AMIA 2021 Virtual Informatics Summit Posters

Analysis of Racial and Socioeconomic Factors of COVID-19
S. Abdullah, Indiana University–Purdue University Indianapolis; C. Vieira, Indiana University; E. Mendonca, S. Hui, Regenstrief Institute, Indiana University; K. Allen, Regenstrief Institute; U. Tachinardi, Regenstrief Institute, Indiana University

Medication Information Resource Tools: Who Uses Them and for What Purpose are They Used?
S. Anders, L. Novak, N. Kutub, D. France, Vanderbilt University; C. VanHouten, IBM Watson Health; C. Simpson, Vanderbilt University; K. Draulis, R. Rizvi, T. Bright, A. Preininger, IBM Watson Health

A Review of Discordance in Disparate Clinical Data through the Construction of a General Pediatric Cancer Population
A. Batugo, H. Razzaghi, C. Bailey, Children's Hospital of Philadelphia

From Traditional Anonymization to State-of-the-Art Privacy Protection - Overview of Features of the ARX Data Anonymization Tool
L. Baum, M. Johns, T. Meurers, F. Prasser, Berlin Institute of Health, Charité – Universitätsmedizin Berlin

Evaluation of SOFA score for Outcome Prediction in COVID-19 ICU Patients
K. Bhattarai, M. Hofford, S. Yu, S. Kim, A. Gupta, A. Lai, P. Payne, A. Michelson, Washington University in St. Louis

Extracting COVID-19 Related Symptoms from EHR Data: A Comparison of Three Methods
H. Burkhardt, N. Dobbins, B. Mollis, M. Au, K. Ma, M. Yetisgen, A. Singh, M. Thompson, K. Stephens, University of Washington

Ranking-based Convolutional Neural Network Models for Peptide-MHC Binding Prediction
Z. Chen, The Ohio State University; M. Min, NEC Labs America; X. Ning, The Ohio State University

Enabling Data Liquidity for Health Data Science: Initial Experiences with a Suite of APIs for EHR Data
R. Craig, Duke Health Technology Solutions; S. Rusincovitch, Duke University; R. Henao, Biostatistics and Bioinformatics; U. Rogers, Duke University

Application of an Informatics Needs Assessment to Guide Discussions on the Development of a Roadmap for an Informatics-savvy Injury Center
M. Crum, K. Ahmed, M. Diallo, J. Gordon, Centers for Disease Control and Prevention

Social Determinants Associated with COVID-19 Mortality in the United States
S. Debopadhaya, A. Sprague, T. Benavides, H. Mou, S. Ahn, C. Reschke, J. Erickson, K. Bennett, Rensselaer Polytechnic Institute

Analysis of EHR-driven Standardized Nursing Data to Explore Psychospiritual Care for Hospitalized Patients
F. Dos Santos, T. Macieira, Y. Yao, H. Cho, O. Madandola, R. Bjarnadottir, D. Wilkie, University of Florida; K. Dunn Lopez, The University of Iowa; G. Keenan, University of Florida

Prediction of Gestational Diabetes Mellitus in Overweight and Obese Caucasian Women using Machine Learning
Y. Du, School of Computer Science, University College Dublin; F. McAuliffe, UCD Perinatal Research Centre, School of Medicine, University College Dublin, National Maternity Hospital; C. Mooney, School of Computer Science, University College Dublin

Preliminary Experience with Teleophthalmology in Residency Education
M. Fliotsos, A. Alaqeel, M. Boland, Y. Shah, F. Woreta, Johns Hopkins Medicine Wilmer Eye Institute

Validating Synthetic Data Derivatives Using Adapted Inpatient Cascade of Care for Type II Diabetes Mellitus
R. Foraker, C. Herrick, I. Ryan, Washington University School of Medicine

Explore the Usage of a Multi-modal Social Risk Decision Support Tool in Primary Care and Patient Characteristics
W. Ge, IUPUI; S. Kasthurirathne, Regenstrief Institute, Indiana University; J. Vest, IUPUI, Regenstrief Institute

PrecisionFDA Brain Cancer Predictive Modeling and Biomarker Discovery Challenge
Y. Gusev, K. Bhuvaneshwar, Innovation Center for Biomedical Informatics, Lombardi Comprehensive Cancer Center, Georgetown University; A. Belouali, S. Gupta, A. Alaoui, Innovation Center for Biomedical Informatics, Georgetown University; H. Stephens, Booz Allen; Z. Maier, Booz Allen; E. Johanson, precisionFDA; S. Madhavan, Innovation Center For Biomedical Informatics, Georgetown University, Lombardi Comprehensive Cancer Center, Georgetown University

Uncovering the Potential Biological Mechanisms Between a Chemical and a Phenotype
C. Hawthorne, G. Lopez-Campos, Queen's University Belfast

Resynthesizing MIMIC-III Personally Identifiable Information Tags to Increase Corpus Utility: Process and Impact Assessment
P. Heider, Medical University of South Carolina; G. Underwood, Clinacuity, Inc.; S. Meystre, Medical University of South Carolina, Clinacuity, Inc.

Telemedicine Utilization Among Non-hospitalized Patients with COVID-19
H. Huang, E. Scheufele, I. Dankwa-Mullan, IBM; G. Jackson, IBM, Vanderbilt University Medical Center; S. Wang, IBM

Increased Utilization of Telemedicine in Cancer Patients During the COVID-19 Pandemic
H. Huang, S. Wang, I. Dankwa-Mullan, G. Jackson, Y. Arriaga, D. Weeraratne, IBM Watson Health

Quantifying Record Linkage of Research Studies with CMS Claims Data
V. Huser, N. Williams, C. Mayer, NIH

Assessing the Impact of Telepsychiatry Implementation on Polypharmacy Reduction among Youth Detainees
H. Islam, A. Mosa, L. Young-Walker, University of Missouri-Columbia

The Potential in Standardized Process for Dysphagia Rehabilitation after Cerebrovascular Diseases
S. Kato, Keio University; S. Tsuru, The University of Tokyo; M. Ide, St. Mary’s Healthcare Center, University of Occupational and Environmental Health; A. Shindo, Ooguno Hospital; N. Yahagi, Keio University, The University of Tokyo; S. Yamada, Keio University

Automated Category Alignment Applied to Different De-identification Annotation Schemata
Y. Kim, P. Heider, S. Meystre, Medical University of South Carolina

Maturity in Enterprise Data Warehouses for Research Operations: Initial Model and Pilot Results
B. Knosp, University of Iowa Carver College of Medicine; T. Campion, Weill Cornell Medical College

The Informatics, Business and Logistic Challenges of Launching an Integrated Direct-to-patient Registry During a Pandemic: The MMRF CureCloud Experience
S. Labkoff, Multiple Myeloma Research Foundation; L. Rozenblit, Prometheus Research

Research Recruitment with the Patient Portal and Clinical Data Warehouse
A. Lee, University of North Carolina; S. Deen, UNC Health

Syndromic surveillance for COVID19 from Reddit using multi-platform lexicons
A. Leslie, S. Lakamana, A. Sarker, Emory University

Applying Deterministic and Probabilistic Record Linkage Approaches to Quantify Residential History in the Electronic Health Record
X. Lin, S. Guha, Trinity College of Arts and Sciences, Duke University; M. Valancius, University of North Carolina Gillings School of Public Health, Trinity College of Arts and Sciences, Duke University; K. Jowers, Nicholas Institute for Environmental Policy Solutions, Duke University; L. Richman, Duke University School of Medicine; J. Reiter, C. Timmins, Trinity College of Arts and Sciences, Duke University; N. Bhavsar, Duke University School of Medicine

Comparison and Analysis of Concordance for Two Popular Geocoding Methods Applied to Electronic Health Record Data
S. Lynch, University of Pennsylvania; J. Meeker, Perelman School of Medicine, University of Pennsylvania; E. Schriver, A. Cruz, University of Pennsylvania Health System; N. Mirkovic, University of Pennsylvania Health System; K. Oyekanmi, E. South, D. Mowery, M. Boland, Perelman School of Medicine, University of Pennsylvania

Modeling Alzheimer’s Disease by Combining Knowledge Extracted from Biomedical Literature with Biomedical Ontologies
S. Malec, S. Taneja, K. Witonsky, C. Shaaban, H. Karim, A. Levine, S. Albert, P. Monro, R. Boyce, University of Pittsburgh

Decision Support to Engage Consumers in the Selection of Health Benefits
M. McKillop, B. Rosario, A. Preininger, C. Huff, N. Kutub, IBM Watson Health; G. Jackson, IBM Watson Health, Vanderbilt University Medical Center

Combining Weather and Pollution Indicators with Insurance Claims on Identifying and Predicting Asthma Prevalence and Hospitalizations
D. Mehrish, Stanford University, M. Sharma, L. Hasson, J. Sairamesh, CapsicoHealth

Health Care Ecosystem Stage - Health Care Actors' Roles to Improve Quality with Clinical Data Exchanges
S. Mitchell, G. Stahr, Veterans Administration, J P Systems, Inc.; T. Turner, J. Anderson, Veterans Administration

The Patient Voice in Clinical Practice: Results of Qualitative Interviews with Patients Completing Patient-reported Outcomes
T. Nelson, Northwestern University Feinberg School of Medicine; F. Ahmad, Northwestern University Feinberg School of Medicine, Northwestern Medicine; M. Cotton, K. Davis, Northwestern Medicine; L. Lacson, Northwestern University Feinberg School of Medicine; R. Merkow, Northwestern University Feinberg School of Medicine, Northwestern Medicine; L. Rasmussen, N. Rothrock, J. Starren, Northwestern University Feinberg School of Medicine

The Application of Social Network Analysis for COVID-19 Nosocomial Infection Control
M. Ostovari, C. Jurkovitz, L. Pachter, M. Drees, D. Chen, Christiana Care Health System

Content-based Recommendation Systems to Improve Reusability of Gene Expression Omnibus Datasets
B. Patra, Weill Cornell Medicine, University of Texas Health Science Center at Houston; K. Roberts, H. Wu, University of Texas Health Science Center at Houston

System Architecture and Design of a US Department of Veterans Affairs Hospital Information System Integrated System for Patient Safety at Care Transitions
M. Redding, C. Alvaro, Document Storage Systems, Inc.; D. LaBorde, Iconic Data Inc.

Comparison of Algorithms for Identifying HIV-positive Individuals from Electronic Medical Records in a Large Multi-site Database
J. Ridgway, J. Zhou, E. Friedman, J. Schneider, University of Chicago

The COVID-19 DREAM Challenge: Enabling Continuous Benchmarking of Models on EHR Data
T. Schaffter, Sage Bionetworks; T. Bergquist, Y. Yan, University of Washington; T. Yu, Y. Chae, Sage Bionetworks; J. Prosser, Institute for Translational Health Sciences; M. Mason, Sage Bionetworks; S. Mooney, University of Washington; J. Guinney, Sage Bionetworks

Design of a Clinical Decision Support Tool for Erroneously Documented Vital Signs
C. Skeehan, B. Slovis, M. McArthur, J. Riggio, Thomas Jefferson University

Deconvoluting Spatial Transcriptomics Data through Graph-based Artificial Intelligence
Q. Song, Wake Forest School of Medicine; J. Su, Indiana University School of Medicine, Wake Forest School of Medicine

Toward a Neural Semantic Parsing System for EHR Question Answering
S. Soni, K. Roberts, The University of Texas Health Science Center at Houston

Query Complexity Analysis on the TriNetX Platform
E. Statsky-Frank, Northeastern University, Z. Drebert, J. Donovan, M. Palchuk, J. Doole, TriNetX

Leveraging Free-text Clinical Notes for Accurate Diagnostic Decision Support Using Pre-trained Language Representation Models
R. Tang, H. Yao, Z. Zhu, X. Sun, Ping An Healthcare Technology

Identifying Bad Actors in a Direct-to-Patient COVID-19 Registry
K. Timms, E. Brinkley, K. Hawaldar, C. Tirrell, L. Rozenblit, IQVIA

Ascertaining Chronic Condition Status from Electronic Health Records with Patient Problem Lists versus Encounter Diagnosis Records
R. Voss, T. Schmidt, OCHIN; J. O'Malley, J. Heintzman, Oregon Health & Science University, OCHIN; N. Huguet, Oregon Health & Science University; M. Marino, Oregon Health & Science University, OHSU-PSU; D. Dorr, N. Weiskopf, J. Lucas, S. Valenzuela, K. Peak, Oregon Health & Science University; N. Warren, OCHIN; A. Quiñones, Oregon Health & Science University, OHSU-PSU

Automatic Gender Detection on Twitter for Health-related Cohort Studies
Y. Yang, M. Al-Garadi, Emory University; A. Sarker, Emory University, Georgia Institute of Technology and Emory University

Integration between Physician and Nurse Terminology in the Care of Patients with Heart Failure
A. Zakkar, H. Vatani, B. Di Eugenio, C. Dickens, P. Martyn-Nemeth, University of Illinois at Chicago; K. Dunn Lopez, University of Iowa; A. Ardati, A. Boyd, University of Illinois at Chicago

OSPred – A Digital Health Aid for Rapid Analysis of Early Endpoints (PFS, ORR) and Overall Survival (OS) Correlates in Non-Small Cell Lung Cancer (NSCLC) Clinical Trials
Y. Zhang, J. Ye, F. Liu, S. Nampally, I. A.N., J. Weatherall, C. Duran, R. Iacona, F. Khan, P. Mukhopadhyay, S. Khader, AstraZeneca

Age Aware Model of Phenotype Risk Score
L. Aref, L. Bastarache, J. Hughey, Vanderbilt University Medical Center

A Natural Language Processing Pipeline for the De-identification of Clinical Notes at an Academic Medical Center
A. Bhandari, M. Horvath, Wake Forest Baptist Health; J. Rigdon, U. Topaloglu, Wake Forest School of Medicine

Schematic Design of a Veterans Health Information Exchange Performance Reporting Platform
N. Botts, E. Pan, N. Hsing, O. Bouhaddou, B. Vedula, J. Malpass, J. Anderson, Department of Veterans Affairs

Characterizing Respiratory Symptoms and COVID-19 Trends from OMOP-CDM database for Public Health Reporting
M. Chang, J. Lu, B. Patel, N. Shah, J. Chen, Stanford University

Knowledge Management of Clinical Pharmacogenetic Information – Complexities and Challenges
C. Cheng, B. Green, G. Robinson, J. Bubp, First Databank Inc

Compound Prioritization via Ranking and Graph Representation Learning
V. Dey, X. Ning, The Ohio State University

Open Integrated Analysis of Multi-institutional Data using ICEES
K. Fecho, University of North Carolina at Chapel Hill; S. Garantziotis, National Institute of Environmental Health Sciences; A. Krishnamurthy, University of North Carolina at Chapel Hill; E. Pfaff, North Carolina Clinical and Translational Sciences Institute; C. Schmitt, S. Schurman, National Institute of Environmental Health Sciences; S. Shuptrine, Social & Scientific Systems; H. Xu, S. Ahalt, University of North Carolina at Chapel Hill

Challenges in Capturing Comorbidities Using Medicare Data
A. Fiksdal, D. De Alasei, H. Salmasian, Brigham and Women's Hospital

Disparities in patient portal enrollment and telehealth among oncology patients
M. Garriga, S. Sinha, N. Naik, B. McSteen, S. Yousefi, A. Odisho, A. Lin, L. Boreta, J. Hong, University of California, San Francisco

Assessing Organizational Context for Implementation
M. Kalsy, University of Utah, Department of VA; N. Kelly, Department of VA; S. Meystre, Medical University of South Carolina, Department of VA; Y. Kim, Department of VA; B. Bray, University of Utah, Department of VA; D. Bolton, M. Goldstein, Department of VA; J. Garvin, The Ohio State University/ VA, Department of VA

Semi-automated Corpus Augmentation Methods for Enriching Laboratory Test Names with Value Annotations
P. Heider, Y. Kim, Medical University of South Carolina; S. Meystre, Medical University of South Carolina, Clinacuity, Inc.

Evaluation of Data Management of COVID-19 Clinical Trials Using a Cloud-Based Clinical Data-management Platform
R. Hekmat, D. Weeraratne, C. VanHouten, B. South, N. Kutub, V. Willis, W. Bradham, R. DiCicco, IBM Watson Health; G. Jackson, IBM Watson Health, Vanderbilt University Medical Center; J. Snowdon, IBM Watson Health

What can Online Ovarian Cancer Forum Present us about Patients’ Information Needs? - A Text-mining Approach
C. Hui, Z. Wang, Y. Lee, University of Pittsburgh

Development of a Graph Model for the OMOP Common Data Model
M. Kang, Northwestern University; J. Alvarado-Guzmán, Neo4j, Inc.; L. Rasmussen, J. Starren, Northwestern University

A Pilot Study on An In-depth Comparison Between Nurse and Physician Health Terminology from a Non-professional Perspective
L. Khatib, University of Illinois at Chicago, NSU-KPCOM; H. Vatani, B. Di Eugenio, C. Dickens, P. Martyn-Nemeth, University of Illinois at Chicago; K. Dunn Lopez, University of Iowa; A. Ardati, A. Boyd, University of Illinois at Chicago

Using Natural Language Processing to Predict ICU Transfer in Hospitalized COVID-19 Patients
P. Kinney, Georgia Institute of Technology; A. Tariq, H. Trivedi, Emory University; J. Gichoya, Emory Winship Cancer Institute; I. Banerjee, Emory University

Data-specific Training for Detecting Reports of Medication Intake on Twitter
A. Klein, G. Gonzalez-Hernandez, University of Pennsylvania

Leveraging Electronic Health Records Data for Predicting Alzheimer’s Disease Progression
S. Kumar, I. Oh, A. Gupta, A. Lai, P. Payne, Washington University School of Medicine

Evaluation of Multiple Myeloma Clinical Decision Support Tool Value When Populated with Community Health System Data
S. Labkoff, K. Giusti, P. Giusti, The Multiple Myeloma Research Foundation; R. Wilcox, D. Haslem, D. Hoda, K. Rowe, G. Fulde, J. Gygi, B. Bott, Intermountain Healthcare; B. Smith, Principia Health Sciences, Inc.

Perioperative Workflow Management System and Improvement in First Case On-Time Start Rates in the U.S. Department of Veterans Affairs
D. LaBorde, Brain Trust Advisors, LLC, Document Storage Systems, Inc., Iconic Data Inc.; A. Green, Document Storage Systems, Inc.

CoviDash-SM: A public COVID19 dashboard for social media data-based research and surveillance
S. Lakamana, M. Al-Garadi, Y. Yang, A. Sarker, Emory University

Measuring NICU Healthcare Workers’ Time Spent on Collaborative Activities Through EHR Audit Logs
P. Li, University of Pennsylvania; B. Chen, Vanderbilt University; M. Alrifai, D. France, Vanderbilt University Medical Center; Y. Chen, Vanderbilt University, Vanderbilt University Medical Center

Leveraging the ACT Network for COVID-19 Research
D. MacFadden, G. Weber, Harvard Medical School

COVID-19 Research: Messy Data, Consequent Pitfalls and Lessons Learned
T. Magoc, University of Florida; G. Lipori, J. Myles, S. Sortino, UF Health; C. Harle, University of Florida

Loss of Diagnostic Data Due to Claim Form Limitations
C. Mayer, N. Williams, V. Huser, National Institutes of Health

Answering Common COVID-19 Questions with Conversational Technology
M. McKillop, B. South, A. Preininger, G. Jackson, IBM Watson Health

A Pilot Evaluation of the Performance of MetaMap for Processing Clinical Actionable Genomics Texts
O. Merchant, S. Tellur, X. Jing, Clemson University

Impact of the ARX Anonymization Tool for Biomedical Data – A Review
T. Meurers, M. Johns, F. Wirth, F. Prasser, Berlin Institute of Health, Charité – Universitätsmedizin Berlin

Listening to your Data: Analyzing Medical Concept Mentions in Longitudinal Clinical Notes
A. Moldwin, D. Demner-Fushman, T. Goodwin, National Library of Medicine

BRATsynthetic: A Software Tool for the Generation of HIPAA Safe Harbor Compliant Replacement Text
T. O'Leary, J. Osborne, University of Alabama at Birmingham

Chronicles of Nationwide Health Information Exchange (HIE) told through Data Profiling of the Veterans HIE Audit Log
E. Pan, N. Hsing, O. Bouhaddou, N. Botts, B. Vedula, J. Malpass, J. Anderson, J. Nebeker, Department of Veterans Affairs

Communication Efficient Distributed Tensor Factorization based on Local SGD for Collaborative Health Data Analysis
Z. Pan, J. Lou, L. Xiong, J. Ma, Emory University

Weight-based Integrated Algorithm for Modeling Time-to-Event Data of Multiple Databases without Data Sharing
J. Park, Y. Park, Yonsei University College of Medicine

Social Determinants of Health and Opioid Dependence and Overdose
A. Pradhan, University of Maryland Baltimore, University of Maryland School of Pharmacy; T. Oates, University of Maryland Baltimore County; F. Shaya, University of Maryland Baltimore, University of Maryland School of Pharmacy

Development and Alpha Testing of Specifications for a VTE/Major Bleeding Electronic Clinical Quality Measure (eCQM)
A. Pullman, T. Li, A. Businger, Brigham and Women's Hospital; S. Lipsitz, A. Syrowatka, Brigham and Women's Hospital, Harvard Medical School; M. Sainlaire, Brigham and Women's Hospital; D. Bates, P. Dykes, Brigham and Women's Hospital, Harvard Medical School

A Novel Solution for Clinical Knowledge Management using Collibra
A. Rajagopalan, R. Chandras, M. Gagnidze, R. Aminian, M. Ferrauiola, D. Mann, J. Austrian, NYU Langone Health

Characterizing Effects of Air Pollution Exposure in Diabetic Patients Affected by COVID-19
N. Riches, R. Gouripeddi, W. Dere, A. Payan-Medina, J. Facelli, University of Utah

Usability and Impact of a Care-management System in Holistically Delivering Services to Vulnerable Populations
R. Rizvi, T. Bright, C. VanHouten, M. McKillop, S. Wang, S. Alevy, D. Brotman, M. Sands-Lincoln, IBM Watson Health; B. Robinson, C. Staats, County of Sonoma; G. Jackson, W. Kassler, IBM Watson Health

A COVID-19 Drug Repurposing Network from Integrated Text Mining and Semantic Data Mining
K. Ross, Georgetown University Medical Center; C. Chen, J. Cowart, S. Gavali, University of Delaware; C. Wu, University of Delaware, Georgetown University Medical Center

Predicting Long-term Care Demand from Medical and Long-term Care Insurance Claims in Japan
J. Sato, K. Goda, M. Kitsuregawa, The University of Tokyo; T. Ishikawa, N. Mitsutake, Institute for Health Economics and Policy

DEPOT: Revealing Trajectories of Alzheimer’s Disease Development for Precision Monitoring and Interventions Using Real-world Evidence
J. Su, Indiana University School of Medicine, Wake Forest School of Medicine; Q. Song, M. Espeland, J. Williamson, Wake Forest School of Medicine

The PREVENT Tool: An Implementation of the Yelp Fusion Application Programming Interface (API)
E. Taner, R. Foraker, Washington University School of Medicine; S. Lara, M. Lopetegui, Universidad del Desarrollo; M. Kepper, Washington University School of Medicine, Washington University in St. Louis

Consult Tracking Management Solution and Scheduler Workflow Metrics in the U.S. Department of Veterans Affairs
A. Tsai, E. Gerardo, L. Droshine, M. Watsom, Document Storage Systems, Inc.; D. LaBorde, Brain Trust Advisors, LLC, Document Storage Systems, Inc., Iconic Data, Inc.

Development and Evaluation of a Natural Language Processing (NLP) Pipeline for Extracting Endoscopic Measurements
M. Ullah, S. Pompea, T. Campion, E. Sholle, Weill Cornell Medicine

MedType: Improving Medical Entity Linking with Semantic Type Prediction
S. Vashishth, R. Joshi, Carnegie Mellon University; D. Newman-Griffis, University of Pittsburgh; R. Dutt, C. Rose, Carnegie Mellon University

Network Analysis to Characterize Chronological Relationships in Comorbidity Trajectories: Breast Cancer as a Case Model
C. Wang, W. Zhang, University of California, Berkeley, University of California, San Francisco; J. Wang, J. Hong, University of California, San Francisco

Leveraging Broadcast Text-messages to Deliver Real-time Clinical Guidance to Hospital Employees During the COVID-19 Pandemic
C. Williams, Perelman School of Medicine at the University of Pennsylvania; A. Rao, Hospital of the University of Pennsylvania, University of Pennsylvania; J. Ziemba, J. Myers, Hospital of the University of Pennsylvania, Perelman School of Medicine at the University of Pennsylvania, University of Pennsylvania Health System; N. Patel, Hospital of the University of Pennsylvania, Perelman School of Medicine at the University of Pennsylvania

Identifying Barriers and Facilitators to Integrating Patient-Generated Health Data into the EHR
J. Ye, Northwestern University

Identify Cancer Patients at Risk for Heart Failure using Electronic Health Record and Genetic Data
Z. Yu, X. Yang, Y. Chen, R. Fang, W. Hogan, Y. Gong, Y. Wu, University of Florida

Blockchain for DSCSA Compliance in Hospital-at-Home Programs
S. Zawada, Mayo Clinic School of Medicine and Science, Yale University-Mayo Clinic FDA Center of Excellence in Regulatory Science and Innovation