Vincent X. Liu

24 papers Misc 5Journal 18Unranked 1

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Expanding care coordination in an integrated health system through causal machine learning. npj Digit. Medicine Ben J. Marafino, Colleen Plimier, Patricia Kipnis, Gabriel J. Escobar, Laura C. Myers, Michelle C. Donnelly, John D. Greene, Marc D. Flagg, Jessica R. Small, Vincent X. Liu
2025	J	`jnl`	Prediction of 1 and 2 week nonelective hospitalization and sepsis hospitalization risk in adults. npj Digit. Medicine Vincent X. Liu, Gabriel J. Escobar, Liam D. O'Suilleabhain, Khanh K. Thai, David Schlessinger, Laura C. Myers, John D. Greene, Fernando Barreda, Lawrence Gerstley, Patricia Kipnis
2025	J	`jnl`	Reformulating patient stratification for targeting interventions by accounting for severity of downstream outcomes resulting from disease onset: a case study in sepsis. J. Am. Medical Informatics Assoc. Fahad Kamran, Donna Tjandra, Thomas S. Valley, Hallie C. Prescott, Nigam H. Shah, Vincent X. Liu, Eric Horvitz, Jenna Wiens
2024	J	`jnl`	Sequential Inference of Hospitalization ElectronicHealth Records Using Probabilistic Models. CoRR Alan David Kaplan, Priyadip Ray, John D. Greene, Vincent X. Liu
2024	J	`jnl`	Strengthening the use of artificial intelligence within healthcare delivery organizations: balancing regulatory compliance and patient safety. J. Am. Medical Informatics Assoc. 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
2022	J	`jnl`	Developing a shared sepsis data infrastructure: a systematic review and concept map to FHIR. npj Digit. Medicine 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
2022	J	`jnl`	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. Catherine Lee, Brian L. Lawson, Ariana J. Mann, Vincent X. Liu, Laura C. Myers, Alejandro Schuler, Gabriel J. Escobar
2022	Misc	`conf`	Leveraging EHR Audit Log Data to Unlock New Insights into Care Processes and Outcomes. AMIA Christian Rose, Robert Thombley, Morteza Noshad, Ron Li, Wendy Lu, Heather A Clancy, David Schlessinger, Vincent X. Liu, Jonathan H. Chen, Julia Adler-Milstein
2022	J	`jnl`	Team is brain: leveraging EHR audit log data for new insights into acute care processes. J. Am. Medical Informatics Assoc. 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
2022	J	`jnl`	Unsupervised Probabilistic Models for Sequential Electronic Health Records. CoRR Alan David Kaplan, John D. Greene, Vincent X. Liu, Priyadip Ray
2022	J	`jnl`	Unsupervised probabilistic models for sequential Electronic Health Records. J. Biomed. Informatics Alan David Kaplan, John D. Greene, Vincent X. Liu, Priyadip Ray
2021	Misc	`conf`	Integrating Evaluations of Predictive Algorithm-Driven Interventions into Clinical Workflows with the Dynamic Discontinuity Deployment Design. AMIA Ben J. Marafino, Alejandro Schuler, Vincent X. Liu, Art B. Owen, Gabriel J. Escobar, Michael T. M. Baiocchi
2021	J	`jnl`	Nonstationary multivariate Gaussian processes for electronic health records. J. Biomed. Informatics Rui Meng, Braden Soper, Herbert K. H. Lee, Vincent X. Liu, John D. Greene, Priyadip Ray
2020	Misc	`conf`	Context is Key: Using the Audit Log to Capture Contextual Factors Affecting Stroke Care Processes. AMIA Morteza Noshad, Christian Rose, Robert Thombley, Jonathan Chiang, Conor K. Corbin, Minh Nguyen, Vincent X. Liu, Julia Adler-Milstein, Jonathan H. Chen
2020	J	`jnl`	Performance metrics for intervention-triggering prediction models do not reflect an expected reduction in outcomes from using the model. CoRR Alejandro Schuler, Aashish Bhardwaj, Vincent X. Liu
2019	J	`jnl`	Assessing clinical heterogeneity in sepsis through treatment patterns and machine learning. J. Am. Medical Informatics Assoc. Alison E. Fohner, John D. Greene, Brian L. Lawson, Jonathan H. Chen, Patricia Kipnis, Gabriel J. Escobar, Vincent X. Liu
2019	J	`jnl`	The number needed to benefit: estimating the value of predictive analytics in healthcare. J. Am. Medical Informatics Assoc. Vincent X. Liu, David W. Bates, Jenna Wiens, Nigam H. Shah
2018	J	`jnl`	Flexible, cluster-based analysis of the electronic medical record of sepsis with composite mixture models. J. Biomed. Informatics Michael B. Mayhew, Brenden K. Petersen, Ana Paula Sales, John D. Greene, Vincent X. Liu, Todd S. Wasson
2017	—	`conf`	A novel propensity modeling approach to estimate the causal impact of acute organ dysfunction on long-term survival in sepsis. CRI Alejandro Schuler, David A. Wulf, Yun Lu, Jennifer M. Baker, Gabriel J. Escobar, Nigam Shah, Vincent X. Liu
2016	J	`jnl`	Development and validation of an electronic medical record-based alert score for detection of inpatient deterioration outside the ICU. J. Biomed. Informatics Patricia Kipnis, Benjamin J. Turk, David A. Wulf, Juan Carlos LaGuardia, Vincent X. Liu, Matthew M. Churpek, Santiago Romero-Brufau, Gabriel J. Escobar
2016	Misc	`conf`	Discovering Patient Phenotypes Using Generalized Low Rank Models. PSB Alejandro Schuler, Vincent X. Liu, Joe Wan, Alison Callahan, Madeleine Udell, David E. Stark, Nigam H. Shah
2013	J	`jnl`	Automated identification of pneumonia in chest radiograph reports in critically ill patients. BMC Medical Informatics Decis. Mak. Vincent X. Liu, Mark P. Clark, Mark Mendoza, Ramin Saket, Marla N. Gardner, Benjamin J. Turk, Gabriel J. Escobar
2006	J	`jnl`	Technical Brief: Use and Perceived Benefits of Handheld Computer-based Clinical References. J. Am. Medical Informatics Assoc. Jeffrey M. Rothschild, Edward Fang, Vincent X. Liu, Irina Litvak, Cathy Yoon, David W. Bates
2005	Misc	`conf`	Use and Perceived Benefits of Handheld PDA Clinical Reference Applications. AMIA Jeffrey M. Rothschild, Edward Fang, Janice Gottschall, Vincent X. Liu, David W. Bates