Use and Perceived Benefits of Handheld PDA Clinical Reference Applications. - Jeffrey M. Rothschild; Edward Fang; Janice Gottschall; Vincent X. Liu; David W. Bates (AMIA, 2005)

Technical Brief: Use and Perceived Benefits of Handheld Computer-based Clinical References. - Jeffrey M. Rothschild; Edward Fang; Vincent X. Liu; Irina Litvak; Cathy Yoon; David W. Bates (J. Am. Medical Informatics Assoc., 2006)

Automated identification of pneumonia in chest radiograph reports in critically ill patients. - Vincent X. Liu; Mark P. Clark; Mark Mendoza; Ramin Saket; Marla N. Gardner; Benjamin J. Turk; Gabriel J. Escobar (BMC Medical Informatics Decis. Mak., 2013)

Discovering Patient Phenotypes Using Generalized Low Rank Models. - Alejandro Schuler; Vincent X. Liu; Joe Wan; Alison Callahan; Madeleine Udell; David E. Stark; Nigam H. Shah (PSB, 2016)

Development and validation of an electronic medical record-based alert score for detection of inpatient deterioration outside the ICU. - Patricia Kipnis; Benjamin J. Turk; David A. Wulf; Juan Carlos LaGuardia; Vincent X. Liu; Matthew M. Churpek; Santiago Romero-Brufau; Gabriel J. Escobar (J. Biomed. Informatics, 2016)

A novel propensity modeling approach to estimate the causal impact of acute organ dysfunction on long-term survival in sepsis. - Alejandro Schuler; David A. Wulf; Yun Lu; Jennifer M. Baker; Gabriel J. Escobar; Nigam Shah; Vincent X. Liu (CRI, 2017)

Flexible, cluster-based analysis of the electronic medical record of sepsis with composite mixture models. - Michael B. Mayhew; Brenden K. Petersen; Ana Paula Sales; John D. Greene; Vincent X. Liu; Todd S. Wasson (J. Biomed. Informatics, 2018)

Assessing clinical heterogeneity in sepsis through treatment patterns and machine learning. - Alison E. Fohner; John D. Greene; Brian L. Lawson; Jonathan H. Chen; Patricia Kipnis; Gabriel J. Escobar; Vincent X. Liu (J. Am. Medical Informatics Assoc., 2019)

The number needed to benefit: estimating the value of predictive analytics in healthcare. - Vincent X. Liu; David W. Bates; Jenna Wiens; Nigam H. Shah (J. Am. Medical Informatics Assoc., 2019)

Context is Key: Using the Audit Log to Capture Contextual Factors Affecting Stroke Care Processes. - Morteza Noshad; Christian Rose; Robert Thombley; Jonathan Chiang; Conor K. Corbin; Minh Nguyen; Vincent X. Liu; Julia Adler-Milstein; Jonathan H. Chen (AMIA, 2020)

Performance metrics for intervention-triggering prediction models do not reflect an expected reduction in outcomes from using the model. - Alejandro Schuler; Aashish Bhardwaj; Vincent X. Liu (CoRR, 2020)

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 (AMIA, 2021)

Nonstationary multivariate Gaussian processes for electronic health records. - Rui Meng; Braden Soper; Herbert K. H. Lee; Vincent X. Liu; John D. Greene; Priyadip Ray (J. Biomed. Informatics, 2021)

Leveraging EHR Audit Log Data to Unlock New Insights into Care Processes and Outcomes. - Christian Rose; Robert Thombley; Morteza Noshad; Ron Li; Wendy Lu; Heather A Clancy; David Schlessinger; Vincent X. Liu; Jonathan H. Chen; Julia Adler-Milstein (AMIA, 2022)

Exploratory analysis of novel electronic health record variables for quantification of healthcare delivery strain, prediction of mortality, and prediction of imminent discharge. - Catherine Lee; Brian L. Lawson; Ariana J. Mann; Vincent X. Liu; Laura C. Myers; Alejandro Schuler; Gabriel J. Escobar (J. Am. Medical Informatics Assoc., 2022)

Team is brain: leveraging EHR audit log data for new insights into acute care processes. - 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 (J. Am. Medical Informatics Assoc., 2022)

Unsupervised probabilistic models for sequential Electronic Health Records. - Alan David Kaplan; John D. Greene; Vincent X. Liu; Priyadip Ray (J. Biomed. Informatics, 2022)

Developing a shared sepsis data infrastructure: a systematic review and concept map to FHIR. - 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 (npj Digit. Medicine, 2022)

Sequential Inference of Hospitalization ElectronicHealth Records Using Probabilistic Models. - Alan David Kaplan; Priyadip Ray; John D. Greene; Vincent X. Liu (CoRR, 2024)

Strengthening the use of artificial intelligence within healthcare delivery organizations: balancing regulatory compliance and patient safety. - 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 (J. Am. Medical Informatics Assoc., 2024)

Reformulating patient stratification for targeting interventions by accounting for severity of downstream outcomes resulting from disease onset: a case study in sepsis. - Fahad Kamran; Donna Tjandra; Thomas S. Valley; Hallie C. Prescott; Nigam H. Shah; Vincent X. Liu; Eric Horvitz; Jenna Wiens (J. Am. Medical Informatics Assoc., 2025)

Prediction of 1 and 2 week nonelective hospitalization and sepsis hospitalization risk in adults. - 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 (npj Digit. Medicine, 2025)