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The Diabetes Technology Society Error Grid and Trend Accuracy Matrix for Glucose Monitors

DC. Klonoff, G. Freckmann, S. Pleus, BP. Kovatchev, D. Kerr, CC. Tse, C. Li, MSD. Agus, K. Dungan, B. Voglová Hagerf, JS. Krouwer, WA. Lee, S. Misra, SY. Rhee, A. Sabharwal, JJ. Seley, VN. Shah, NK. Tran, K. Waki, C. Worth, T. Tian, RE. Aaron, K....

. 2024 ; 18 (6) : 1346-1361. [pub] 20241006

Language English Country United States

Document type Journal Article

Grant support
P30 DK111024 NIDDK NIH HHS - United States
R03 DK138255 NIDDK NIH HHS - United States
I01 CX001825 CSRD VA - United States
K23 DK123384 NIDDK NIH HHS - United States
UL1 TR002378 NCATS NIH HHS - United States
Wellcome Trust - United Kingdom

INTRODUCTION: An error grid compares measured versus reference glucose concentrations to assign clinical risk values to observed errors. Widely used error grids for blood glucose monitors (BGMs) have limited value because they do not also reflect clinical accuracy of continuous glucose monitors (CGMs). METHODS: Diabetes Technology Society (DTS) convened 89 international experts in glucose monitoring to (1) smooth the borders of the Surveillance Error Grid (SEG) zones and create a user-friendly tool-the DTS Error Grid; (2) define five risk zones of clinical point accuracy (A-E) to be identical for BGMs and CGMs; (3) determine a relationship between DTS Error Grid percent in Zone A and mean absolute relative difference (MARD) from analyzing 22 BGM and nine CGM accuracy studies; and (4) create trend risk categories (1-5) for CGM trend accuracy. RESULTS: The DTS Error Grid for point accuracy contains five risk zones (A-E) with straight-line borders that can be applied to both BGM and CGM accuracy data. In a data set combining point accuracy data from 18 BGMs, 2.6% of total data pairs equally moved from Zones A to B and vice versa (SEG compared with DTS Error Grid). For every 1% increase in percent data in Zone A, the MARD decreased by approximately 0.33%. We also created a DTS Trend Accuracy Matrix with five trend risk categories (1-5) for CGM-reported trend indicators compared with reference trends calculated from reference glucose. CONCLUSION: The DTS Error Grid combines contemporary clinician input regarding clinical point accuracy for BGMs and CGMs. The DTS Trend Accuracy Matrix assesses accuracy of CGM trend indicators.

1st Medical Faculty Charles University Prague Czech Republic

ADLM DEI Steering Committee ADLM Association for Diagnostics and Laboratory Medicine Washington D C USA

American Diabetes Association Arlington VA USA

Barbara Davis Center for Diabetes University of Colorado Aurora CO USA

Berkeley Institute for Data Science College of Computing Data Science and Society UC Berkeley Berkeley CA USA

Cedars Sinai Health Systems Los Angeles CA USA

Center for Diabetes Technology University of Virginia Charlottesville VA USA

Center for Digital Health and Department of Endocrinology and Metabolism College of Medicine Kyung Hee University Seoul Republic of Korea

Center for Remote Health Technologies and Systems Department of Biomedical Engineering and Department of Electrical and Computer Engineering Texas A and M University College Station TX USA

Centers for Disease Control and Prevention Atlanta GA USA

Centre for Bioengineering Department of Mechanical Engineering University of Canterbury Christchurch New Zealand

Children's Mercy Kansas City Kansas City MO USA

College of Nursing Florida State University Tallahassee FL USA

Department of Biomedical Engineering Department of Materials Science and Engineering Center for Remote Health Technologies and Systems Texas A and M University College Station TX USA

Department of Biomedical Engineering Oregon Health and Science University Portland OR USA

Department of Biomedical Informatics Graduate School of Medicine The University of Tokyo Tokyo Japan

Department of Clinical Medicine Aalborg University Hospital Aalborg Denmark

Department of Computer Science and Engineering Shanghai Jiao Tong University Shanghai China

Department of Diabetes and Endocrinology Guy's and St Thomas' NHS Foundation Trust London UK

Department of Diabetes Endocrinology Nutritional Medicine and Metabolism Inselspital Bern University Hospital and University of Bern Bern Switzerland

Department of Diabetes King's College London London UK

Department of Lab Medicine University of California San Francisco San Francisco CA USA

Department of Medical Sciences School of Medicine Örebro University Örebro Sweden

Department of Medicine Duke University Medical Center Durham NC USA

Department of Medicine The University of Melbourne Melbourne VIC Australia

Department of Medicine University of Padua Padua Italy

Department of Paediatric Endocrinology Royal Manchester Children's Hospital Manchester UK

Department of Pediatric Endocrinology and Child Health College of Health Science Addis Abeba University Addis Ababa Ethiopia

Devision of Diabetes Endocrinology and Metabolism University of Nebraska Medical Center Omaha NE USA

Diabetes Center Berne Berne Switzerland

Diabetes Center São Paulo Federal University São Paulo Brazil

Diabetes Centre Institute for Clinical and Experimental Medicine Prague Czech Republic

Diabetes Research Institute Mills Peninsula Medical Center San Mateo CA USA

Diabetes Technology Society Burlingame CA USA

Diabetes Trials Unit University of Oxford Oxford UK

Division of Endocrinology and Diabetology Department of Internal Medicine Medical University of Graz Graz Austria

Division of Endocrinology and Metabolism Department of Internal Medicine Kangbuk Samsung Hospital Sungkyunkwan University School of Medicine Seoul Republic of Korea

Division of Endocrinology and Metabolism School of Medicine Indiana University Indianapolis IN USA

Division of Endocrinology and Metabolism University of California San Francisco San Francisco CA USA

Division of Endocrinology Department of Internal Medicine College of Medicine King Saud University Riyadh Saudi Arabia

Division of Endocrinology Diabetes and Metabolism Department of Medicine Johns Hopkins University Baltimore MD USA

Division of Endocrinology Diabetes and Metabolism Johns Hopkins University Baltimore MD USA

Division of Endocrinology Diabetes and Metabolism Ohio State University Columbus OH USA

Division of Endocrinology Diabetes and Metabolism School of Medicine Johns Hopkins University Baltimore MD USA

Division of Endocrinology Diabetes and Metabolism Weill Cornell Medicine New York NY USA

Division of Endocrinology Los Angeles General Medical Center Los Angeles CA USA

Division of Endocrinology Miller School of Medicine University of Miami Miami FL USA

Division of Endocrinology Walter Reed National Military Medical Center Bethesda MD USA

Division of Hospital Medicine Johns Hopkins Community Physicians Johns Hopkins Medicine Baltimore MD USA

Division of Metabolism Digestion and Reproduction Imperial College London London UK

Division of Metabolism Endocrinology and Diabetes University of Michigan Ann Arbor MI USA

Divisions of Endocrinology and Medical Critical Care Boston Children's Hospital Harvard Medical School Boston MA USA

Electrical and Computer Engineering Rice University Houston TX USA

Headlands AMCR Institute Escondido CA USA

Hospital Universitario San Ignacio Pontificia Universidad Javeriana Bogotá Colombia

Institut für Diabetes Technologie Forschungs und Entwicklungsgesellschaft mbH an der Universität Ulm Ulm Germany

Institute of Medicine University of Gothenburg Gothenburg Sweden

International Diabetes Center HealthPartners Institute Minneapolis MN USA

Joint Department of Biomedical Engineering North Carolina State University Chapel Hill NC USA

Joint Department of Biomedical Engineering The University of North Carolina at Chapel Hill Chapel Hill NC USA

Joshi Clinic Mumbai India

Keck School of Medicine University of Southern California Los Angeles CA USA

Kinexum Harpers Ferry WV USA

Krouwer Consulting Sherborn MA USA

Li Ka Shing Knowledge Institute St Michael's Hospital University of Toronto Toronto ON Canada

Mary and Dick Allen Diabetes Center Hoag Memorial Hospital Presbyterian Newport Beach CA USA

Mills Peninsula Medical Center San Mateo CA USA

National Institute of Diabetes and Digestive and Kidney Diseases Intramural Research Program National Institutes of Health Bethesda MD USA

National Institutes of Health Bethesda MD USA

Naval Medical Center San Diego San Diego CA USA

Norfolk and Norwich University Hospitals NHS Foundation Trust Norwich UK

North Kansas City Hospital North Kansas City MO USA

Norwich Medical School University of East Anglia Norwich UK

Pfützner Science and Health Institute Mainz Germany

QuesGen Burlingame CA USA

Research Institute Diabetes Academy Mergentheim Bad Mergentheim Germany and University of Bamberg Bamberg Germany

School of Medicine Case Western Reserve University Cleveland OH USA

School of Medicine Emory University Atlanta GA USA

School of Medicine University of Virginia Charlottesville VA USA

Science Consulting in Diabetes GmbH Düsseldorf Germany

Section of Endocrinology Diabetes Nutrition and Weight Management Chobanian and Avedisian School of Medicine Boston University Boston MA USA

Singapore General Hospital Singapore

Stanford Diabetes Research Center Stanford University Stanford CA USA

Stanley Manne Children's Research Institute Ann and Robert H Lurie Children's Hospital of Chicago Chicago IL USA

Steno Diabetes Center Copenhagen Herlev Denmark

Steno Diabetes Center North Denmark and Department of Endocrinology Aalborg University Hospital Aalborg Denmark

Suburban Hospital Johns Hopkins Medicine Bethesda MD USA

Sutter Health Center for Health Systems Research Santa Barbara CA USA

The Center of Intelligent Imaging UCSF Department of Radiology and Biomedical Imaging San Francisco CA USA

UC Berkeley UCSF Computational Precision Health Program Berkeley CA USA

University for Digital Technologies in Medicine and Dentistry Wiltz Luxembourg

University Hospitals Cleveland Medical Center UH Diabetes and Metabolic Care Center Cleveland OH USA

University of California Davis Health Sacramento CA USA

University of California San Francisco San Francisco CA USA

University of Virginia Charlottesville VA USA

VA Greater Los Angeles Healthcare System and David Geffen School of Medicine University of California Los Angeles Los Angeles CA USA

VA Maryland Health Care System School of Medicine University of Maryland Baltimore MD USA

Vanderbilt University Medical Center Nashville TN USA

References provided by Crossref.org

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$a The Diabetes Technology Society Error Grid and Trend Accuracy Matrix for Glucose Monitors / $c DC. Klonoff, G. Freckmann, S. Pleus, BP. Kovatchev, D. Kerr, CC. Tse, C. Li, MSD. Agus, K. Dungan, B. Voglová Hagerf, JS. Krouwer, WA. Lee, S. Misra, SY. Rhee, A. Sabharwal, JJ. Seley, VN. Shah, NK. Tran, K. Waki, C. Worth, T. Tian, RE. Aaron, K. Rutledge, CN. Ho, AT. Ayers, A. Adler, DT. Ahn, HK. Aktürk, ME. Al-Sofiani, TS. Bailey, M. Baker, L. Bally, RR. Bannuru, EM. Bauer, YM. Bee, JE. Blanchette, E. Cengiz, JG. Chase, K. Y Chen, D. Cherñavvsky, M. Clements, GL. Cote, KK. Dhatariya, A. Drincic, N. Ejskjaer, J. Espinoza, C. Fabris, GA. Fleming, MAL. Gabbay, RJ. Galindo, AM. Gómez-Medina, L. Heinemann, N. Hermanns, T. Hoang, S. Hussain, PG. Jacobs, J. Jendle, SR. Joshi, SK. Koliwad, RA. Lal, LA. Leiter, M. Lind, JK. Mader, A. Maran, U. Masharani, N. Mathioudakis, M. McShane, C. Mehta, SJ. Moon, JH. Nichols, DN. O'Neal, FJ. Pasquel, AL. Peters, A. Pfützner, R. Pop-Busui, P. Ranjitkar, CM. Rhee, DB. Sacks, S. Schmidt, SM. Schwaighofer, B. Sheng, GD. Simonson, K. Sode, EK. Spanakis, NL. Spartano, GE. Umpierrez, M. Vareth, HW. Vesper, J. Wang, E. Wright, AHB. Wu, S. Yeshiwas, M. Zilbermint, MA. Kohn
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$a INTRODUCTION: An error grid compares measured versus reference glucose concentrations to assign clinical risk values to observed errors. Widely used error grids for blood glucose monitors (BGMs) have limited value because they do not also reflect clinical accuracy of continuous glucose monitors (CGMs). METHODS: Diabetes Technology Society (DTS) convened 89 international experts in glucose monitoring to (1) smooth the borders of the Surveillance Error Grid (SEG) zones and create a user-friendly tool-the DTS Error Grid; (2) define five risk zones of clinical point accuracy (A-E) to be identical for BGMs and CGMs; (3) determine a relationship between DTS Error Grid percent in Zone A and mean absolute relative difference (MARD) from analyzing 22 BGM and nine CGM accuracy studies; and (4) create trend risk categories (1-5) for CGM trend accuracy. RESULTS: The DTS Error Grid for point accuracy contains five risk zones (A-E) with straight-line borders that can be applied to both BGM and CGM accuracy data. In a data set combining point accuracy data from 18 BGMs, 2.6% of total data pairs equally moved from Zones A to B and vice versa (SEG compared with DTS Error Grid). For every 1% increase in percent data in Zone A, the MARD decreased by approximately 0.33%. We also created a DTS Trend Accuracy Matrix with five trend risk categories (1-5) for CGM-reported trend indicators compared with reference trends calculated from reference glucose. CONCLUSION: The DTS Error Grid combines contemporary clinician input regarding clinical point accuracy for BGMs and CGMs. The DTS Trend Accuracy Matrix assesses accuracy of CGM trend indicators.
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$a Sabharwal, Ashutosh $u Electrical and Computer Engineering, Rice University, Houston, TX, USA $1 https://orcid.org/0000000318985787
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$a Shah, Viral N $u Division of Endocrinology and Metabolism, School of Medicine, Indiana University, Indianapolis, IN, USA $1 https://orcid.org/0000000238277107
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$a Worth, Chris $u Department of Paediatric Endocrinology, Royal Manchester Children's Hospital, Manchester, UK $1 https://orcid.org/0000000166092735
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$a Tian, Tiffany $u Diabetes Technology Society, Burlingame, CA, USA $1 https://orcid.org/0009000314176445
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$a Ahn, David T $u Mary & Dick Allen Diabetes Center, Hoag Memorial Hospital Presbyterian, Newport Beach, CA, USA $1 https://orcid.org/0000000289418459
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$a Aktürk, Halis Kaan $u Barbara Davis Center for Diabetes, University of Colorado, Aurora, CO, USA $1 https://orcid.org/0000000345185179
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$a Al-Sofiani, Mohammed E $u Division of Endocrinology, Department of Internal Medicine, College of Medicine, King Saud University, Riyadh, Saudi Arabia $u Division of Endocrinology, Diabetes and Metabolism, Johns Hopkins University, Baltimore, MD, USA $1 https://orcid.org/0000000344209378
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$a Bailey, Timothy S $u Headlands AMCR Institute, Escondido, CA, USA $1 https://orcid.org/0000000341783462
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$a Baker, Matt $u North Kansas City Hospital, North Kansas City, MO, USA $1 https://orcid.org/0000000192416836
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$a Bally, Lia $u Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism, Inselspital, Bern University Hospital and University of Bern, Bern, Switzerland $1 https://orcid.org/0000000319937672
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$a Bannuru, Raveendhara R $u American Diabetes Association, Arlington, VA, USA $1 https://orcid.org/0000000280695783
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$a Bauer, Elizabeth M $u Naval Medical Center San Diego, San Diego, CA, USA $1 https://orcid.org/0000000274744462
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$a Bee, Yong Mong $u Singapore General Hospital, Singapore $1 https://orcid.org/0000000254822646
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$a Blanchette, Julia E $u University Hospitals Cleveland Medical Center, UH Diabetes and Metabolic Care Center, Cleveland, OH, USA $u School of Medicine, Case Western Reserve University, Cleveland, OH, USA $1 https://orcid.org/0000000267144792
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$a Cengiz, Eda $u University of California San Francisco, San Francisco, CA, USA $1 https://orcid.org/0000000179929506
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$a Chase, James Geoffrey $u Centre for Bioengineering, Department of Mechanical Engineering, University of Canterbury, Christchurch, New Zealand $1 https://orcid.org/0000000199894849
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$a Y Chen, Kong $u National Institute of Diabetes and Digestive and Kidney Diseases Intramural Research Program, National Institutes of Health, Bethesda, MD, USA $1 https://orcid.org/0000000203061904
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$a Dhatariya, Ketan K $u Norfolk and Norwich University Hospitals NHS Foundation Trust, Norwich, UK $u Norwich Medical School, University of East Anglia, Norwich, UK $1 https://orcid.org/0000000336199579
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$a Ejskjaer, Niels $u Steno Diabetes Center North Denmark and Department of Endocrinology, Aalborg University Hospital, Aalborg, Denmark $u Department of Clinical Medicine, Aalborg University Hospital, Aalborg, Denmark $1 https://orcid.org/0000000337493403
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$a Espinoza, Juan $u Stanley Manne Children's Research Institute, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA $1 https://orcid.org/000000030513588X
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$a Fabris, Chiara $u Center for Diabetes Technology, University of Virginia, Charlottesville, VA, USA $1 https://orcid.org/0000000175754622
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$a Fleming, G Alexander $u Kinexum, Harpers Ferry, WV, USA $1 https://orcid.org/0000000265490288
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$a Gabbay, Monica A L $u Diabetes Center, São Paulo Federal University, São Paulo, Brazil $1 https://orcid.org/0000000213009675
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$a Galindo, Rodolfo J $u Division of Endocrinology, Miller School of Medicine, University of Miami, Miami, FL, USA $1 https://orcid.org/0000000292953225
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$a Gómez-Medina, Ana María $u Hospital Universitario San Ignacio, Pontificia Universidad Javeriana, Bogotá, Colombia $1 https://orcid.org/0000000289073470
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$a Heinemann, Lutz $u Science Consulting in Diabetes GmbH, Düsseldorf, Germany $1 https://orcid.org/0000000324931304
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$a Hermanns, Norbert $u Research Institute Diabetes Academy Mergentheim, Bad Mergentheim, Germany & University of Bamberg, Bamberg, Germany $1 https://orcid.org/0000000229032677
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$a Hoang, Thanh $u Division of Endocrinology, Walter Reed National Military Medical Center, Bethesda, MD, USA $1 https://orcid.org/0000000174375604
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$a Hussain, Sufyan $u Department of Diabetes, King's College London, London, UK $u Department of Diabetes and Endocrinology, Guy's and St Thomas' NHS Foundation Trust, London, UK $1 https://orcid.org/0000000166118245
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$a Jacobs, Peter G $u Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, USA $1 https://orcid.org/0000000198974783
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$a Jendle, Johan $u Department of Medical Sciences, School of Medicine, Örebro University, Örebro, Sweden $1 https://orcid.org/0000000310251682
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$a Joshi, Shashank R $u Joshi Clinic, Mumbai, India $1 https://orcid.org/0000000209905821
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$a Koliwad, Suneil K $u Division of Endocrinology and Metabolism, University of California-San Francisco, San Francisco, CA, USA $1 https://orcid.org/0000000273671054
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$a Lal, Rayhan A $u Stanford Diabetes Research Center, Stanford University, Stanford, CA, USA $1 https://orcid.org/000000028055944X
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$a Leiter, Lawrence A $u Li Ka Shing Knowledge Institute, St. Michael's Hospital, University of Toronto, Toronto, ON, Canada $1 https://orcid.org/0000000210406229 $7 xx0064417
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$a Lind, Marcus $u Institute of Medicine, University of Gothenburg, Gothenburg, Sweden $1 https://orcid.org/0000000237969283
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$a Mader, Julia K $u Division of Endocrinology and Diabetology, Department of Internal Medicine, Medical University of Graz, Graz, Austria $1 https://orcid.org/0000000178544233
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$a Maran, Alberto $u Department of Medicine, University of Padua, Padua, Italy $1 https://orcid.org/0000000272668486
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$a Masharani, Umesh $u Division of Endocrinology and Metabolism, University of California-San Francisco, San Francisco, CA, USA $1 https://orcid.org/000000023269804X
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$a Mathioudakis, Nestoras $u Division of Endocrinology, Diabetes & Metabolism, Department of Medicine, Johns Hopkins University, Baltimore, MD, USA $1 https://orcid.org/000000020210655X
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$a McShane, Michael $u Department of Biomedical Engineering, Department of Materials Science & Engineering, Center for Remote Health Technologies and Systems, Texas A&M University, College Station, TX, USA $1 https://orcid.org/0000000168383982
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$a Mehta, Chhavi $u Mills-Peninsula Medical Center, San Mateo, CA, USA $1 https://orcid.org/0000000302235009
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$a Moon, Sun-Joon $u Division of Endocrinology and Metabolism, Department of Internal Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea $1 https://orcid.org/0000000262867254
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$a Nichols, James H $u Vanderbilt University Medical Center, Nashville, TN, USA $1 https://orcid.org/0000000236521612
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$a O'Neal, David N $u Department of Medicine, The University of Melbourne, Melbourne, VIC, Australia $1 https://orcid.org/0000000208704032
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$a Pasquel, Francisco J $u School of Medicine, Emory University, Atlanta, GA, USA $1 https://orcid.org/0000000238456703
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$a Peters, Anne L $u Keck School of Medicine, University of Southern California, Los Angeles, CA, USA $1 https://orcid.org/0000000305200776
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$a Pfützner, Andreas $u Pfützner Science & Health Institute, Mainz, Germany $u University for Digital Technologies in Medicine and Dentistry, Wiltz, Luxembourg $1 https://orcid.org/0000000323850887
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$a Pop-Busui, Rodica $u Division of Metabolism, Endocrinology and Diabetes, University of Michigan, Ann Arbor, MI, USA $1 https://orcid.org/0000000220421350
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$a Ranjitkar, Pratistha $u ADLM DEI Steering Committee, ADLM-Association for Diagnostics & Laboratory Medicine (formerly AACC), Washington, D.C., USA $1 https://orcid.org/0000000214311868
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$a Rhee, Connie M $u VA Greater Los Angeles Healthcare System and David Geffen School of Medicine, University of California-Los Angeles, Los Angeles, CA, USA $u Cedars-Sinai Health Systems, Los Angeles, CA, USA $1 https://orcid.org/0000000297036469
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$a Sacks, David B $u National Institutes of Health, Bethesda, MD, USA $1 https://orcid.org/0000000331000735
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$a Schmidt, Signe $u Steno Diabetes Center Copenhagen, Herlev, Denmark $1 https://orcid.org/0000000269686675
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$a Schwaighofer, Simon M $u Diabetes Center Berne, Berne, Switzerland $1 https://orcid.org/0009000699841556
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$a Sheng, Bin $u Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China $1 https://orcid.org/0000000186782784
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$a Simonson, Gregg D $u International Diabetes Center, HealthPartners Institute, Minneapolis, MN, USA $1 https://orcid.org/0000000155612547
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$a Sode, Koji $u Joint Department of Biomedical Engineering, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA $u Joint Department of Biomedical Engineering, North Carolina State University, Chapel Hill, NC, USA $1 https://orcid.org/0000000298332091
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$a Spanakis, Elias K $u VA Maryland Health Care System, School of Medicine, University of Maryland, Baltimore, MD, USA $1 https://orcid.org/0000000293527172
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$a Spartano, Nicole L $u Section of Endocrinology, Diabetes, Nutrition, and Weight Management, Chobanian & Avedisian School of Medicine, Boston University, Boston, MA, USA $1 https://orcid.org/0000000207248629
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$a Umpierrez, Guillermo E $u School of Medicine, Emory University, Atlanta, GA, USA $1 https://orcid.org/0000000232525026
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$a Vareth, Maryam $u Berkeley Institute for Data Science, College of Computing, Data Science, and Society, UC Berkeley, Berkeley, CA, USA $u The Center of Intelligent Imaging (Ci2), UCSF Department of Radiology and Biomedical Imaging, San Francisco, CA, USA $u UC Berkeley/UCSF Computational Precision Health (CPH) Program, Berkeley, CA, USA $1 https://orcid.org/0000000278272570
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$a Vesper, Hubert W $u Centers for Disease Control and Prevention, Atlanta, GA, USA $1 https://orcid.org/0000000296499015
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$a Wang, Jing $u College of Nursing, Florida State University, Tallahassee, FL, USA $1 https://orcid.org/0000000240120977
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$a Wright, Eugene $u Department of Medicine, Duke University Medical Center, Durham, NC, USA $1 https://orcid.org/0000000307960496
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$a Wu, Alan H B $u Department of Lab Medicine, University of California-San Francisco, San Francisco, CA, USA $1 https://orcid.org/0000000256102036
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$a Yeshiwas, Sewagegn $u Department of Pediatric Endocrinology and Child Health, College of Health Science, Addis Abeba University, Addis Ababa, Ethiopia $1 https://orcid.org/0000000281537672
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$a Zilbermint, Mihail $u Division of Hospital Medicine, Johns Hopkins Community Physicians, Johns Hopkins Medicine, Baltimore, MD, USA $u Suburban Hospital, Johns Hopkins Medicine, Bethesda, MD, USA $u Division of Endocrinology, Diabetes, and Metabolism, School of Medicine, Johns Hopkins University, Baltimore, MD, USA $1 https://orcid.org/0000000340477260
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$a Kohn, Michael A $u University of California San Francisco, San Francisco, CA, USA $1 https://orcid.org/0000000154595044
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$w MED00158532 $t Journal of diabetes science and technology $x 1932-2968 $g Roč. 18, č. 6 (2024), s. 1346-1361
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