: Alternative Scenarios and Recommended Strategies, Margo Edmunds, Lorna Thorpe, Martin Sepulveda, Clem Bezold, and David A. Ross

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The HMO Research Network Virtual Data Warehouse: A Public Data Model to Support Collaboration, Tyler R. Ross MA, Daniel Ng MBA, Jeffrey S. Brown PhD, Roy Pardee JD MA, Mark C. Hornbrook PhD, Gene Hart MS, and John F. Steiner MD MPH

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The Keys to Evaluative Methods for Quality Improvement Interventions: Understanding and Analyzing Context, Don Goldmann, Kathryn McDonald, and Gareth Parry

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The Keys to Governance and Stakeholder Engagement: The Southeast Michigan Beacon Community Case Study, Terrisca R. Des Jardins

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The Multi-Morbidity Index: A Tool for Assessing the Prognosis of Patients from History of Illness, Farrokh Alemi; Cari R. Levy; and Raya E. Kheirbek MD, FACP

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The National Anesthesia Clinical Outcomes Registry: A Sustainable Model for the Information Age?, Richard Dutton

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The Pioneering Role of the Vaccine Safety Datalink Project (VSD) to Advance Collaborative Research and Distributed Data Networks, Kevin R. Fahey

The Population-Based Effectiveness in Asthma and Lung Disease (PEAL) Network, Stephen Soumerai

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The Scalable PArtnering Network (SPAN) for Comparative Effectiveness Research Modifications and Sub-Studies Tracking Sheet, Lisa Pieper

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The Social Network: Using Twitter to Translate and Disseminate Evidence, Kristin Rosengren, Zachary F. Meisel, William Gardner, and Whitney Bowman-Zatzkin

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The Southeastern Minnesota Beacon Project for Community-driven Health Information Technology: Origins, Achievements, and Legacy, Christopher G. Chute, Lacey A. Hart, Alex K. Alexander, and Daniel W. Jensen

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The Utah Beacon Experience: Integrating Quality Improvement, Health Information Technology, and Practice Facilitation to Improve Diabetes Outcomes in Small Healthcare Facilities, Janet Tennison, Deepthi Rajeev, Sarah Woolsey, Jeff Black, Steven J. Oostema, and Christie North

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The Visit-Data Warehouse: Enabling Novel Secondary Use of Health Information Exchange Data, William Fleischman, Tina Lowry, and Jason Shapiro

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Time to Push: Use of Gestational Age in the Electronic Health Record to Support Delivery of Relevant Prenatal Education Content, Adriana Arcia

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Title: Development and Refinement of a Learning Health Systems Training Program, Nicholas G. Wysham, Lynn Howie, Krish Patel, C. Blake Cameron, Gregory P. Samsa, Laura Roe, Amy P. Abernethy, and Aimee Zaas

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Toward Greater Health Information Interoperability in the United States Health System, David Padgham, Margo Edmunds, and Erin Holve

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Transforming Public Health Systems: Using Data to Drive Organizational Capacity for Quality Improvement and Efficiency, Donald Steinwachs

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Transforming the Premier Perspective® hospital database to the OMOP Common Data Model, Rupa Makadia and Patrick B. Ryan

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Transparent Reporting of Data Quality in Distributed Data Networks, Michael G. Kahn, Jeffrey S. Brown, Alein T. Chun, Bruce N. Davidson, Daniella Meeker, Patrick B. Ryan, Lisa M. Schilling, Nicole G. Weiskopf, Andrew E. Williams, and Meredith Nahm Zozus

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Use of Electronic Health Record Tools and Data to Facilitate the Implementation and Evaluation of a Bundled Care Process for Delirium in the Intensive Care Unit, Ashley W. Collinsworth MPH; Andrew Masica MD, MSCI; Elisa L. Priest DrPH; Candice Berryman MBA; Rahul Gill MD; and Maria Kouznetsova PhD, MPH

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User-composable Electronic Health Record Improves Efficiency of Clinician Data Viewing for Patient Case Appraisal: A Mixed-Methods Study, Yalini Senathirajah, David R. Kaufman, and Suzanne R. Bakken

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User Experience and Research Computing: Enabling Human-Centric Data Analytics, Philip Payne

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User’s Guide to Implementing Patient-Reported Outcomes Assessment in Clinical Practice, International Society for Quality of Life Research, Neil Aaronson, Thomas Elliott, Joanne Greenhalgh, Michele Halyard, Rachel Hess, Deborah Miller, Bryce Reeve, Maria Santana, and Claire Snyder

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Using a Data Quality Framework to Clean Data Extracted from the Electronic Health Record: A Case Study., Oliwier Dziadkowiec, Tiffany Callahan, Mustafa Ozkaynak, Blaine Reeder, and John Welton

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Using a Patient Portal to Transmit Patient Reported Health Information into the Electronic Record: Workflow Implications and User Experience, Barbara Sorondo, Amy Allen, Janet Bayleran, Stacy Doore, Samreen Fathima, Iyad Sabbagh, and Lori Newcomb

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Using Electronic Data To Profile Population Health and Identify Clinical Evidence Gaps: Towards Precision Clinical Research Design, Chunhua Weng, Yu Li Mr., Thomas Bigger J, Yuan Zhang, Feng Liu, Jie Gao, and George Hripcsak

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Using Electronic Health Data for Research and Quality Improvement: A Summary of Innovations, Achievements, and Lessons Learned from the Electronic Data Methods (EDM) Forum, 2010–2013, EDM Forum

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Using electronic health record data to identify prostate cancer patients that may qualify for active surveillance, Andrew J. Knighton, Tom Belnap, Kim Brunisholz, Kelly Huynh, and Jay T. Bishoff

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Using Heuristic Evaluation to Enhance the Visual Display of a Provider Dashboard for Patient-Reported Outcomes, Cynthia LeRouge, Mary Beth Hasselquist, Liz Kellogg, Elizabeth Austin, Brett C. Fey, Andrea L. Hartzler, David R. Flum, and Danielle Lavallee

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Using Machine Learning and Natural Language Processing Algorithms to Automate the Evaluation of Clinical Decision Support in Electronic Medical Record Systems, Donald A. Szlosek and Jonathan M. Ferretti

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Using mHealth App to Support Treatment Decision-Making for Knee Arthritis: Patient Perspective, Hua Zheng, Bengisu Tulu, Wonchan Choi, and Patricia Franklin

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Using Multifactorial Experiments For Comparative Effectiveness Research in Physician Practices with Electronic Health Records, Jelena Zurovac Ph.D, M.S.; Lorenzo Moreno Ph.D., M.Sc.; Jesse Crosson Ph.D.; Randall Brown Ph.D.; and Robert Schmitz Ph.D.

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Using Qualitative Methods to Create a Home Health Web Application User Interface for Patients with Low Computer Proficiency, Rosa R. Baier, Emily Cooper, Andrea Wysocki, Stefan Gravenstein, and Melissa Clark

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Using the COMET Sleep Research Platform to Support a Potential Future Paradigm for Sleep Medicine, Ric Miller, Deborah A. Nichols, Kara S. Griffin, Pamela R. Hyde, James K. Walsh, and Clete A. Kushida

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v3NLP Framework: Tools to Build Applications for Extracting Concepts from Clinical Text, Guy Divita; Marjorie Carter MS; Le-Thuy Tran PhD; Doug Redd MS; Qing T. Zeng PhD; Scott Duvall PhD; Matthew H. Samore MD, PhD; and Adi V. Gundlapalli MD, PhD, MS

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Validation of Diagnostic and Procedural Codes for Identification of Acute Cardiovascular Events in US Veterans with Rheumatoid Arthritis, Lisa A. Davis, Alyse Mann, Grant W. Cannon, Ted R. Mikuls, Andreas M. Reimold, and Liron Caplan

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Validity of Medical Chart Weights and Heights for Obese Pregnant Women, Michael C. Leo PhD, Nangel M. Lindberg PhD, Kimberly K. Vesco MD, and Victor J. Stevens PhD

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Vendor Town Hall: Incorporating PRO Collection into EHRs and Clinical Workflow, Sonya Eremenco, Emuella Flood, and David Van Sickle