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How Patients Can Improve the Accuracy of their Medical Records, Prashila Dullabh, Norman Sondheimer, Ethan Katsh, and Michael A. Evans

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How the Provenance of Electronic Health Record Data Matters for Research: A Case Example Using System Mapping, Karin E. Johnson, Aruna Kamineni, Sharon Fuller, Danielle Olmstead, and Karen J. Wernli

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Importance of the Medicaid Medical Directors’ Multi-State Collaborative for Improving Care in Medicaid, Judy Zerzan, Katherine Griffith, Tara Trudnak, and Gerry Fairbrother

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ImproveCareNow Network Participation and Data Use Agreement, Joan Gates, Chris Neff, and Richard Colletti

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Improved Risk Prediction Following Surgery Using Machine Learning Algorithms, Anne P. Ehlers, Senjuti Basu Roy, Sara Khor, Prathyusha Mandagani, Moushumi Maria, Rafael Alfonso-Cristancho, and David R. Flum

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Improve Synergy Between Health Information Exchange and Electronic Health Records to Increase Rates of Continuously Insured Patients, Rachel Gold, Tim Burdick, Heather Angier, Lorraine Wallace, Christine Nelson, Sonja Likumahuwa-Ackman, Aleksandra Sumic, and Jennifer E. DeVoe

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Improving Clinical Workflow in Ambulatory Care: Implemented Recommendations in an Innovation Prototype for the Veteran’s Health Administration, Emily S. Patterson, Svetlana Z. Lowry, Mala Ramaiah, Michael C. Gibbons, David Brick, Robert Calco, Greg Matton, Anne Miller, Ellen Makar, and Jorge A. Ferrer

Improving Reporting of Race, Ethnicity, and Language in California, David S. Zingmond

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Improving the Quality of HIV Care via a Partnership between an EHR and Medical Education Company, Kathleen N. Geissel PharmD, CCMEP and Adele Allison

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Improving Understanding of Stress Exposure in Minority Communities with Asthma: Using Geographic Information Systems (GIS) Data Collection Methods, Jeffrey Blossom, Elliot Israel, and Francine Laden

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Incidence of Neutropenia in Veterans Receiving Lung Cancer Chemotherapy: A Comparison of Administrative Coding and Electronic Laboratory Data, Sarah Knerr, Elaine Hu, and Steven Zeliadt

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Incorporating Patient-Reported Outcomes Into Health Care To Engage Patients And Enhance Care, Danielle C. Lavallee, Kate E. Chenok, Rebecca M. Love, Carolyn Peterson, Erin Holve, Courtney D. Segal, and Patricia D. Franklin

Indiana PROSPECT, Paul Dexter

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Informatics Tools and Approaches To Facilitate the Use of Electronic Data for CER, PCOR, and QI: Resources Developed by the PROSPECT, DRN, and Enhanced Registry Projects, EDM Forum

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Initial Usability and Feasibility Evaluation of a Personal Health Record-Based Self-Management System for Older Adults, Barbara Sheehan and Robert James Lucero

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Innovations in Analysis, Brian Sauer, Brian Hazlehurst, Jodi Segal, and Jeremy Rassen

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Innovative EPrescribing Analysis and Improvement Models for Providers serving a MediCaid Population in Southern California, Lori L. Hack, Object Health, William Henning MD, Natalie Martin, Chris Chan MD, and Kathy Thunholm

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In Search of a Data-in-Once, Electronic Health Record-Linked, Multicenter Registry— How Far We Have Come and How Far We Still Have to Go, Keith Marsolo

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Integrated Research System for Outcomes Research, Adrian Meyer and Anne-Marie Meyer PhD

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Integrating Clinical, Billing and Demographic Data for Care Coordination Program Design and Implementation, Tracy L. Johnson PhD, MA; EMC; Elizabeth Huxster; Melody Bishop; Raymond Estacio M.D.; Tara Vlasimsky; Holly Batal MD; and Paul Melinkovich MD

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Integrating Patient-Reported Measures into Routine Cancer Care: Cancer Patients’ and Clinicians’ Perceptions of Acceptability and Value, Angela Stover, Debra E. Irwin, Ronald C. Chen, Bhishamjit S. Chera, Deborah K. Mayer, Hyman B. Muss, Donald L. Rosenstein, Thomas C. Shea, William A. Wood, Jessica C. Lyons, and Bryce B. Reeve

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Integrating Patient-Reported Measures into Routine Cancer Care: Cancer Patients’ and Clinicians’ Perceptions of Acceptability and Value, Angela Stover, Debra E. Irwin, Ronald C. Chen, Bhishamjit S. Chera, Deborah K. Mayer, Hyman B. Muss, Donald L. Rosenstein, Thomas C. Shea, William A. Wood, Jessica C. Lyons, and Bryce B. Reeve

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Integrating Patient-Reported Outcomes into Spine Surgical Care through Visual Dashboards: Lessons Learned from Human-Centered Design, Andrea L. Hartzler, Shomir Chaudhuri, Brett C. Fey, David R. Flum, and Danielle Lavallee

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Integrating Patient-Reported Outcomes into Spine Surgical Care through Visual Dashboards: Lessons Learned from Human-Centered Design, Andrea L. Hartzler, Shomir Chaudhuri, Brett C. Fey, David R. Flum, and Danielle C. Lavallee

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Integrating Social Determinants of Health into Primary Care Clinical and Informational Workflow during Care Transitions, Sharon Hewner, Sabrina Casucci, Suzanne Sullivan, Francine Mistretta, Yuqing Xue, Barbara Johnson, Rebekah Pratt, Li Lin, and Chet FOX 9843262

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Introduction of an Area Deprivation Index Measuring Patient Socio-economic Status in an Integrated Health System: Implications for Population Health, Andrew J. Knighton, Lucy Savitz, Tom Belnap, Brad Stephenson, and James VanDerslice

Introduction to the EDM Forum and the PROSPECT Studies, Enhanced Registries, and Scalable Distributed Research Networks, Jean Slutsky, Yen-Pin Chiang, Adam Wilcox, John Hutton, John Steiner, and Erin Holve

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Involving Patients and Consumers in Research: New Opportunities for Meaningful Engagement in Research and Quality Improvement, Marianne Hamilton Lopez, Erin Holve, Alison Rein, and Jessica Winkler

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IT-enabled Community Health Interventions: Challenges, Opportunities, and Future Directions, Hadi Kharrazi MD, PhD and Jonathan Weiner DrPH

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Just Check It: RE-AIMing for Success, Wilson D. Pace, Kelli Giacomini, Linda Zittleman, and Jack Westfall

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Latest approaches for making valid inferences about cause and effect in CER studies, building on new opportunities provided by electronic clinical data, Elizabeth Stuart, Patrick Ryan, and Marshall Joffe

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Leadership Perspectives on Operationalizing the Learning Health Care System in an Integrated Delivery System, Wayne Psek, F. Daniel Davis, Gloria Gerrity, Rebecca Stametz, Lisa Bailey-Davis, Deb Henninger, Dorothy Sellers, and Jonathan Darer

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Learning from Health Information Exchange Technical Architecture and Implementation in Seven Beacon Communities, Douglas B. McCarthy, Karen Propp, Alexander Cohen, Raj Sabharwal, Abigail A. Schachter, and Alison L. Rein

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Learning from Health Information Exchange Technical Architecture and Implementation in Seven Beacon Communities, Douglas B. McCarthy, Karen Propp, Alexander Cohen, Raj Sabharwal, Abigail A. Schachter, and Alison L. Rein

Learning Health System, Caryn Roth, Bruce N. Davidson, Alein Chun, Tracy Johnson, and Daniella Meeker

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Learning How to Learn: How AcademyHealth is Supporting Evidence Generation in a Transforming World, Lisa Simpson

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Lessons from CER Methods Development Projects Funded Under the Recovery Act, Jelena Zurovac and Dominick Esposito

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Lessons Learned from Recovery Act Comparative Effectiveness Research Data Infrastructure Investments, Dominick Esposito

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Leveraging a Statewide Clinical Data Warehouse to Expand Boundaries of the Learning Health System, Christine B. Turley

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Leveraging Health Information Exchange to Improve Population Health Reporting Processes: Lessons in Using a Collaborative-Participatory Design Process, Debra Revere, Brian E. Dixon, Rebecca Hills, Jennifer L. Williams, and Shaun J. Grannis

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Linked electronic medical records to better understand cancer patient journeys within and between two care delivery systems, Caroline A. Thompson

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Linking Costs to Health Outcomes for Allocating Scarce Public Health Resources, Phaedra Corso, Justin B. Ingles, Nathaniel Taylor, and Samir Desai

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Linking Electronic Health Records to Better Understand Breast Cancer Patient Pathways Within and Between Two Health Systems, Caroline A. Thompson, Allison W. Kurian, and Harold S. Luft

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Measuring Preventable Outcomes: Global Cardiovascular Risk (GCVR), Ben Hamlin

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Medicaid Medical Directors Quality Improvement Studies: A Case Study of Evolving Methods for a Research Network, Gerry Fairbrother, Tara Trudnak, and Griffith Katherine

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Medical Home Characteristics and Asthma Control: A Prospective, Observational Cohort Study Protocol, Marion R. Sills, Bethany M. Kwan, Barbara P. Yawn, Brian C. Sauer, Diane L. Fairclough, Monica J. Federico, Elizabeth Juarez-Colunga, and Lisa M. Schilling

Mental Health, Wellness and Learning Programs for Veterans within a Personal Health Network (PHN), Tiatros Inc. and Kim P. Norman

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Methods for Estimating Kidney Disease Stage Transition Probabilities Using Electronic Medical Records, Lola Luo, Dylan Small, Walter F. Stewart, and Jason A. Roy

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Methods for Incorporating Stakeholder Engagement into Clinical Trial Design, Anne P. Ehlers, Giana H. Davidson, Kimberly Deeney, David A. Talan, David R. Flum, and Danielle C. Lavallee

Minimizing Data-Transformational Information Loss in Comparative Effectiveness Research Infrastructure, Ram Gouripeddi, Ryan Butcher, Phillip B. Warner, and Peter W.K. Mo

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Mission and Sustainability of Informatics for Integrating Biology and the Bedside (i2b2), Shawn N. Murphy and Adam Wilcox

Mixed Methods in Delivery System Settings, Lucy A. Savitz, Bruce Bayley, and Susan L. Moore

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Models for Sustaining and Expanding Patient Involvement in PCOR, Alison Rein, Martie Carnie, Joshua Di Frances, Maureen B. Fagan, Dwyan Monroe, C. Daniel Mullins, Danielle Lavallee, and Mary Roberts Scott

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Modifying the Electronic Health Record to Facilitate the Implementation and Evaluation of a Bundled Care Program for Intensive Care Unit Delirium, Ashley W. Collinsworth MPH; Andrew L. Masica MD, MSCI; Elisa L. Priest DrPH; Candice D. Berryman MBA; Maria Kouznetsova PhD, MPH; Oscar Glorioso RN, MSN; and Donna Montgomery RN-BC, BSN, MBA

Moffitt Cancer Center’s Health and Research Informatics Platform, Dana E. Rollison

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Monitoring Prevalence, Treatment, and Control Of Metabolic Conditions In New York City Adults Using 2013 Primary Care Electronic Health Records: A Surveillance Validation Study, Lorna E. Thorpe PhD, Katharine H. McVeigh, Sharon Perlman, Pui Ying Chan, Katherine Bartley, Lauren Schreibstein, Jesica Rodriguez-Lopez, and Remle Newton-Dame

Morning Break, EDM Forum

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Moving To A User-Driven Research Paradigm, Gurvaneet Randhawa

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MS_DQ.sql, Data Quality Collaborative

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Multisite Evaluation of a Data Quality Tool for Patient-Level Clinical Datasets, Vojtech Huser, Frank J. DeFalco, Martijn Schuemie, Patrick B. Ryan, Ning Shang, Mark Velez, Rae Woong Park, Richard D. Boyce, Jon Duke, Ritu Khare, Levon Utidjian, and Charles Bailey

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Observational Studies of Drug Safety in Multi-Database Studies: Methodological Challenges and Opportunities, Robert W. Platt, Colin R. Dormuth, Dan Chateau, and Kristian Filion

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Opening Panel | Building Learning Health Systems of the Future, Erin Holve, William M. Tierney, and Nirav Shah

Opening Remarks, Ned Calonge

Opening Remarks, Ned Calonge

Opening Remarks, Lisa Simpson, Ned Calonge, and Jean Slutsky

Opening Remarks, Lisa Simpson, Carolyn Clancy, and Ned Calonge

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Open Science and eGEMs: Our Role in Supporting a Culture of Collaboration in Learning Health Systems, Erin Holve

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Operationalizing the Learning Health Care System in an Integrated Delivery System, Wayne A. Psek, Rebecca A. Stametz, Lisa D. Bailey-Davis, Daniel Davis, Jonathan Darer, William A. Faucett, Debra L. Henninger, Dorothy C. Sellers, and Gloria Gerrity

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Operationalizing the Learning Health System in an Integrated Delivery System, Wayne Psek, Jonathan D. Darer, Rebecca A. Stametz, Lisa D. Bailey-Davis, Daniel Davis, Dorothy C. Sellers, Debra L. Henninger, Cathy A. Betz, and William A. Faucett

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Our Data, Our Future

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Pathways to Success for Multi-Site Clinical Data Research, Deven McGraw and Alice Leiter

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Pathways to Success for Multi-Site Clinical Data Research, Deven McGraw and Alice B. Leiter

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Patient Portal as a Tool for Enhancing Patient Experience and Improving Quality of Care in Primary Care Practices, Barbara Sorondo MD MBA; Amy Allen DPT; Samreen Fathima BDS MPH; Janet Bayleran, PhD; and Iyad Sabbagh MD MBA

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Patient Report Improves Posthospital Discharge Event Capture in Total Joint Replacement: A Novel Approach to Capturing All Posthospital Event Data, Leslie Harrold, Scott Pascal, Courtland Lewis, Regis O'Keefe, Vincent Pellegrini, Jeroan Allison, David Ayers, and Patricia Franklin

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Patients, Consumers, and Caregivers: The Original Data Stewards, Erin A. Mackay

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Paul Wallace Named Executive Editor of eGEMs

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PCORNET_DQ.sql, Data Quality Collaborative

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Performance of an NLP Tool to extract PFT reports from Structured and Semi-Structured VA data, Brian C. Sauer, Barbara E. Jones, Gary Globe, Jianwei Leng, Chao-Chin Lu, Tao He, Chia-Chen Teng, Patrick Sullivan, and Qing Zeng

PHIS+: Augmenting the Pediatric Health Information System with Clinical Data, Ron Keren

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PHIS_DQ.sql, Data Quality Collaborative

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Physician Service Attribution Methods for Examining Provision of Low-Value Care, Eva Chang PhD, MPH; Diana SM Buist PhD, MPH; Matthew Handley MD; Roy Pardee JD, MA; Gabrielle Gundersen MPH; and Robert J. Reid MD, PhD

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Plenary Remarks, Joe Selby

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Population Health Measurement: Applying Performance Measurement Concepts in Population Health Settings, Michael Stoto

Poster Session, EDM Forum

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Poster Session - Analytic Methods, David Chin, Herbert Fillmore, Courtney Hebert, Alexis Huynh, Matthew Maciejewski, Steven Oostema, Ying Tabak, and Xioqian Jiang

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Poster Session - Clinical Informatics, Kathryn Bowles, Cheryl Fahlman, Herbert Fillmore, Sharmila Chatterjee, Marcelline Harris, Sharon Hewner, Ketan Mane, Hua Zheng, Lauren McCullagh, Philip Payne, Matthew Daley, Amie Frame, Robert Lucero, Ric Miller, Deborah Nichols, and Elizabeth Wallis

Poster Session - Governance, Kathleen Gallagher

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Poster Session - Learning Health System, Gerry Fairbrother, Tara Trudnak, Deborah Lucas, Matthew Maciejewski, Douglas McCarthy, Elisa Priest, Susan Rea, Janet Van Cleave, Jackie Wang, Arthur Davidson, Keith Marsolo, and Sunmoo Yoon

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Practical Considerations for Collecting and Using PRO for Decision‐Making and Clinical Practice: Tools, Measures, and Implementation Issues, Albert Wu, Adam Wilcox, Marion Sills, and Dave Clifford

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Preparing Electronic Clinical Data for Quality Improvement and Comparative Effectiveness Research: The SCOAP CERTAIN Automation and Validation Project, Emily Beth Devine, Daniel Capurro, Erik van Eaton, Rafael Alfonso-Cristancho, Allison Devlin, N David Yanez, Meliha Yetisgen-Yildiz, David R. Flum, Peter Tarczy-Hornoch, and CERTAIN Collaborative

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Preparing electronic clinical data for quality improvement and research: The CERTAIN validation project, Emily Beth Devine, Erik van Eaton MD, Allison Devlin, N David Yanez, Meliha Yetisgen-Yildiz, Daniel Capurro, Rafael Alfonso-Cristancho, David R. Flum, and Peter Tarczy-Hornoch