Diplomate Spotlight Opening Doors with Board Certification: A Conversation with Long Standing Diplomate Joseph Cook Read Opening Doors with Board Certification: A Conversation with Long Standing Diplomate Joseph Cook
Phoenix Newsletter - July 2025 Available Now: 2026 5-Year Cycle Registration Read Available Now: 2026 5-Year Cycle Registration
Home Research Research Library Modeling relief Modeling relief 2007 Author(s) Sumner, W, Xu, J Z, Roussel, G H, and Hagen, Michael D Topic(s) Family Medicine Certification Keyword(s) Cognitive Expertise, and Psychometrics Volume AMIA Annual Symposium Proceedings Source AMIA Annual Symposium Proceedings The American Board of Family Medicine deployed virtual patient simulations in 2004 to evaluate Diplomates’ diagnostic and management skills. A previously reported dynamic process generates general symptom histories from time series data representing baseline values and reactions to medications. The simulator also must answer queries about details such as palliation and provocation. These responses often describe some recurring pattern, such as, “this medicine relieves my symptoms in a few minutes.” The simulator can provide a detail stored as text, or it can evaluate a reference to a second query object. The second query object can generate details using a single Bayesian network to evaluate the effect of each drug in a virtual patient’s medication list. A new medication option may not require redesign of the second query object if its implementation is consistent with related drugs. We expect this mechanism to maintain realistic responses to detail questions in complex simulations. ABFM Research Read all 1996 A Formal Model of Family Medicine Go to A Formal Model of Family Medicine 2008 Value of information in virtual patient performance evaluations Go to Value of information in virtual patient performance evaluations 2025 Blueprinting the Future: Automatic Item Categorisation using Hierarchical Zero-Shot and Few-Shot Classifiers Go to Blueprinting the Future: Automatic Item Categorisation using Hierarchical Zero-Shot and Few-Shot Classifiers 1980 Family practice Go to Family practice
Author(s) Sumner, W, Xu, J Z, Roussel, G H, and Hagen, Michael D Topic(s) Family Medicine Certification Keyword(s) Cognitive Expertise, and Psychometrics Volume AMIA Annual Symposium Proceedings Source AMIA Annual Symposium Proceedings
ABFM Research Read all 1996 A Formal Model of Family Medicine Go to A Formal Model of Family Medicine 2008 Value of information in virtual patient performance evaluations Go to Value of information in virtual patient performance evaluations 2025 Blueprinting the Future: Automatic Item Categorisation using Hierarchical Zero-Shot and Few-Shot Classifiers Go to Blueprinting the Future: Automatic Item Categorisation using Hierarchical Zero-Shot and Few-Shot Classifiers 1980 Family practice Go to Family practice
2008 Value of information in virtual patient performance evaluations Go to Value of information in virtual patient performance evaluations
2025 Blueprinting the Future: Automatic Item Categorisation using Hierarchical Zero-Shot and Few-Shot Classifiers Go to Blueprinting the Future: Automatic Item Categorisation using Hierarchical Zero-Shot and Few-Shot Classifiers