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Min EA, Lie D, Barry C, Moloney-Johns A, Hibbard ST, Ritsema TS, D'Aquila M, Honda T. Validation of a Novel Statistical Method to Identify Aberrant Patient Logging: A Multi-Institutional Study. J Physician Assist Educ 2022; 33:192-197. [PMID: 35998049 DOI: 10.1097/jpa.0000000000000437] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
INTRODUCTION Student patient encounter logging informs the quality of supervised clinical practice experiences (SCPEs). Yet, it is unknown whether logs accurately reflect patient encounters, and the faculty resources necessary to review for potential aberrant logging are significant. The purpose of this study was to identify a statistical method to identify aberrant logging. METHODS A multi-institutional (n = 6) study examined a statistical method for identifying potentially aberrant logging behavior. An automated statistical Mahalanobis Distance (MD) measurement was used to categorize student logs as aberrant if they were identified as probable multivariate outliers. This approach was validated using a gold standard for aberrant logging behavior with manual review by 4 experienced faculty ("faculty consensus") and then comparing interrater agreement between faculty and MD-based categorization. In secondary analyses, we compared the relative accuracy of MD-based categorization to individual faculty categorizing data from their own program ("own program" categorization). RESULTS 323 student logging records from 6 physician assistant (PA) programs were included. Compared to "faculty consensus" (the gold standard), MD-based categorization was highly sensitive (0.846, 95% CI: 0.650, 1.000) and specific (0.766, 95% CI: 0.645, 0.887). Additionally, there was no significant difference in sensitivity, specificity, positive predictive value, or negative predictive value between MD-based categorization and "own program" categorization. DISCUSSION The MD-based method of identifying aberrant and nonaberrant student logging compared favorably to the more traditional, faculty-intensive approach of reviewing individual student logging records. This supports MD-based screening as a less labor-intensive alternative to individual faculty review to identify aberrant logging. Identification of aberrant logging may facilitate early intervention with students to improve clinical exposure logging during their SCPEs.
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Affiliation(s)
- Elana A Min
- Elana A. Min, PhD, PA-C, is director of clinical education and an assistant professor in the Physician Assistant Program at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Desiree Lie, MD, MSED, is a clinical professor of family medicine, Department of Family Medicine, University of Southern California, Keck School of Medicine, in Alhambra, California
- Carey Barry, MHS, PA-C, is chair of the Department of Medical Sciences and program director and an associate clinical professor in the Physician Assistant Program at Northeastern University, Bouve College of Health Sciences, in Boston, Massachusetts
- Amanda Moloney-Johns, MPAS, PA-C, is an associate director and director of clinical education for the University of Utah Physician Assistant Program in Salt Lake City, Utah
- Susan T. Hibbard, PhD, is senior director of learning science & psychometrics at Blueprint Test Prep, and consulting assistant professor for the Duke University School of Medicine in Durham, North Carolina
- Tamara S. Ritsema, PhD, PA-C, is an associate professor of Physician Assistant Studies in the School of Medicine & Health Sciences at George Washington University in Washington, DC
- Mitzi D'Aquila, MACM, PA-C, is director of clinical education and an assistant clinical professor in the Division of Physician Assistant Studies at the Keck School of Medicine, University of Southern California, in Alhambra, California
- Trenton Honda, PhD, MMS, PA-C, is associate dean and a clinical professor for the School of Clinical and Rehabilitation Sciences, Bouve College of Health Sciences, at Northeastern University in Boston, Massachusetts
| | - Desiree Lie
- Elana A. Min, PhD, PA-C, is director of clinical education and an assistant professor in the Physician Assistant Program at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Desiree Lie, MD, MSED, is a clinical professor of family medicine, Department of Family Medicine, University of Southern California, Keck School of Medicine, in Alhambra, California
- Carey Barry, MHS, PA-C, is chair of the Department of Medical Sciences and program director and an associate clinical professor in the Physician Assistant Program at Northeastern University, Bouve College of Health Sciences, in Boston, Massachusetts
- Amanda Moloney-Johns, MPAS, PA-C, is an associate director and director of clinical education for the University of Utah Physician Assistant Program in Salt Lake City, Utah
- Susan T. Hibbard, PhD, is senior director of learning science & psychometrics at Blueprint Test Prep, and consulting assistant professor for the Duke University School of Medicine in Durham, North Carolina
- Tamara S. Ritsema, PhD, PA-C, is an associate professor of Physician Assistant Studies in the School of Medicine & Health Sciences at George Washington University in Washington, DC
- Mitzi D'Aquila, MACM, PA-C, is director of clinical education and an assistant clinical professor in the Division of Physician Assistant Studies at the Keck School of Medicine, University of Southern California, in Alhambra, California
- Trenton Honda, PhD, MMS, PA-C, is associate dean and a clinical professor for the School of Clinical and Rehabilitation Sciences, Bouve College of Health Sciences, at Northeastern University in Boston, Massachusetts
| | - Carey Barry
- Elana A. Min, PhD, PA-C, is director of clinical education and an assistant professor in the Physician Assistant Program at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Desiree Lie, MD, MSED, is a clinical professor of family medicine, Department of Family Medicine, University of Southern California, Keck School of Medicine, in Alhambra, California
- Carey Barry, MHS, PA-C, is chair of the Department of Medical Sciences and program director and an associate clinical professor in the Physician Assistant Program at Northeastern University, Bouve College of Health Sciences, in Boston, Massachusetts
- Amanda Moloney-Johns, MPAS, PA-C, is an associate director and director of clinical education for the University of Utah Physician Assistant Program in Salt Lake City, Utah
- Susan T. Hibbard, PhD, is senior director of learning science & psychometrics at Blueprint Test Prep, and consulting assistant professor for the Duke University School of Medicine in Durham, North Carolina
- Tamara S. Ritsema, PhD, PA-C, is an associate professor of Physician Assistant Studies in the School of Medicine & Health Sciences at George Washington University in Washington, DC
- Mitzi D'Aquila, MACM, PA-C, is director of clinical education and an assistant clinical professor in the Division of Physician Assistant Studies at the Keck School of Medicine, University of Southern California, in Alhambra, California
- Trenton Honda, PhD, MMS, PA-C, is associate dean and a clinical professor for the School of Clinical and Rehabilitation Sciences, Bouve College of Health Sciences, at Northeastern University in Boston, Massachusetts
| | - Amanda Moloney-Johns
- Elana A. Min, PhD, PA-C, is director of clinical education and an assistant professor in the Physician Assistant Program at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Desiree Lie, MD, MSED, is a clinical professor of family medicine, Department of Family Medicine, University of Southern California, Keck School of Medicine, in Alhambra, California
- Carey Barry, MHS, PA-C, is chair of the Department of Medical Sciences and program director and an associate clinical professor in the Physician Assistant Program at Northeastern University, Bouve College of Health Sciences, in Boston, Massachusetts
- Amanda Moloney-Johns, MPAS, PA-C, is an associate director and director of clinical education for the University of Utah Physician Assistant Program in Salt Lake City, Utah
- Susan T. Hibbard, PhD, is senior director of learning science & psychometrics at Blueprint Test Prep, and consulting assistant professor for the Duke University School of Medicine in Durham, North Carolina
- Tamara S. Ritsema, PhD, PA-C, is an associate professor of Physician Assistant Studies in the School of Medicine & Health Sciences at George Washington University in Washington, DC
- Mitzi D'Aquila, MACM, PA-C, is director of clinical education and an assistant clinical professor in the Division of Physician Assistant Studies at the Keck School of Medicine, University of Southern California, in Alhambra, California
- Trenton Honda, PhD, MMS, PA-C, is associate dean and a clinical professor for the School of Clinical and Rehabilitation Sciences, Bouve College of Health Sciences, at Northeastern University in Boston, Massachusetts
| | - Susan T Hibbard
- Elana A. Min, PhD, PA-C, is director of clinical education and an assistant professor in the Physician Assistant Program at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Desiree Lie, MD, MSED, is a clinical professor of family medicine, Department of Family Medicine, University of Southern California, Keck School of Medicine, in Alhambra, California
- Carey Barry, MHS, PA-C, is chair of the Department of Medical Sciences and program director and an associate clinical professor in the Physician Assistant Program at Northeastern University, Bouve College of Health Sciences, in Boston, Massachusetts
- Amanda Moloney-Johns, MPAS, PA-C, is an associate director and director of clinical education for the University of Utah Physician Assistant Program in Salt Lake City, Utah
- Susan T. Hibbard, PhD, is senior director of learning science & psychometrics at Blueprint Test Prep, and consulting assistant professor for the Duke University School of Medicine in Durham, North Carolina
- Tamara S. Ritsema, PhD, PA-C, is an associate professor of Physician Assistant Studies in the School of Medicine & Health Sciences at George Washington University in Washington, DC
- Mitzi D'Aquila, MACM, PA-C, is director of clinical education and an assistant clinical professor in the Division of Physician Assistant Studies at the Keck School of Medicine, University of Southern California, in Alhambra, California
- Trenton Honda, PhD, MMS, PA-C, is associate dean and a clinical professor for the School of Clinical and Rehabilitation Sciences, Bouve College of Health Sciences, at Northeastern University in Boston, Massachusetts
| | - Tamara S Ritsema
- Elana A. Min, PhD, PA-C, is director of clinical education and an assistant professor in the Physician Assistant Program at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Desiree Lie, MD, MSED, is a clinical professor of family medicine, Department of Family Medicine, University of Southern California, Keck School of Medicine, in Alhambra, California
- Carey Barry, MHS, PA-C, is chair of the Department of Medical Sciences and program director and an associate clinical professor in the Physician Assistant Program at Northeastern University, Bouve College of Health Sciences, in Boston, Massachusetts
- Amanda Moloney-Johns, MPAS, PA-C, is an associate director and director of clinical education for the University of Utah Physician Assistant Program in Salt Lake City, Utah
- Susan T. Hibbard, PhD, is senior director of learning science & psychometrics at Blueprint Test Prep, and consulting assistant professor for the Duke University School of Medicine in Durham, North Carolina
- Tamara S. Ritsema, PhD, PA-C, is an associate professor of Physician Assistant Studies in the School of Medicine & Health Sciences at George Washington University in Washington, DC
- Mitzi D'Aquila, MACM, PA-C, is director of clinical education and an assistant clinical professor in the Division of Physician Assistant Studies at the Keck School of Medicine, University of Southern California, in Alhambra, California
- Trenton Honda, PhD, MMS, PA-C, is associate dean and a clinical professor for the School of Clinical and Rehabilitation Sciences, Bouve College of Health Sciences, at Northeastern University in Boston, Massachusetts
| | - Mitzi D'Aquila
- Elana A. Min, PhD, PA-C, is director of clinical education and an assistant professor in the Physician Assistant Program at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Desiree Lie, MD, MSED, is a clinical professor of family medicine, Department of Family Medicine, University of Southern California, Keck School of Medicine, in Alhambra, California
- Carey Barry, MHS, PA-C, is chair of the Department of Medical Sciences and program director and an associate clinical professor in the Physician Assistant Program at Northeastern University, Bouve College of Health Sciences, in Boston, Massachusetts
- Amanda Moloney-Johns, MPAS, PA-C, is an associate director and director of clinical education for the University of Utah Physician Assistant Program in Salt Lake City, Utah
- Susan T. Hibbard, PhD, is senior director of learning science & psychometrics at Blueprint Test Prep, and consulting assistant professor for the Duke University School of Medicine in Durham, North Carolina
- Tamara S. Ritsema, PhD, PA-C, is an associate professor of Physician Assistant Studies in the School of Medicine & Health Sciences at George Washington University in Washington, DC
- Mitzi D'Aquila, MACM, PA-C, is director of clinical education and an assistant clinical professor in the Division of Physician Assistant Studies at the Keck School of Medicine, University of Southern California, in Alhambra, California
- Trenton Honda, PhD, MMS, PA-C, is associate dean and a clinical professor for the School of Clinical and Rehabilitation Sciences, Bouve College of Health Sciences, at Northeastern University in Boston, Massachusetts
| | - Trenton Honda
- Elana A. Min, PhD, PA-C, is director of clinical education and an assistant professor in the Physician Assistant Program at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Desiree Lie, MD, MSED, is a clinical professor of family medicine, Department of Family Medicine, University of Southern California, Keck School of Medicine, in Alhambra, California
- Carey Barry, MHS, PA-C, is chair of the Department of Medical Sciences and program director and an associate clinical professor in the Physician Assistant Program at Northeastern University, Bouve College of Health Sciences, in Boston, Massachusetts
- Amanda Moloney-Johns, MPAS, PA-C, is an associate director and director of clinical education for the University of Utah Physician Assistant Program in Salt Lake City, Utah
- Susan T. Hibbard, PhD, is senior director of learning science & psychometrics at Blueprint Test Prep, and consulting assistant professor for the Duke University School of Medicine in Durham, North Carolina
- Tamara S. Ritsema, PhD, PA-C, is an associate professor of Physician Assistant Studies in the School of Medicine & Health Sciences at George Washington University in Washington, DC
- Mitzi D'Aquila, MACM, PA-C, is director of clinical education and an assistant clinical professor in the Division of Physician Assistant Studies at the Keck School of Medicine, University of Southern California, in Alhambra, California
- Trenton Honda, PhD, MMS, PA-C, is associate dean and a clinical professor for the School of Clinical and Rehabilitation Sciences, Bouve College of Health Sciences, at Northeastern University in Boston, Massachusetts
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