| 2021 | There is Variability in the Accuracy of Diagnosis Codes Used to Identify COVID-19 Patients. | Jayson S. Marwaha, Elizabeth Eldridge, Sahr Syed, Perry L. Mar, Philip Ballentine, Denis Agniel, Nathan P. Palmer, Sadiqa Mahmood, Gabriel A. Brat |
| 2021 | Implementation of a Clinical Decision Support System for Automated Fall-Risk Identification and Referrals in Emergency Departments. | Apoorva Maru, Gwen C. Jacobsohn, Collin Engstrom, Frank J. Liao, Margaret Leaf, Joel Galang, Gerald T. Pankratz, Alexis Eastman, Maureen A. Smith, Manish N. Shah, Brian W. Patterson |
| 2021 | Managing Health Care Knowledge in Predictive Modeling, Clinical Decision Support and Metric Reporting - eXecutable Library Architecture (XLA). | Susana B. Martins, Cora L. Bernard, Suzanne Tamang, Jodie Trafton |
| 2021 | Quantifying Spatial Tumor Heterogeneity Using Single-Cell Proteomics. | Adriano Martinelli, Aditya Kashyap, Anna Fomitcheva Khartchenko, Govind V. Kaigala, Maria Anna Rapsomaniki |
| 2021 | Stewardship Considerations in the Development and Implementation of Shareable SMART on FHIR Applications: Case Studies on Multiple Chronic Condition Care Planning and Chronic Pain Management. | Laura Haak Marcial, Saira N. Haque, Kensaku Kawamoto, David A. Dorr, Roland E. Gamache |
| 2021 | PainRE-Life: A FHIR Based HUB for the management and support of patients with chronic pain. | Sara R. Marceglia, Vania Manzelli, Pierluigi D'Antrassi, Alfredo Cuzzocrea, Annamaria Caruso, Marco Prenassi, Chiara Savino, Maria Teresa De Pippo, Stefano Lenzi, Roberta Ferrucci, Costanza Conti, Giulia Candiani, Francesca Memini, Elda Judica, Massimo Corbo, Marianna Masiero, Gabriella Pravettoni |
| 2021 | Integrating Evaluations of Predictive Algorithm-Driven Interventions into Clinical Workflows with the Dynamic Discontinuity Deployment Design. | Ben J. Marafino, Alejandro Schuler, Vincent X. Liu, Art B. Owen, Gabriel J. Escobar, Michael T. M. Baiocchi |
| 2021 | A Deep Learning Framework Using a Pre-trained BERT Model to Predict the Risk of Progression from Mild Cognitive Impairment to Alzheimer's Disease. | Chengsheng Mao, Jie Xu, Luke V. Rasmussen, Jennifer A. Pacheco, Guoqian Jiang, Fei Wang, Richard Isaacson, Jyotishman Pathak, Yuan Luo |
| 2021 | Public Perspectives on the Ethical Collection and Sharing of Consumer-Generated Health Information. | Sabrina Mangal, Leslie Park, Meghan Reading Turchioe, Lisa Grossman Liu, Annie C. Myers, Brittany N. Taylor, Parag Goyal, Lydia Dugdale, Ruth Masterson Creber |
| 2021 | Patient Preferences for Accessing, Communicating, and Sharing Health Information using Visualized Patient-Reported Outcomes. | Sabrina Mangal, Leslie Park, Meghan Reading Turchioe, Lisa Grossman Liu, Annie C. Myers, Brittany N. Taylor, Parag Goyal, Lydia Dugdale, Ruth Masterson Creber |
| 2021 | The Real-World Trend Analysis of Cancer Drugs Empowered by Natural Language Processing. | Meng Ma, Kyeryoung Lee, Yun Mai, Chris Gilman, Zongzhi Liu, Mingwei Zhang, Minghao Li, Arielle Redfern, Tommy Mullaney, Tony Prentice, Paul McDonagh, Qi Pan, William Oh, Rong Chen, Eric E. Schadt, Xiaoyan Wang |
| 2021 | Quantifying Changes in Resident-Patient Interactions During the COVID-19 Pandemic Using EHR Audit Logs. | Mark V. Mai, Naveen Muthu, Bryn Carroll, Anna Costello, Dan West, Adam C. Dziorny |
| 2021 | COVID-19 as a Catalyst: Rapid Development of Usable Digital Patient Services. | Andrea N. Mahnke |
| 2021 | Toward Understanding Clinical Context of Medication Change Events in Clinical Narratives. | Diwakar Mahajan, Jennifer J. Liang, Ching-Huei Tsou |
| 2021 | Evaluating Social Determinants of Health in Clinical Communications Data. | Diwakar Mahajan, Jennifer J. Liang, Ananya Poddar, Sasha Ballen, Ching-Huei Tsou |
| 2021 | An exploration of information extraction models on transcribed patient visits. | Kevin Lybarger, Erica Qiao, Meliha Yetisgen |
| 2021 | Identifying ARDS using the Hierarchical Attention Network with Sentence Objectives Framework. | Kevin Lybarger, Linzee Mabrey, Matthew R. Thau, Pavan K. Bhatraju, Mark M. Wurfel, Meliha Yetisgen |
| 2021 | Identifying Criteria for Antonym Generation from Collocates in Corpora. | Chris J. Lu, Amanda Payne, James G. Mork |
| 2021 | Graph Based Machine Learning for Healthcare: State of the Art, Challenges, and Opportunities. | Yuan Luo, Fei Wang, Marinka Zitnik, Shuiwang Ji |
| 2021 | Multi-Modal Data Science for Healthcare: State of the Art, Challenges, and Opportunities. | Yuan Luo, Fei Wang, Benjamin S. Glicksberg, Jessilyn Dunn, Nigam Shah |
| 2021 | Feasibility of using machine learning on insurance claims to identify correlates of lower extremity amputation in insured adults with type 2 diabetes who initiate treatment with sodium-glucose co-transporter 2 (SGLT-2) inhibitors. | Yuan Luo, Andrew J. Cooper, Raymond Kang, Ronald Ackermann |
| 2021 | Understanding Heart-Failure Patients EHR Clinical Features via SHAP Interpretation of Tree-Based Machine Learning Model Predictions. | Shuyu Lu, Ruoyu Chen, Wei Wei, Mia Belovsky, Xinghua Lu |
| 2021 | A Longitudinal Study of Burnout and Clinical Workload Measured With Electronic Health Record Audit Logs. | Sunny S. Lou, Daphne Lew, Derek Harford, Chenyang Lu, Bradley A. Evanoff, Jennifer G. Duncan, Thomas George Kannampallil |
| 2021 | Engaging the disengaged: recommendations for partnering with transitional aged youth to improve mental health help-seeking in the digital age. | Brian Lo, Jenny Shi, Howard W. Wong, Alexxa Abi-Jaoud, Elisa Hollenberg, Andrew Johnson, David Wiljer |
| 2021 | Monitoring the Effects of the Pandemic on Cancer-Related Patient Encounters. | Jack W. London, Elnara Fazio-Eynullayeva, Matvey B. Palchuk, Peter J. Sankey, Christopher McNair |