Empowering hospitalized patients with diabetes: implementation of a hospital-wide CGM policy with EHR-integrated validation for dosing insulin
Open accessAbstract
OBJECTIVE: We aimed to assess the feasibility, clinical accuracy, and acceptance of a hospital-wide continuous glucose monitoring (CGM) policy with electronic health record (EHR)–integrated validation for insulin dosing. RESEARCH DESIGN AND METHODS: A hospital policy was developed and implemented at Stanford Health Care for using personal CGMs in lieu of fingerstick blood glucose (FSBG) monitoring. It included requirements specific to each CGM, accuracy monitoring protocols, and EHR integration. User experience surveys were conducted among a subset of patients and nurses. RESULTS: From November 2022 to August 2023, 135 patients used the CGM protocol in 185 inpatient encounters. This group included 27% with type 1 diabetes and 24% with automated insulin delivery systems. The most-used CGMs were Dexcom G6 (44%) and FreeStyle Libre 2 (43%). Of 1,506 CGM validation attempts, 87.8% met the 20% or 20 mg/dL (%20/20) criterion for CGM-based insulin dosing and 99.3% fell within Clarke zones A or B. User experience surveys were completed by 27 nurses and 46 patients. Most nurses found glucose management under the protocol effective (74%), easy to use (67%), and efficient (63%); 80% of nurses preferred inpatient CGM to FSBG. Most patients liked the CGM protocol (63%), reported positive CGM interactions with nursing staff (63%), and felt no significant interruptions to their diabetes management (63%). CONCLUSIONS: Implementation of a hospital-wide inpatient CGM policy supporting multiple CGM types with real-time accuracy monitoring and integration into the EHR is feasible. Initial feedback from nurses and patients was favorable, and further investigation toward broader use and sustainability is needed.
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A recent retrospective study demonstrated the feasibility of implementation of a hospital-wide personal CGM policy that included EHR integration and CGM validation for insulin dosing; the policy resulted in favorable hospitalized individual and nurse satisfaction.
“However, a recent retrospective study demonstrated the feasibility of implementation of a hospital-wide personal CGM policy that included EHR integration and CGM validation for insulin dosing; the policy resulted in favorable hospitalized individual and nurse satisfaction (43).”
From 16. Diabetes Care in the Hospital: Standards of Care in Diabetes—2026 (2026) · cites this paper as [43]
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Cites
An Empirical Evaluation of the System Usability Scale
Bangor, A., Kortum, P. T., & Miller, J. T. (2008) · International Journal of Human–Computer Interaction · doi:10.1080/10447310802205776 · Cited by 5,181 · see citing works
Evaluating clinical accuracy of systems for self-monitoring of blood glucose
Clarke, W. L., Cox, D., Gonder-Frederick, L. A., Carter, W., & Pohl, S. L. (1987) · Diabetes Care · doi:10.2337/diacare.10.5.622 · Cited by 1,435 · see citing works
Phillip, M., Nimri, R., Bergenstal, R. M., Barnard-Kelly, K., Danne, T., Hovorka, R., Kovatchev, B. P., Messer, L. H., Parkin, C. G., Ambler-Osborn, L., et al. (2023) · Endocrine Reviews · doi:10.1210/endrev/bnac022 · Cited by 443 · see citing works
Self-citationPolonsky, W. H., Hessler, D., Ruedy, K. J., & Beck, R. W. (2017) · Diabetes Care · doi:10.2337/dc17-0133 · Cited by 346 · see citing works
Korytkowski, M. T., Muniyappa, R., Antinori-Lent, K., Donihi, A. C., Drincic, A. T., Hirsch, I. B., Luger, A., McDonnell, M. E., Murad, M. H., Nielsen, C., et al. (2022) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgac278 · Cited by 315 · see citing works
7. Diabetes Technology: <i>Standards of Care in Diabetes—2024</i>
American Diabetes Association Professional Practice Committee, ElSayed, N. A., Aleppo, G., Bannuru, R. R., Bruemmer, D., Collins, B. S., Ekhlaspour, L., Hilliard, M. E., Johnson, E. L., Khunti, K., et al. (2024) · Diabetes Care · doi:10.2337/dc24-s007 · Cited by 281 · see citing works
16. Diabetes Care in the Hospital: Standards of Care in Diabetes—2024
ElSayed, N. A., Aleppo, G., Bannuru, R. R., Bruemmer, D., Collins, B. S., Ekhlaspour, L., Galindo, R. J., Hilliard, M. E., Johnson, E. L., Khunti, K. K., et al. (2023) · Diabetes Care · doi:10.2337/dc24-s016 · Cited by 185 · see citing works
Hypoglycemia-associated mortality is not drug-associated but linked to comorbidities
Boucai, L., Southern, W. N., & Zonszein, J. (2011) · The American Journal of Medicine · doi:10.1016/j.amjmed.2011.07.011 · Cited by 175 · see citing works
Real-World Patient-Reported Outcomes and Glycemic Results with Initiation of Control-IQ Technology
Pinsker, J. E., Müller, L., Constantin, A., Leas, S., Manning, M., McElwee Malloy, M., Singh, H., & Habif, S. (2021) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2020.0388 · Cited by 147 · see citing works
Davis, G. M., Faulds, E., Walker, T., Vigliotti, D., Rabinovich, M., Hester, J., Peng, L., McLean, B., Hannon, P., Poindexter, N., et al. (2021) · Diabetes Care · doi:10.2337/dc20-2085 · Cited by 94 · see citing works
Longo, R. R., Elias, H., Khan, M., & Seley, J. J. (2022) · Journal of Diabetes Science and Technology · doi:10.1177/19322968211008446 · Cited by 89 · see citing works
Weight-Based, Insulin Dose–Related Hypoglycemia in Hospitalized Patients With Diabetes
Rubin, D. J., Rybin, D. V., Doros, G. D., & McDonnell, M. E. (2011) · Diabetes Care · doi:10.2337/dc10-2434 · Cited by 84 · see citing works
A Consensus Statement for Continuous Glucose Monitoring Metrics for Inpatient Clinical Trials
Spanakis, E. K., Cook, C. B., Kulasa, K. M., Aloi, J., Bally, L., Davis, G. M., Dungan, K. M., Galindo, R. J., Mendez, C. E., Pasquel, F. J., et al. (2023) · Journal of Diabetes Science and Technology · doi:10.1177/19322968231191104 · Cited by 81 · see citing works
Munoz, M., Pronovost, P. J., Dintzis, J., Kemmerer, T., Wang, N., Chang, Y., Efird, L. E., Berenholtz, S. M., & Golden, S. H. (2012) · The Joint Commission Journal on Quality and Patient Safety · doi:10.1016/s1553-7250(12)38025-2 · Cited by 73 · see citing works
Farrokhi, F., Klindukhova, O., Chandra, P., Peng, L., Smiley, D. D., Newton, C. A., Pasquel, F. J., Fereira, M. E., & Umpierrez, G. E. (2012) · Journal of Diabetes Science and Technology · doi:10.1177/193229681200600505 · Cited by 73 · see citing works
Faulds, E. R., Boutsicaris, A., Sumner, L., Jones, L., McNett, M., Smetana, K. S., May, C. C., Buschur, E., Exline, M. C., Ringel, M. D., et al. (2021) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgab409 · Cited by 71 · see citing works
Faulds, E. R., JONES, L. G., McNett, M., Smetana, K. S., May, C. C., Sumner, L., Buschur, E., Exline, M. C., Ringel, M. D., & Dungan, K. M. (2021) · Endocrine Practice · doi:10.1016/j.eprac.2021.01.011 · Cited by 58 · see citing works
Finn, E. E., Schlichting, L., Grau, L., Douglas, I. S., & Pereira, R. I. (2023) · Diabetes Care · doi:10.2337/dc23-0089 · Cited by 46 · see citing works
Davis, G. M., Hughes, M. S., Brown, S. A., Sibayan, J., Perez-Guzman, M. C., Stumpf, M., Thompson, Z., Basina, M., Patel, R. M., Hester, J., et al. (2023) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.0304 · Cited by 41 · see citing works
Self-citationColdron, B. C., COATES, V. E., Khamis, A., & MacRury, S. M. (2021) · Journal of Diabetes Science and Technology · doi:10.1177/19322968211053652 · Cited by 36 · see citing works
Implementation of Continuous Glucose Monitoring in Critical Care: A Scoping Review
Faulds, E. R., Dungan, K. M., & McNett, M. (2023) · Current Diabetes Reports · doi:10.1007/s11892-023-01503-5 · Cited by 26 · see citing works
Herpe, T. V., Moor, B. D., den Berghe, G. V., & Mesotten, D. (2014) · Clinical Chemistry · doi:10.1373/clinchem.2014.227017 · Cited by 23 · see citing works
Real-Time Continuous Glucose Monitoring in the Hospital: A Real-World Experience
Bagsic, S. R. S., Fortmann, A. L., Belasco, R. F., BASTIAN, A., Lohnes, S., Ritko, A. L., Sandoval, H., CHICHMARENKO, M., Soriano, E. C., Talavera, L., et al. (2023) · Journal of Diabetes Science and Technology · doi:10.1177/19322968231165982 · Cited by 21 · see citing works
Clinical evaluation of the FreeStyle Precision Pro system
Brazg, R., Hughes, K., Martin, P., Coard, J., Toffaletti, J. G., McDonnell, E. H., Taylor, E., Farrell, L., Patel, M., Ward, J., et al. (2013) · Clinica Chimica Acta · doi:10.1016/j.cca.2013.03.021 · Cited by 16 · see citing works
Claerhout, H., Prins, M. D., Mesotten, D., den Berghe, G. V., Mathieu, C., Eldere, J. V., & Vanstapel, F. J. L. A. (2015) · Clinical Chemistry and Laboratory Medicine (CCLM) · doi:10.1515/cclm-2014-1289 · Cited by 9 · see citing works
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16. Diabetes Care in the Hospital: Standards of Care in Diabetes—2026
American Diabetes Association Professional Practice Committee for Diabetes*, Bajaj, M., McCoy, R. G., Balapattabi, K., Bannuru, R. R., Bellini, N. J., Bennett, A. K., Beverly, E. A., Briggs Early, K., ChallaSivaKanaka, S., et al. (2026) · Diabetes Care · doi:10.2337/dc26-s016 · Cited by 80 · see citing works
Self-citationThe History, Evolution and Future of Continuous Glucose Monitoring (CGM)
Bender, C., Vestergaard, P., & Cichosz, S. L. (2025) · Diabetology · doi:10.3390/diabetology6030017 · Cited by 43 · see citing works
Wang, X., Si, J., Li, Y., Tse, P., Zhang, G., Wang, X., Ren, J., Xu, J., Sun, J., & Yao, X. (2025) · Diabetology & Metabolic Syndrome · doi:10.1186/s13098-025-01819-0 · Cited by 30 · see citing works
Hirsch, I. B., Draznin, B., Buse, J. B., Raghinaru, D., Spanbauer, C., Umpierrez, G. E., Ullal, J., Jones, M. S., Low Wang, C. C., Spanakis, E. K., et al. (2025) · Diabetes Care · doi:10.2337/dc24-1779 · Cited by 26 · see citing works
Wearable microneedle sensors for continuous interstitial fluid monitoring
Cho, J., Son, H., Kim, J., Song, H. S., & Lee, W. (2026) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2026.118385 · Cited by 17 · see citing works
Giovannetti, E. R., Lee, R. O., Thomas, R. L., Wolinsky, T., Talbot, A. V., Ali, R. S., Cavaiola, T. S., Kulasa, K., & Boeder, S. C. (2025) · Endocrine Practice · doi:10.1016/j.eprac.2025.05.751 · Cited by 7 · see citing works
Real-World Performance of Personal Continuous Glucose Monitors During Hospitalization
Dumitrascu, A. G., Perry, M. C., Chindris, A.-M., Chirilă, R. M., Boone, R. J., Blumenfeld, S. G., Hodge, D. O., White, L. J., Gnanapandithan, K., Cruz, D. A. D. L., et al. (2025) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2024.0639 · Cited by 6 · see citing works
Olsen, M. T., Vikner, M. E., Hjejle, S., Rasmussen, L. M., Klarskov, C. K., Lindegaard, B., Andersen, J. A., Gottlieb, H., Lunding, S., Nørgaard, K., et al. (2025) · Diabetic Medicine · doi:10.1111/dme.70114 · Cited by 6 · see citing works
Wang, R., Kyi, M., Krishnamoorthi, B., Tjahyadi, J., Connell, A., Chiang, C. Y., Renouf, D., Barmanray, R., & Fourlanos, S. (2025) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2024.0604 · Cited by 6 · see citing works
Diabetes Technology Use in Special Populations: A Narrative Review of Psychosocial Factors
Hughes, M. S., Aleppo, G., Bally, L., Batista, A. F. M. B., Brown, S. A., Faulds, E. R., Gonder-Frederick, L. A., Isaacs, D. M., Kahkoska, A. R., Ortega, J., et al. (2024) · Journal of Diabetes Science and Technology · doi:10.1177/19322968241296853 · Cited by 6 · see citing works
Self-citationMontenegro, A. M. R., Áñez, R., Pastor, A. G.-S., & Albarrán, O. G. (2025) · Endocrine Practice · doi:10.1016/j.eprac.2025.02.007 · Cited by 5 · see citing works
Diabetes technology use in U.S. hospitals: A survey of user experiences
Hughes, M. S., Morgan, M., Liu, Y., Lee, M. Y., Hanes, S. J., Hood, K. K., Buckingham, B. A., & Lal, R. (2025) · Diabetes Obesity and Metabolism · doi:10.1111/dom.16634 · Cited by 4 · see citing works
Self-citationArtificial intelligence for diabetes management – a review
Maheshwari, S., Kalia, A., Tewari, J., Tewari, A., Srivastava, A., Dantu, R., Sachan, A. K., Verma, N., & Maheshwari, A. (2025) · Journal of Diabetes Metabolic Disorders & Control · doi:10.15406/jdmdc.2025.12.00292 · Cited by 3 · see citing works
Wang, R., Kyi, M., Krishnamoorthi, B., Connell, A., Chiang, C. Y., Renouf, D., Barmanray, R., & Fourlanos, S. (2025) · Diabetic Medicine · doi:10.1111/dme.70076 · Cited by 3 · see citing works
Volčanšek, Š., Janež, A., & Srpčič, M. (2026) · Diabetology · doi:10.3390/diabetology7010006 · Cited by 3 · see citing works
Diabetes technology: an update
Prahalad, P., Zaharieva, D. P., & Maahs, D. M. (2026) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgag164 · Cited by 4 · see citing works
Continuous Glucose Monitoring in Hospital Settings
Faulds, E. R., & Hughes, M. S. (2025) · Medical Clinics of North America · doi:10.1016/j.mcna.2025.11.008 · Cited by 2 · see citing works
Self-citationSharma, A., Vassilakis, E., Flint, K. L., Zheng, H., Putman, M. S., & Dashti, H. S. (2025) · Endocrine Practice · doi:10.1016/j.eprac.2025.09.002 · Cited by 1 · see citing works
Perioperatives Management von Menschen mit Diabetes mellitus: CGM im Krankenhaus
Reger-Tan, S., Lee-Barkey, Y. H., Stratmann, B., Klose, J. M., & Heinemann, L. (2026) · Die Diabetologie · doi:10.1007/s11428-025-01409-8 · Cited by 1 · see citing works
Wang, Y., Cao, L., Lu, J., Guo, J., Ni, J., Yao, Y., Shen, Z., Zhu, W., Du, R., & Zhou, J. (2026) · JAMA Network Open · doi:10.1001/jamanetworkopen.2026.29291 · Cited by 1 · see citing works
Wang, R., Kyi, M., & Fourlanos, S. (2024) · Diabetes Care · doi:10.2337/dc24-2228 · Cited by 1 · see citing works
Rizvi, S. R., Banerjee, A., Kaur, R. J., Gupta, S., Kurek, C., Desjardins, D., Kendrick, M. L., Truty, M. J., & Kudva, Y. C. (2025) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2024.0583
Wang, R., Kyi, M., Krishnamoorthi, B., Connell, A., Chiang, C. Y., Renouf, D., Barmanray, R., & Fourlanos, S. (2025) · Journal of Diabetes Science and Technology · doi:10.1177/19322968251395088
A Thematic Analysis of Sleep Behavior Self-Regulation in Young Adults with Type 1 Diabetes
Long, M., Johnson, D. A., Kang, Y., & Griggs, S. A. (2026) · Diabetology · doi:10.3390/diabetology7040080
Flint, K. L., Fahey, A., Longo, R. R., Fan, W., Doytchinov, A., Ashley, A. L., Zheng, H., Steiner, B. A., Russell, S. J., & Putman, M. S. (2026) · Diabetologia · doi:10.1007/s00125-026-06737-y
Lalani, B., Penno, R., Bay, R. C., & Lalani, A. (2026) · Journal of Diabetes Science and Technology · doi:10.1177/19322968261467050
Sanchez, C. E., Ro, M., & Jones, R. (2026) · Patient Safety · doi:10.33940/001c.163571
Ruiz, J., Buros‐Stein, A., Wheelock, A., Stewart, B., Bernique, A. S., Jost, E., Garvey, K. C., Astley, C. M., & Cobry, E. C. (2026) · Diabetes Technology & Therapeutics · doi:10.1177/15209156261486139
Holt, R. I. G., DeVries, J. H., Fischl, A. H., Hirsch, I. B., Kirkman, M. S., Klupa, T., Ludwig, B., Nørgaard, K., Pettus, J., Renard, É., et al. (2026) · Diabetologia · doi:10.1007/s00125-026-06833-z
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Akcan, T., Faulds, E. R., Lal, R., Davis, G. M., Brown, S. A., Pasquel, F. J., & Hughes, M. S. (2026) · Endocrinology and Metabolism Clinics of North America · doi:10.1016/j.ecl.2026.08.016
Self-citationLee, M. Y., Ortega, H., Chow, C. A., Belanger, K., Jones, S., Ritter, V., Chadwick, W., Lee, J., Kingston, K., Suarez, C., et al. (2026) · Diabetes Technology & Therapeutics · doi:10.1177/15209156261489912
Self-citationIshizuka, K., Matsubayashi, Y., Sato, T., Kitazawa, M., Moro, K., Yamada, T., Wakai, T., & Sone, H. (2026) · AACE Endocrinology and Diabetes · doi:10.1016/j.aed.2026.10.009
- Authors
- Lee, M. Y., Seav, S. M., Ongwela, L., Lee, J. J., Aubyrn, R., Cao, F. Y., Kalinsky, A., Aparicio Ramos, O., Gu, Y., Kingston, K., Ivanovic, M., Buckingham, B. A., Desai, D., Lal, R. A., Tan, M., Basina, M., & Hughes, M. S.
- Affiliations
- Stanford Medicine (US)
- Stanford Health Care (US)
- 4Department of Inpatient Systems and Services, Stanford Health Care, Stanford, CA
- Corresponding author
- Hughes, Michael S.
- ORCID
- Venue
- Diabetes Care
- Publisher
- American Diabetes Association
- Published
- 2024-08-14
- Volume
- 47
- Issue
- 10
- Pages
- 1838-1845
- ISSN
- 0149-5992 (ISSN-L)
- 1935-5548
- PMC
- PMC11417271
- OpenAlex
- W4401582435
- Cited by
- 32
- References
- 25
- Citations by year
- 2026: 14 · 2025: 15 · 2024: 3
- FWCI
- 10.54
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Diabetes Care (publishedVersion)
- PubMed Central (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed (publishedVersion)
- Funders
- NIDDK (1K23DK122017, 1K23DK138267, 5K12DK122550, P30DK116074)
- Juvenile Diabetes Research Foundation
- Stanford Maternal and Child Health Research Institute
- National Institute of Diabetes and Digestive and Kidney Diseases
- National Institutes of Health (T32DK007217)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Hyperglycemia and glycemic control in critically ill and hospitalized patients
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Keywords
- continuous glucose monitoring, hospitalized patients, diabetes management, insulin dose, electronic health record integration, hospital policy implementation, type 1 diabetes, artificial pancreas, Dexcom G6, FreeStyle Libre 2
- MeSH terms
- Adult, Aged, Blood Glucose, Diabetes Mellitus, Diabetes Mellitus, Type 1, Female, Hospitals, Humans, Hypoglycemic Agents, Insulin, Male, Middle Aged, Blood Glucose Self-Monitoring, Electronic Health Records
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