selected publications
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Journal Article
- Use and customization of risk scores for predicting cardiovascular events using electronic health record data. Journal of the American Heart Association. 2017
- Adapting machine learning techniques to censored time-to-event health record data: A general-purpose approach using inverse probability of censoring weighting. Journal of biomedical informatics. 2016
- Examining failure in a dynamic decision environment: strategies for treating patients with a chronic disease 2016
- A Naive Bayes machine learning approach to risk prediction using censored, time-to-event data. Statistics in Medicine. 2015
- A machine learning approach to improving dynamic decision making 2014
- Data mining for censored time-to-event data: a Bayesian network model for predicting cardiovascular risk from electronic health record data 2014
- Educating resident physicians using virtual case-based simulation improves diabetes management: a randomized controlled trial. Academic Medicine. 2014
- Personalised physician learning intervention to improve hypertension and lipid control: randomised trial comparing two methods of physician profiling. BMJ quality & safety. 2014
- Using simulation technology to teach diabetes care management skills to resident physicians. Journal of Diabetes Science and Technology. 2013
- Cost-effectiveness of an electronic medical record based clinical decision support system. Health Services Research. 2012
- Impact of electronic health record clinical decision support on diabetes care: a randomized trial. Annals of Family Medicine. 2011
- Simulated physician learning program improves glucose control in adults with diabetes. Diabetes care. 2010
- Customized feedback to patients and providers failed to improve safety or quality of diabetes care: a randomized trial. Diabetes care. 2009
- Is there a downside to customizing care? Implications of general and patient-specific treatment strategies. Journal of Evaluation in Clinical Practice. 2009
- Simulated physician learning intervention to improve safety and quality of diabetes care: a randomized trial. Diabetes care. 2009
- Variation in quality of diabetes care at the levels of patient, physician, and clinic. Preventing Chronic Disease. 2008
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Chapter
- Advances in Patient Safety Using Data Mining to Predict Errors in Chronic Disease Care. Advances in Patient Safety: New Directions and Alternative Approaches (Vol. 3: Performance and Tools). 2008
- Advances in Patient Safety Clinical Inertia and Outpatient Medical Errors. Advances in Patient Safety: From Research to Implementation (Volume 2: Concepts and Methodology). 2005
- Advances in Patient Safety Identification, Classification, and Frequency of Medical Errors in Outpatient Diabetes Care. Advances in Patient Safety: From Research to Implementation (Volume 1: Research Findings). 2005
- Advances in Patient Safety SimCare: A Model for Studying Physician Decisionmaking Activity. Advances in Patient Safety: From Research to Implementation (Volume 4: Programs, Tools, and Products). 2005
- Clinical inertia and outpatient medical errors. Advances in Patient Safety: From Research to Implementation. 2005
- Identification, classification, and frequency of medical errors in outpatient diabetes care. Advances in Patient Safety: From Research to Implementation. 2005
- SimCare: a model for studying physician decisionmaking activity. Advances in Patient Safety: From Research to Implementation (Volume 4: Programs, Tools, and Products). 2005
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Conference Paper
- A diabetes simulated physician learning program improved glucose control and is highly cost-effective 2011
- A simulated diabetes learning intervention improves provider knowledge and confidence in managing diabetes 2011
- Applying process control and machine learning to develop effective dynamic decision strategies 2011
- Examining effects of continuity of care in the clinic: a simulation study 2011
- Provider satisfaction with a simulated learning approach to diabetes management 2011
- Use of Diabetes Wizard EMR-based clinical decision support system 2011
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Conference Poster
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Abstract
- Use and customization of risk scores for predicting cardiovascular events using electronic health record data [abstract]. Journal of patient-centered research and reviews. 2016
- Educating resident physicians using virtual case-based simulation improves diabetes management--a randomized, controlled trial [abstract 322-OR]. Diabetes. 2014
- Virtual diabetes education improves resident physician knowledge and performance: a cluster randomized trial [abstract]. Clinical Medicine & Research. 2013
- Virtual diabetes education improves resident physician knowledge and performance: a cluster-randomized trial [abstract]. Diabetes. 2013
- A simulated diabetes learning intervention improves provider knowledge and confidence in managing diabetes [abstract]. Clinical Medicine & Research. 2012
- Experiences in designing a simple education interface for shared decision support for cardiovascular risk [abstract]. Clinical Medicine & Research. 2012
- Primary care residents highly rate simulated diabetes training [abstract]. Clinical Medicine & Research. 2012
- Simulated diabetes training helps providers bring patients to goals: a cluster randomized trial [abstract]. Diabetes. 2012
- Simulated training improves provider knowledge and confidence in managing diabetes [abstract]. Diabetes. 2012
- Personalization of care for type 2 diabetes: a process control approach [abstract 1173-P]. Diabetes. 2011
- Prioritization of treatment and its consequences: implications of accountability measures [abstract 46-OR]. Diabetes. 2011
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Document
- A diabetes simulated physician learning program improved glucose control and is cost-effective 2011
- Cost-effectiveness of EMR-based clinical decision support 2011
- Cost-effectiveness of an EMR-based diabetes clinical decision support system 2011
- Practical realities of using electronic medical/health records (EMR/EHR) for clinical management, research, and surveillance 2011