| 2019 | AMIA | Plausible links from soil nutrients to human diets and obesity. | Walton Sumner |
| 2014 | AMIA | Adding flexible temporal constraints to identify chronic comorbid conditions in ambulatory claims data. | Walton Sumner, Dustin L. Stwalley, Phillip V. Asaro, Michael D. Hagen, Margaret A. Olsen |
| 2013 | AMIA | Information Extraction from Medical Documents to Determine Patient Alcohol, Tobacco, and Illicit Drug Use. | Leslie D. McIntosh, Walton Sumner, Bijoy George, Pavan Kalantri, Suhas Khot, Anthony Juehne, Rakesh Nagarajan |
| 2008 | AMIA | An electronic encounter log's failure to scale. | Walton Sumner, Phillip V. Asaro |
| 2007 | AMIA | Modeling Relief. | Walton Sumner, Jinzhong Xu, Guy Roussel, Michael D. Hagen |
| 2006 | AMIA | Tapping Trumps Typing: How Users Enter Data in an Electronic Student Encounter Log. | John Campbell, Tom DeFer, Walton Sumner |
| 2006 | AMIA | Mapping Students' Clinical Experiences to Pediatric Clerkship Goals. | Aaron Lee, Angela Sharkey, Kathleen McGann, Walton Sumner |
| 2005 | AMIA | OOPS: Test of a Structure for Recording Patient Safety Events. | John Campbell, Walton Sumner |
| 2002 | AMIA | Evidence for the rapid construction of preference during utility assessments. | Jonathan Bennett, Robert F. Nease Jr., Walton Sumner |
| 2002 | AMIA | Validation of electronic student encounter logs in an emergency medicine clerkship. | Jennifer S. Lee, Sanford S. Sineff, Walton Sumner |
| 2002 | AMIA | Modeling fatigue. | Walton Sumner, Jinzhong Xu |
| 2001 | AMIA | Student documentation of multiple diagnoses in family practice patients using a handheld student encounter log. | Walton Sumner |
| 2000 | AMIA | Development and implementation of a decision support system for carotid artery stenosis: the Carotid Ultrasound Report Enhancement (CURE). | Brian F. Gage, G. A. Banet, Mary K. Goldstein, Walton Sumner |
| 2000 | AMIA | Family practice clerkship encounters documented with structured phrases on paper and hand-held computer logs. | M. Marshall, Walton Sumner |
| 2000 | AMIA | A Visual Medical Modeling Language. | Walton Sumner |
| 1999 | AMIA | Using Bayesian Networks as a Scripting Language. | Walton Sumner, Michael D. Hagen |
| 1998 | AMIA | Simulating patients with Parallel Health State Networks. | Walton Sumner, Miroslaw Truszczynski, Victor W. Marek |