Research and applications: N-gram support vector machines for scalable procedure and diagnosis classification, with applications to clinical free text data from the intensive care unit. - Ben J. Marafino; Jason M. Davies; Naomi S. Bardach; Mitzi L. Dean; R. Adams Dudley (J. Am. Medical Informatics Assoc., 2014)

Efficient and sparse feature selection for biomedical text classification via the elastic net: Application to ICU risk stratification from nursing notes. - Ben J. Marafino; W. John Boscardin; R. Adams Dudley (J. Biomed. Informatics, 2015)

Creating Fair Models of Atherosclerotic Cardiovascular Disease Risk. - Stephen Pfohl; Ben J. Marafino; Adrien Coulet; Fátima Rodriguez; Latha Palaniappan; Nigam H. Shah (AIES, 2019)

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)

Predicting Level of Care for Emergency Hospital Admissions to Optimize Triage. - Minh Nguyen; Nicolai P. Ostberg; Conor K. Corbin; Tiffany Eulalio; Gautam Machiraju; Ben J. Marafino; Michael T. M. Baiocchi; Christian Rose; Jonathan H. Chen (AMIA, 2021)

Developing machine learning models to personalize care levels among emergency room patients for hospital admission. - Minh Nguyen; Conor K. Corbin; Tiffany Eulalio; Nicolai P. Ostberg; Gautam Machiraju; Ben J. Marafino; Michael T. M. Baiocchi; Christian Rose; Jonathan H. Chen (J. Am. Medical Informatics Assoc., 2021)