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P. E. Johnson All authors
About
Publications
selected publications
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
  • Predictors of patients' perceived need for medication to prevent fracture. 
    Medical Care. 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
    • 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
    • Conference Paper
  • Cost-effectiveness of EMR-based clinical decision support [presentation
    2011
    • Conference Poster
  • Use and customization of risk scores for predicting cardiovascular events with electronic health data [poster]
    2015
  • Personalized physician learning intervention to improve hypertension control: randomized trial comparing two methods of physician profiling [poster]
    2013
  • A simulated diabetes learning intervention improves provider knowledge and confidence in managing diabetes [poster]
    2011
  • Provider satisfaction with a simulated learning approach to diabetes management [poster]
    2011
  • Use of Diabetes Wizard EMR-based clinical decision support system [poster]
    2011
    • 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
    • Document
  • 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
    • presentations
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  • PE Johnson
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