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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. 
  • Adapting machine learning techniques to censored time-to-event health record data: A general-purpose approach using inverse probability of censoring weighting. 
  • 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. 
  • A machine learning approach to improving dynamic decision making
    • Chapter
  • 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
    • Conference Paper
  • Cost-effectiveness of EMR-based clinical decision support [presentation
    2011
  • Improving disease care using data mining technologies
    2007
    • 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
    • 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

    • 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], Workshop on Information Technologies and Systems (WITS) (19th)
  • 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

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  • P. E. Johnson

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