Eric Johnson, MS, completed the University of Washington’s biostatistics master’s program in 2008. His thesis explored common theoretical problems involved with missing data. He quantified them, highlighting conditions leading to suboptimal performance, and provided new guidelines for using various multiple imputation techniques.
During his time at KPWHRI, Mr. Johnson has been involved with multiple projects involving direct intervention with the care-delivery system, observational studies and microsimulation modeling on colorectal and ovarian cancer, massage therapy, and estimating radiation exposure from medical imaging. His current responsibilities lie in research on obesity, opioids, and mental health.
Before earning his master’s degree, Mr. Johnson worked for four years as a research assistant on the Multi-Ethnic Study of Atherosclerosis (MESA), performing statistical analyses, verifying incoming data, and developing a process for providing data sets to all MESA researchers. Later, he was a research statistician with the Department of Veteran Affairs (VA), serving as the primary analyst in an investigation of how well VA hospitals performed non-cardiac surgeries. Mr. Johnson assessed statistical models used by the National Surgical Quality Improvement Program—then devised, tested, and implemented improved models, reporting his findings to VA leadership.
Multiple imputation; prediction models, working with large data
Implementing prediction models, and validating that they work as intended. Research into interventions that are financially feasible for health systems to widely implement
Fishman PA, Johnson EA, Coleman K, Larson EB, Hsu C, Ross TR, Liss D, Tufano J, Reid RJ. Impact on seniors of the patient-centered medical home: evidence from a pilot study. Gerontologist. 2012 Oct;52(5):703-11. doi: 10.1093/geront/gnr158. Epub 2012 Mar 15. PubMed
Smith-Bindman R, Miglioretti DL, Johnson E, Lee C, Feigelson HS, Flynn M, Greenlee RT, Kruger RL, Hornbrook MC, Roblin D, Solberg LI, Vanneman N, Weinmann S, Williams AE. Use of diagnostic imaging studies and associated radiation exposure for patients enrolled in large integrated health care systems, 1996-2010. JAMA. 2012;307(22):2400-9. PubMed
Hsu C, Coleman K, Ross TR, Johnson E, Fishman PA, Larson EB, Liss D, Trescott C, Reid RJ. Spreading a patient-centered medical home redesign: a case study. J Ambul Care Manage. 2012;35(2):99-108. PubMed
Rutter CM, Johnson E, Miglioretti DL, Mandelson MT, Inadomi J, Buist DS. Adverse events after screening and follow-up colonoscopy. Cancer Causes Control. 2012 Feb;23(2):289-96. Epub 2011 Nov 22. PubMed
Cherkin DC, Sherman KJ, Kahn J, Wellman R, Cook AJ, Johnson E, Erro JH, Delaney KM, Deyo RA. A comparison of the effects of 2 types of massage and usual care on chronic low back pain: a randomized, controlled trial. Ann Intern Med. 2011 Jul 5;155(1):1-9. PubMed
Cook CR, Joo MJ, Anderson SM, Lee TA, Udris EM, Johnson EA, Au DH. The validity of using ICD-9 codes and pharmacy records to identify patients with chronic obstructive pulmonary disease. BMC Health Serv Res. 2011 Feb 16;11:37. doi: 10.1186/1472-6963-11-37. PubMed
Reinke LF, Slatore CG, Udris EM, Moss BR, Johnson EA, Au DH. The association of depression and preferences for life-sustaining treatments in veterans with chronic obstructive pulmonary disease. J Pain Symptom Manage. 2011 Feb;41(2):402-11. Epub 2010 Dec 8. PubMed
Van Eaton EG, McDonough K, Lober WB, Johnson EA, Pellegrini CA, Horvath KD. Safety of using a computerized rounding and sign-out system to reduce resident duty hours. Acad Med. 2010 Jul;85(7):1189-95. doi: 10.1097/ACM.0b013e3181e0116f. PubMed
Reid RJ, Coleman K, Johnson EA, Fishman PA, Hsu C, Soman MP, Trescott CE, Erikson M, Larson EB. The Group Health medical home at year two: cost savings, higher patient satisfaction, and less burnout for providers. Health Aff (Millwood). 2010;29(5):835-43. PubMed
Coleman K, Reid RJ, Johnson E, Hsu C, Ross TR, Fishman P, Larson E. Implications of reassigning patients for the medical home: a case study. Ann Fam Med. 2010;8(6):493-8. PubMed
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