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P. E. Johnson All authors
About
Publications While At HealthPartners
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
  • Variation in quality of diabetes care at the levels of patient, physician, and clinic Prev Chronic Dis
    2008
    • Chapter
  • Using data mining to predict errors in chronic disease care. 
    Advances in patient safety: from research to implementation. 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
  • Improving chronic disease care using predictive modeling and data mining
    2008
  • Provider treatment profiles correlate with improved glycemic, blood pressure, and lipid actions at diabetes visits
    2008
  • Reasons for diabetes clinical inertia in primary care practice [
    2008
  • Using EMR (electronic medical record) data to profile 21 physician-specific treatment strategies in diabetes care
    2008
    • 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
  • Cost effectiveness of an EMR-based clinical decision support system [poster]
    2010
  • EHR-based clinical decision support for assessing cardiovascular risk [poster]
    2010
    • Review
  • Using data mining to predict errors in chronic disease care [review]
    2008
    • 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]. 
    Diabetes. 2011
  • Prioritization of treatment and its consequences: implications of accountability measures [abstract 46-OR]. 
    Diabetes. 2011
  • A diabetes simulated physician learning program improved glucose control and is highly cost-effective [abstract]. 
    Diabetes. 2010
  • A new approach to CME? A simulated physician learning program improves glucose control in adults with diabetes [abstract]. 
    Diabetes. 2010
  • Cost-effectiveness of an EMR-based diabetes clinical decision support system [abstract]. 
    Diabetes. 2010
  • EMR-based clinical decision support system improved glucose and blood pressure control in adults with diabetes [abstract]. 
    Clinical Medicine & Research. 2010
  • How do the best physicians get diabetes patients to glycemic goals [abstract]?. 
    Clinical Medicine & Research. 2010
  • Identifying physician decision stretegies for treating patients with type 2 diabetes [abstract]. 
    Diabetes. 2010
  • Personalized learning intervention to enhance hypertension care skills of physicians and extended-care providers [abstract]. 
    Diabetes. 2010
  • Personalized physician learning intervention improved glucose control in adults with diabetes [abstract]. 
    Clinical Medicine & Research. 2010
  • Towards lower macrovascular risk in diabetes patients: a simulation-based evaluation of prioritization strategies [abstract]. 
    Diabetes. 2010
  • Validation of the SimCare model: a computational model of individual patients with type 2 diabetes [abstract]. 
    Diabetes. 2010
  • Clinical decision support delivered through EMRs improved glucose and blood pressure control in adults with diabetes [abstract]. 
    Diabetologia. 2009
  • EMR-based clinical decision support system improved glucose and blood pressure control in adults with diabetes [abstract]. 
    Diabetes. 2009
  • How do the best physicians get diabetes patients to glycemic goals [abstract]?. 
    Diabetes. 2009
  • Personalized physician learning intervention improved glucose control in adults with diabetes [abstract]. 
    Diabetes. 2009
  • How do the best physicians get diabetes patients to glycemic goals [abstract 2524-PO]? Diabetes
    2008
  • Implementation of electronic decision support for providers to improve diabetes care [abstract 1203-P] Diabetes
    2008
  • Reasons for diabetes clinical inertia in primary care practice [abstract 1218-P] Diabetes
    2008
  • The anatomy of clinical inertia: using EMR-derived data to profile 21 physician-specific medication treatment strategies in diabetes care [abstract 1220-P] Diabetes
    2008
    • Document
  • How do the best physicians get diabetes patients to glycemic goals
    2008
  • How do the best physicians get diabetes patients to glycemic goals [
    2008
  • Implementation of electronic decision support for providers to improve diabetes care [
    2008
  • Implementing advanced decision support for providers to improve diabetes care
    2008
  • Implementing advanced decision support for providers to improve diabetes care
    2008
    • presentations
    Presentation
  • A diabetes simulated physician learning program improved glucose control and is cost-effective [presentation], CDC (Centers for Disease Control and Prevention) Diabetes Translation Conference 2011 - Changing the Course of Diabetes: Optimizing Health for All
  • A diabetes simulated physician learning program improved glucose control and is highly cost-effective [presentation], Minnesota Health Services Research 15th Annual Conference
  • A machine learning approach to improving process control [presentation]
  • Applying process control and machine learning to develop effective dynamic decision strategies [presentation], INFORMS Charlotte – 2011 Conference
  • Cost effectiveness of a simulated physician learning program to improve glucose control in adults with diabetes [presentation], NIH 5th Annual Conference on the Science of Dissemination and Implementation
  • Cost-effectiveness of a simulated physician learning program improved glucose control in adults with diabetes [presentation], HMO Research Network 16th Annual Conference: Emerging Frontiers in Healthcare Research and Delivery
  • Cost-effectiveness of an EMR-based diabetes clinical decision support system [presentation], Minnesota Health Services Research 15th Annual Conference
  • EMR-based clinical decision support system improved glucose and blood pressure control in adults with diabetes [presentation], HMO Research Network (HMORN) 15th Annual Conference: Clinical Effectiveness: Leadership in Comparative Effectiveness and Translational Research
  • Examining effects of continuity of care in the clinic: a simulation study [presentation]
  • How do the best physicians get diabetes patients to glycemic goals [presentation]?, HMO Research Network (HMORN) 15th Annual Conference: Clinical Effectiveness: Leadership in Comparative Effectiveness and Translational Research
  • Practical realities of using electronic medical/health records (EMR/EHR) for clinical management, research, and surveillance [presentation], CDC (Centers for Disease Control and Prevention) Diabetes Translation Conference 2011 - Changing the Course of Diabetes: Optimizing Health for All
  • Virtual diabetes education improves resident physician knowledge and performance: a cluster-randomized trial [presentation], Minnesota Health Services Research 17th Annual Conference
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