Data-driven Order Set Generation and Evaluation in the Pediatric Environment. - Yiye Zhang; James E. Levin; Rema Padman (AMIA, 2012)

Toward Order Set Optimization Using Click Cost Criteria in the Pediatric Environment. - Yiye Zhang; James E. Levin; Rema Padman (HICSS, 2013)

Reducing Provider Cognitive Workload in CPOE Use: Optimizing Order Sets. - Yiye Zhang; Rema Padman; James E. Levin (MedInfo, 2013)

On Learning and Visualizing Practice-based Clinical Pathways for Chronic Kidney Disease. - Yiye Zhang; Rema Padman; Larry A. Wasserman (AMIA, 2014)

Data Driven Order Set Development Using Metaheuristic Optimization. - Yiye Zhang; Rema Padman (AIME, 2015)

Workload Reduction Through Usability Improvement of Hospital Information Systems - The Case of Order Set Optimization. - Daniel Gartner; Yiye Zhang; Rema Padman (ICIS, 2015)

On Clinical Pathway Discovery from Electronic Health Record Data. - Yiye Zhang; Rema Padman; Larry A. Wasserman; Nirav Patel; Pradip Teredesai; Qizhi Xie (IEEE Intell. Syst., 2015)

Paving the COWpath: Learning and visualizing clinical pathways from electronic health record data. - Yiye Zhang; Rema Padman; Nirav Patel (J. Biomed. Informatics, 2015)

Data-driven Clinical Pathway Learning and Outcomes Prediction for Chronic Kidney Disease. - Yiye Zhang; Rema Padman (AMIA, 2016)

Redesigning the "Choice Architecture" of the EHR to Reduce Clinical Decision Support Burden. - Jessica S. Ancker; Sameer Malhotra; Yiye Zhang; Adam D. Cheriff (AMIA, 2017)

Revision of Order Sets Using Experts' Knowledge and Data-Driven Evidence. - Yiye Zhang; Richard Trepp; Jorge M. Luna; David K. Vawdrey; Victoria Tiase (AMIA, 2017)

On Combining Clinical and Cost Pathways for Multimorbid Patients Using Electronic Health Record Data. - Yiye Zhang; Rema Padman (CRI, 2017)

An Interactive Platform to Visualize Data-Driven Clinical Pathways for the Management of Multiple Chronic Conditions. - Yiye Zhang; Rema Padman (MedInfo, 2017)

Augmenting community-level social determinants of health data with individual-level survey data. - Min-hyung Kim; Yiye Zhang; Jessica S. Ancker (AMIA, 2018)

Data-driven Optimization of Order Sets Within an Electronic Health Record System. - Tahir Rizvi; Soyeon Yoon; Hao Shi; Hyun Nam Su; Huaizhu O. Gao; Victoria Tiase; Robert Leviton; Yiye Zhang (AMIA, 2018)

Comparing Sex-Specific Association Networks of Chronic Medical Conditions. - Min-hyung Kim; Yongjun Zhu; Samprit Banerjee; Lauren Evans; Yiye Zhang; Fei Wang 001; Sang Min Park; Jyotishman Pathak (ICHI, 2018)

Mining Temporal Patterns from Sequential Healthcare Data. - Faezeh Movahedi; Yiye Zhang; Rema Padman; James F. Antaki (ICHI, 2018)

Identifying, Analyzing, and Visualizing Diagnostic Paths for Patients with Nonspecific Abdominal Pain. - Goutham Rao; Katherine Kirley; Paul Epner; Yiye Zhang; Victoria Bauer; Rema Padman; Ying Zhou; Anthony Solomonides (Appl. Clin. Inform., 2018)

The potential value of social determinants of health in predicting health outcomes. - Jessica S. Ancker; Min-hyung Kim; Yiye Zhang; Yongkang Zhang 004; Jyotishman Pathak (J. Am. Medical Informatics Assoc., 2018)

Developing and maintaining clinical decision support using clinical knowledge and machine learning: the case of order sets. - Yiye Zhang; Richard Trepp; Weiguang Wang 001; Jorge M. Luna; David K. Vawdrey; Victoria Tiase (J. Am. Medical Informatics Assoc., 2018)

Association networks in a matched case-control design - Co-occurrence patterns of preexisting chronic medical conditions in patients with major depression versus their matched controls. - Min-hyung Kim; Samprit Banerjee; Yize Zhao; Fei Wang 001; Yiye Zhang; Yongjun Zhu; Joseph DeFerio; Lauren Evans; Sang Min Park; Jyotishman Pathak (J. Biomed. Informatics, 2018)

A Survey of Clinicians' Perception of Pharmacogenomics Testing for Antidepressants. - Yiye Zhang; Yonaka Harris; George Alexopoulos; Adam Stracher; Elizabeth Ross; Rainu Kaushal; Jyotishman Pathak (AMIA, 2019)

Informatics approaches to collecting, analyzing, and addressing social determinants of health in healthcare. - Yiye Zhang; Evan Sholle; Marianne Sharko; Yongkang Zhang 004; Jessica S. Ancker (AMIA, 2019)

Using Electronic Health Records and Machine Learning to Predict Postpartum Depression. - Shuojia Wang; Jyotishman Pathak; Yiye Zhang (MedInfo, 2019)

Provider perspectives on the clinical utility of using a risk prediction tool for postpartum depression. - Annie C. Myers; Fariha Ahsan; Rochelle Joly; Alison Hermann; Yiye Zhang; Michael Laskoff; Jyotishman Pathak; Meghan Reading Turchioe (AMIA, 2020)

Identification of Alzheimer's Disease Subtypes from Electronic Health Records Using a Data-Driven Approach. - Jie Xu 012; Fei Wang 001; Zhenxing Xu; Prakash Adekkanattu; Pascal S. Brandt; Guoqian Jiang; Richard C. Kiefer; Yuan Luo 001; Chengsheng Mao; Jennifer A. Pacheco; Luke V. Rasmussen; Yiye Zhang; et al. (AMIA, 2020)

Data-Driven Clinical Decision Support for Computerized Physician Order Entry: Development, Evaluation, and Implementation. - Yiye Zhang; Jonathan H. Chen; Adam Wright; Jessica S. Ancker; Marc Tobias (AMIA, 2020)

Cycle-Consistent Adversarial Autoencoders for Unsupervised Text Style Transfer. - Yufang Huang; Wentao Zhu 001; Deyi Xiong; Yiye Zhang; Changjian Hu; Feiyu Xu (COLING, 2020)

Sequential Pattern Mining of Longitudinal Adverse Events After Left Ventricular Assist Device Implant. - Faezeh Movahedi; Robert L. Kormos; Lisa C. Lohmueller; Laura Seese; Manreet K. Kanwar; Srinivas Murali; Yiye Zhang; Rema Padman; James F. Antaki (IEEE J. Biomed. Health Informatics, 2020)

Deep Significance Clustering (DICE) a Heterogenous Population. - Yufang Huang; Yifan Liu; Peter A. D. Steel; Kelly M. Axsom; John R. Lee; Sri Lekha Tummalapalli; Alison Hermann; Rochelle Joly; Fei Wang 001; Jyotishman Pathak; Lakshminarayanan Subramanian; Yiye Zhang (AMIA, 2021)

Impact of Social Determinants of Health on Predictive Models in 30-Day Hospital Readmission or Death for Patients with Severe Obesity. - Marianne Sharko; Yongkang Zhang 004; Yiye Zhang; Evan Sholle; Sajjad Abedian; Meghan Reading Turchioe; Jessica S. Ancker (AMIA, 2021)

Prescribing Pharmacogenomics Testing: Analyzing the Acceptance of Healthcare Providers through a Survey Study. - Mohit Manoj Sharma; Yonaka Harris; Yiye Zhang; Jyotishman Pathak (AMIA, 2021)

MyEDCare: Evaluation of a Smartphone-based Emergency Department Discharge Process. - Peter A. D. Steel; Dávid Bodnár; Maryellen Bonito; Jane Torres-Lavoro; Dona Bou Eid; Andrew Jacobowitz; Yifan Liu; Amos Shemesh; Robert Tanouye; Patrick Rumble; Daniel Dicello; Rahul Sharma; et al. (AMIA, 2021)

MyEDCare: Evaluation of a Smartphone-Based Emergency Department Discharge Process. - Peter A. D. Steel; Dávid Bodnár; Maryellen Bonito; Jane Torres-Lavoro; Dona Bou Eid; Andrew Jacobowitz; Amos Shemesh; Robert Tanouye; Patrick Rumble; Daniel Dicello; Rahul Sharma; Brenna Farmer; et al. (Appl. Clin. Inform., 2021)

DICE: Deep Significance Clustering for Outcome-Aware Stratification. - Yufang Huang; Kelly M. Axsom; John Lee; Lakshminarayanan Subramanian; Yiye Zhang (CoRR, 2021)

Deep significance clustering: a novel approach for identifying risk-stratified and predictive patient subgroups. - Yufang Huang; Yifan Liu; Peter A. D. Steel; Kelly M. Axsom; John R. Lee; Sri Lekha Tummalapalli; Fei Wang 001; Jyotishman Pathak; Lakshminarayanan Subramanian; Yiye Zhang (J. Am. Medical Informatics Assoc., 2021)

Supervised pretraining through contrastive categorical positive samplings to improve COVID-19 mortality prediction. - Tingyi Wanyan; Mingquan Lin; Eyal Klang; Kartikeya M. Menon; Faris F. Gulamali; Ariful Azad; Yiye Zhang; Ying Ding 001; Zhangyang Wang; Fei Wang 001; Benjamin S. Glicksberg; Yifan Peng 002 (BCB, 2022)

Toward Improving Health Literacy in Patient Education Materials with Neural Machine Translation Models. - David Oniani; Sreekanth Sreekumar; Renuk DeAlmeida; Dinuk DeAlmeida; Vivian Hui; Young Ji Lee; Yiye Zhang; Leming Zhou; Yanshan Wang (CoRR, 2022)

Towards Trustworthy Artificial Intelligence for Equitable Global Health. - Hong Qin 003; Jude Kong; Wandi Ding; Ramneek Ahluwalia; Christo El-Morr; Zeynep Engin; Jake Okechukwu Effoduh; Rebecca Hwa; Serena Jingchuan Guo; Laleh Seyyed-Kalantari; Sylvia Kiwuwa Muyingo; Candace Makeda Moore; et al. (CoRR, 2023)

An encrypted medical blockchain data search method with access control mechanism. - Chenquan Gan; Hongpeng Yang; Qingyi Zhu; Yiye Zhang; Akanksha Saini (Inf. Process. Manag., 2023)

Effects of online support and social media communities on gestational diabetes: A systematic review. - Zilin Cheng; Haijing Hao; Fotini Tsofliou; Melissa D. Katz; Yiye Zhang (Int. J. Medical Informatics, 2023)

Environment Scan of Generative AI Infrastructure for Clinical and Translational Science. - Betina Idnay; Zihan Xu; William G. Adams; Mohammad Adibuzzaman; Nicholas R. Anderson 001; Neil Bahroos; Douglas S. Bell; Cody Bumgardner; Thomas R. Campion Jr.; Victor M. Castro; James J. Cimino; I. Glenn Cohen; et al. (CoRR, 2024)

Differing perspectives on artificial intelligence in mental healthcare among patients: a cross-sectional survey study. - Meghan Reading Turchioe; Pooja M. Desai; Sarah Harkins; Jessica Kim; Shiveen Kumar; Yiye Zhang; Rochelle Joly; Jyotishman Pathak; Alison Hermann; Natalie C. Benda (Frontiers Digit. Health, 2024)

Preparing for the bedside - optimizing a postpartum depression risk prediction model for clinical implementation in a health system. - Yifan Liu; Rochelle Joly; Meghan Reading Turchioe; Natalie C. Benda; Alison Hermann; Ashley Beecy; Jyotishman Pathak; Yiye Zhang (J. Am. Medical Informatics Assoc., 2024)

Visualizing machine learning-based predictions of postpartum depression risk for lay audiences. - Pooja M. Desai; Sarah Harkins; Saanjaana Rahman; Shiveen Kumar; Alison Hermann; Rochelle Joly; Yiye Zhang; Jyotishman Pathak; Jessica Kim; Deborah D'angelo; Natalie C. Benda; Meghan Reading Turchioe (J. Am. Medical Informatics Assoc., 2024)

Extracting social support and social isolation information from clinical psychiatry notes: comparing a rule-based natural language processing system and a large language model. - Braja Gopal Patra; Lauren A. Lepow; Praneet Kasi Reddy Jagadeesh Kumar; Veer Vekaria; Mohit Manoj Sharma; Prakash Adekkanattu; Brian Fennessy; Gavin Hynes; Isotta Landi; Jorge A. Sanchez-Ruiz; Euijung Ryu; Joanna M. Biernacka; et al. (J. Am. Medical Informatics Assoc., 2025)

Machine learning applications related to suicide in military and Veterans: A scoping literature review. - Yuhan Zhang; Yishu Wei; Yanshan Wang; Yunyu Xiao; Ronald K. Poropatich; Gretchen L. Haas; Yiye Zhang; Chunhua Weng; Jinze Liu; Lisa A. Brenner; James M. Bjork; Yifan Peng 002 (J. Biomed. Informatics, 2025)

An asynchronous federated learning-assisted data sharing method for medical blockchain. - Chenquan Gan; Xinghai Xiao; Yiye Zhang; Qingyi Zhu; Jichao Bi; Deepak Kumar Jain 001; Akanksha Saini (Appl. Intell., 2025)