Vincent X. Liu

Publication Activity (10 Years)

Years Active: 2005-2024
Publications (10 Years): 17

Top Topics

Probabilistic Model

Multivariate Gaussian

Electronic Health Records

Top Venues

J. Am. Medical Informatics Assoc.

J. Biomed. Informatics

Publications

Alan David Kaplan, Priyadip Ray, John D. Greene, Vincent X. Liu
Sequential Inference of Hospitalization ElectronicHealth Records Using Probabilistic Models. CoRR (2024)
Mark P. Sendak, Vincent X. Liu, Ashley Beecy, David E. Vidal, Keo Shaw, Mark Lifson, Danny Tobey, Alexandra Valladares, Brenna Loufek, Murtaza Mogri, Suresh Balu
Strengthening the use of artificial intelligence within healthcare delivery organizations: balancing regulatory compliance and patient safety. J. Am. Medical Informatics Assoc. 31 (7) (2024)
Alan David Kaplan, John D. Greene, Vincent X. Liu, Priyadip Ray
Unsupervised probabilistic models for sequential Electronic Health Records. J. Biomed. Informatics 134 (2022)
Emily B. Brant, Jason N. Kennedy, Andrew J. King, Lawrence Gerstley, Pranita Mishra, David Schlessinger, James Shalaby, Gabriel J. Escobar, Derek C. Angus, Christopher W. Seymour, Vincent X. Liu
Developing a shared sepsis data infrastructure: a systematic review and concept map to FHIR. npj Digit. Medicine 5 (2022)
Alan David Kaplan, John D. Greene, Vincent X. Liu, Priyadip Ray
Unsupervised Probabilistic Models for Sequential Electronic Health Records. CoRR (2022)
Catherine Lee, Brian L. Lawson, Ariana J. Mann, Vincent X. Liu, Laura C. Myers, Alejandro Schuler, Gabriel J. Escobar
Exploratory analysis of novel electronic health record variables for quantification of healthcare delivery strain, prediction of mortality, and prediction of imminent discharge. J. Am. Medical Informatics Assoc. 29 (6) (2022)
Christian Rose, Robert Thombley, Morteza Noshad, Yun Lu, Heather A Clancy, David Schlessinger, Ron C. Li, Vincent X. Liu, Jonathan H. Chen, Julia Adler-Milstein
Team is brain: leveraging EHR audit log data for new insights into acute care processes. J. Am. Medical Informatics Assoc. 30 (1) (2022)
Christian Rose, Robert Thombley, Morteza Noshad, Ron Li, Wendy Lu, Heather A Clancy, David Schlessinger, Vincent X. Liu, Jonathan H. Chen, Julia Adler-Milstein
Leveraging EHR Audit Log Data to Unlock New Insights into Care Processes and Outcomes. AMIA (2022)
Rui Meng, Braden Soper, Herbert K. H. Lee, Vincent X. Liu, John D. Greene, Priyadip Ray
Nonstationary multivariate Gaussian processes for electronic health records. J. Biomed. Informatics 117 (2021)
Ben J. Marafino, Alejandro Schuler, Vincent X. Liu, Art B. Owen, Gabriel J. Escobar, Michael Baiocchi
Integrating Evaluations of Predictive Algorithm-Driven Interventions into Clinical Workflows with the Dynamic Discontinuity Deployment Design. AMIA (2021)
Morteza Noshad, Christian Rose, Robert Thombley, Jonathan Chiang, Conor K. Corbin, Minh Nguyen, Vincent X. Liu, Julia Adler-Milstein, Jonathan H. Chen
Context is Key: Using the Audit Log to Capture Contextual Factors Affecting Stroke Care Processes. AMIA (2020)
Alejandro Schuler, Aashish Bhardwaj, Vincent X. Liu
Performance metrics for intervention-triggering prediction models do not reflect an expected reduction in outcomes from using the model. CoRR (2020)
Vincent X. Liu, David W. Bates, Jenna Wiens, Nigam H. Shah
The number needed to benefit: estimating the value of predictive analytics in healthcare. J. Am. Medical Informatics Assoc. 26 (12) (2019)
Alison E. Fohner, John D. Greene, Brian L. Lawson, Jonathan H. Chen, Patricia Kipnis, Gabriel J. Escobar, Vincent X. Liu
Assessing clinical heterogeneity in sepsis through treatment patterns and machine learning. J. Am. Medical Informatics Assoc. 26 (12) (2019)
Michael B. Mayhew, Brenden K. Petersen, Ana Paula Sales, John D. Greene, Vincent X. Liu, Todd S. Wasson
Flexible, cluster-based analysis of the electronic medical record of sepsis with composite mixture models. J. Biomed. Informatics 78 (2018)
Alejandro Schuler, David A. Wulf, Yun Lu, Jennifer M. Baker, Gabriel J. Escobar, Nigam Shah, Vincent X. Liu
A novel propensity modeling approach to estimate the causal impact of acute organ dysfunction on long-term survival in sepsis. CRI (2017)
Alejandro Schuler, Vincent X. Liu, Joe Wan, Alison Callahan, Madeleine Udell, David E. Stark, Nigam H. Shah
Discovering Patient Phenotypes Using Generalized Low Rank Models. PSB (2016)
Jeffrey M. Rothschild, Edward Fang, Vincent X. Liu, Irina Litvak, Cathy Yoon, David W. Bates
Technical Brief: Use and Perceived Benefits of Handheld Computer-based Clinical References. J. Am. Medical Informatics Assoc. 13 (6) (2006)
Jeffrey M. Rothschild, Edward Fang, Janice Gottschall, Vincent X. Liu, David W. Bates
Use and Perceived Benefits of Handheld PDA Clinical Reference Applications. AMIA (2005)