Automated Diabetes Case Identification Using Electronic Health Record Data at a Tertiary Care Facility Sudhi G. Upadhyaya, MS, Dennis H. Murphree, PhD,

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Presentation transcript:

Automated Diabetes Case Identification Using Electronic Health Record Data at a Tertiary Care Facility Sudhi G. Upadhyaya, MS, Dennis H. Murphree, PhD, Che G. Ngufor, PhD, Alison M. Knight, MS, Daniel J. Cronk, MS, Robert R. Cima, MD, Timothy B. Curry, MD, PhD, Jyotishman Pathak, PhD, Rickey E. Carter, PhD, Daryl J. Kor, MD, MSc Mayo Clinic Proceedings: Innovations, Quality & Outcomes Volume 1, Issue 1, Pages 100-110 (July 2017) DOI: 10.1016/j.mayocpiqo.2017.04.005 Copyright © 2017 Mayo Foundation for Medical Education and Research Terms and Conditions

Figure 1 Overview of simple first-order rules–based DM phenotyping model. DM = diabetes mellitus; EHR = electronic health record; ICD-9-CM = International Classification of Diseases, Ninth Revision, Clinical Modification. Mayo Clinic Proceedings: Innovations, Quality & Outcomes 2017 1, 100-110DOI: (10.1016/j.mayocpiqo.2017.04.005) Copyright © 2017 Mayo Foundation for Medical Education and Research Terms and Conditions

Figure 2 Aggregate summary of cases identified by ICD-9-CM codes, medications, abnormal laboratory values, and searches of free-text patient notes. DM = diabetes mellitus; ICD-9-CM = International Classification of Diseases, Ninth Revision, Clinical Modification. Mayo Clinic Proceedings: Innovations, Quality & Outcomes 2017 1, 100-110DOI: (10.1016/j.mayocpiqo.2017.04.005) Copyright © 2017 Mayo Foundation for Medical Education and Research Terms and Conditions

Figure 3 Cases identified by various, nonmutually exclusive combinations of ICD-9-CM codes, medications, abnormal laboratory values, and DM keywords within free-text patient notes. DM = diabetes mellitus; ICD-9-CM = International Classification of Diseases, Ninth Revision, Clinical Modification. Mayo Clinic Proceedings: Innovations, Quality & Outcomes 2017 1, 100-110DOI: (10.1016/j.mayocpiqo.2017.04.005) Copyright © 2017 Mayo Foundation for Medical Education and Research Terms and Conditions