American Diabetes Association Professional Practice Committee. 16. Diabetes Care in the Hospital: Standards of Care in Diabetes-2025. Diabetes Care. 2025;48(1 Suppl 1):S321–34. https://doi.org/10.2337/dc25-S016 PubMed PMID: 39651972; PubMed Central PMCID: PMC11635037.

Pasquel FJ, Lansang MC, Dhatariya K, Umpierrez GE. Management of diabetes and hyperglycaemia in the hospital. Lancet Diabetes Endocrinol. 2021;9(3):174–88. https://doi.org/10.1016/S2213-8587. (20)30381-8 PubMed PMID: 33515493; PubMed Central PMCID: PMC10423081.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Diabetes Canada Clinical Practice Guidelines Expert Committee, Malcolm J, Halperin I, Miller DB, Moore S, Nerenberg KA, et al. In-Hospital Management of Diabetes. Can J Diabetes. 2018;42(Suppl 1):S115–23. https://doi.org/10.1016/j.jcjd.2017.10.014. PubMed PMID: 29650083.

Article  Google Scholar 

JBDS_04_Self_Management_Guideline_with_QR_code_February_2023.pdf [Internet]. [cited 2025 Jul 12]. Available from: https://abcd.care/sites/default/files/site_uploads/JBDS_Guidelines_Current/JBDS_04_Self_Management_Guideline_with_QR_code_February_2023.pdf

American Diabetes Association Professional Practice Committee. 7. Diabetes Technology: Standards of Care in Diabetes-2025. Diabetes Care. 2025;48(1 Suppl 1):S146–66. https://doi.org/10.2337/dc25-S007 PubMed PMID: 39651978; PubMed Central PMCID: PMC11635043.

Documento de Manejo de. la Tecnología aplicada a la diabetes en el Paciente Hospitalizado | Sociedad Española de Diabetes [Internet]. [cited 2025 Jul 12]. Available from: https://www.sediabetes.org/publicaciones/publicaciones-sed/documento-de-manejo-de-la-tecnologia-aplicada-a-la-diabetes-en-el-paciente-hospitalizado/

Avari P, Choudhary P, Lumb A, Misra S, Rayman G, Flanagan D, et al. Using technology to support diabetes care in hospital: Guidelines from the Joint British Diabetes Societies for Inpatient Care (JBDS-IP) group and Diabetes Technology Network (DTN) UK. Diabet Med J Br Diabet Assoc. 2025;42(3):e15452. https://doi.org/10.1111/dme.15452. PubMed PMID: 39432570; PubMed Central PMCID: PMC11823341.

Article  Google Scholar 

Olsen MT, Liarakos AL, Wilmot EG, Dhatariya K, Thabit H, Sánchez-García D, et al. Implementation Strategies for Inpatient Continuous Glucose Monitoring-based Diabetes Management: A Systematic Review. J Clin Endocrinol Metab. 2025;110(7):e2411–9. https://doi.org/10.1210/clinem/dgaf. 074 PubMed PMID: 39918053.

Article  CAS  PubMed  Google Scholar 

Thabit H, Schofield J. Technology in the management of diabetes in hospitalised adults. Diabetologia. 2024;67(10):2114–28. https://doi.org/10.1007/s00125-024-06206-4. 024-06206-4 PubMed PMID: 38953925; PubMed Central PMCID: PMC11447115.

Article  PubMed  PubMed Central  Google Scholar 

Cui L, Schroeder PR, Sack PA. Inpatient and Outpatient Technologies to Assist in the Management of Insulin Dosing. Clin Diabetes Publ Am Diabetes Assoc. 2020;38(5):462–73. https://doi.org/10.2337/cd20-0054. PubMed PMID: 33384471; PubMed Central PMCID: PMC7755045.

Article  Google Scholar 

California U of, Francisco S, News-Medical. [Internet]. 2024 [cited 2025 Jul 12]. Innovative insulin algorithm enhances glucose control for hospitalized patients. Available from: https://www.news-medical.net/news/20240625/Innovative-insulin-algorithm-enhances-glucose-control-for-hospitalized-patients.aspx

Shelden D, Ateya M, Jensen A, Arnold P, Bellomo T, Gianchandani R. Improving Hospital Glucometrics, Workflow, and Outcomes with a Computerized Intravenous Insulin Dose Calculator Built into the Electronic Health Record. J Diabetes Sci Technol. 2021;15(2):271–8. 1932296820974767 PubMed PMID: 33355001; PubMed Central PMCID: PMC8256071.

Article  PubMed  Google Scholar 

Thomas A, Heinemann L. Algorithms for automated insulin delivery: an overview. J Diabetes Sci Technol. 2022;16(5):1228–38. https://doi.org/10.1177/19322968211008442 PubMed PMID: 33955251; PubMed Central PMCID: PMC9445345.

Article  CAS  PubMed  Google Scholar 

Iftikhar M, Saqib M, Qayyum SN, Asmat R, Mumtaz H, Rehan M, et al. Artificial intelligence-driven transformations in diabetes care: a comprehensive literature review. Ann Med Surg. 2024;86(9):5334–42. https://doi.org/10.1097/MS9. 0000000000002369 PubMed PMID: 39238969; PubMed Central PMCID: PMC11374247.

Article  Google Scholar 

Contreras I, Vehi J. Artificial intelligence for diabetes management and decision support: literature review. J Med Internet Res. 2018;20(5):e10775. https://doi.org/10.2196/10775 PubMed PMID: 29848472; PubMed Central PMCID: PMC6000484.

Article  PubMed  PubMed Central  Google Scholar 

Mackenzie SC, Sainsbury CAR, Wake DJ. Diabetes and artificial intelligence beyond the closed loop: a review of the landscape, promise and challenges. Diabetologia. 2024;67(2):223–35. https://doi.org/10.1007/s00125-023-06038-8. PubMed PMID: 37979006; PubMed Central PMCID: PMC10789841.

Article  PubMed  Google Scholar 

Korytkowski MT, Muniyappa R, Antinori-Lent K, Donihi AC, Drincic AT, Hirsch IB, et al. Management of Hyperglycemia in Hospitalized Adult Patients in Non-Critical Care Settings: An Endocrine Society Clinical Practice Guideline. J Clin Endocrinol Metab. 2022;107(8):2101–28. https://doi.org/10.1210/clinem/dgac278. PubMed PMID: 35690958; PubMed Central PMCID: PMC9653018.

Article  PubMed  PubMed Central  Google Scholar 

Ilcewicz HN, Hennessey EK, Smith CB. Evaluation of the impact of an inpatient hyperglycemia protocol on glycemic control. J Pharm Pharm Sci Publ Can Soc Pharm Sci Soc Can Sci Pharm. 2019;22(1):85–92. https://doi.org/10.18433/jpps30180. PubMed PMID: 30730832.

Article  CAS  Google Scholar 

Kawamoto K, Houlihan CA, Balas EA, Lobach DF. Improving clinical practice using clinical decision support systems: a systematic review of trials to identify features critical to success. BMJ. 2005;330(7494):765. https://doi.org/10.1136/bmj.38398.500764.8. F PubMed PMID: 15767266; PubMed Central PMCID: PMC555881.

Article  PubMed  PubMed Central  Google Scholar 

Gerwer JE, Bacani G, Juang PS, Kulasa K. Electronic Health Record-Based Decision-Making Support in Inpatient Diabetes Management. Curr Diab Rep. 2022;22(9):433–40. https://doi.org/10.1007/s11892-022-01481-0. PubMed PMID: 35917098; PubMed Central PMCID: PMC9355925.

Article  PubMed  PubMed Central  Google Scholar 

Sly B, Russell AW, Sullivan C. Digital interventions to improve safety and quality of inpatient diabetes management: A systematic review. Int J Med Inf. 2022;157:104596. https://doi.org/10.1016/j.ijmedinf.2021.104596. PubMed PMID: 34785487.

Article  Google Scholar 

Hu Z, Xing EP. Learning from All Types of Experiences: A Unifying Machine Learning Perspective. In: Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining [Internet]. New York, NY, USA: Association for Computing Machinery; 2020 [cited 2025 Jul 13]. pp. 3531–2. (KDD ’20). Available from: https://doi.org/10.1145/3394486.3406462

Ribba B. Reinforcement learning as an innovative model-based approach: Examples from precision dosing, digital health and computational psychiatry. Front Pharmacol. 2022;13:1094281. https://doi.org/10.3389/fphar.2022.1094281. PubMed PMID: 36873047; PubMed Central PMCID: PMC9981647.

Article  CAS  PubMed  Google Scholar 

Chen Y, Mancini M, Zhu X, Akata Z. Semi-supervised and unsupervised deep visual learning: a survey. IEEE Trans Pattern Anal Mach Intell. 2024;46(3):1327–47. https://doi.org/10.1109/.TPAMI.2022.3201576 PubMed PMID: 36006881.

Article  PubMed  Google Scholar 

Shakya AK, View Profile, Pillai G, View Profile, Chakrabarty S, View Profile. Reinforcement learning algorithms. Expert Syst Appl Int J. 2023;231(C). https://doi.org/10.1016/j.eswa.2023.120495

Gómez Medina AM, Henao-Carrillo DC, Yepes C, Silva J, Gómez González JA, Cortes D, et al. Glycemic control metrics in a cohort of hospitalized patients with type 1 diabetes using hybrid closed-loop and advanced hybrid closed-loop systems. Diabetes Res Clin Pract. 2023;204:110897. https://doi.org/10.1016/j.diabres.2023.110897. PubMed PMID: 37678728.

Article  PubMed  Google Scholar 

Thompson B, Boyle ME, Castro JC, Dodoo C, Cook CB. Automated Insulin Delivery Technology in the Hospital: Update on Safety and Efficacy Data. Endocr Pract Off J Am Coll Endocrinol Am Assoc Clin Endocrinol. 2024;30(10):957–62. https://doi.org/10.1016/j.eprac.2024.07.012. PubMed PMID: 39053588.

Article  CAS  Google Scholar 

Davis GM, Hughes MS, Brown SA, Sibayan J, Perez-Guzman MC, Stumpf M, et al. Automated Insulin Delivery with Remote Real-Time Continuous Glucose Monitoring for Hospitalized Patients with Diabetes: A Multicenter, Single-Arm, Feasibility Trial. Diabetes Technol Ther. 2023;25(10):677–88. https://doi.org/10.1089/dia.2023.0304. PubMed PMID: 37578778; PubMed Central PMCID: PMC10611957.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Bally L, Thabit H, Hartnell S, Andereggen E, Ruan Y, Wilinska ME, et al. Closed-loop insulin delivery for glycemic control in noncritical care. N Engl J Med. 2018;379(6):547–56. https://doi.org/10.1056/NEJMoa1805233 PubMed PMID: 29940126.

Article  CAS  PubMed  Google Scholar 

Boughton CK, Bally L, Martignoni F, Hartnell S, Herzig D, Vogt A, et al. Fully closed-loop insulin delivery in inpatients receiving nutritional support: a two-centre, open-label, randomised controlled trial. Lancet Diabetes Endocrinol. 2019;7(5):368–77. https://doi.org/10.1016/S2213-8587(19. )30061-0 PubMed PMID: 30935872; PubMed Central PMCID: PMC6467839.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Zale A, Mathioudakis N. Machine learning models for inpatient glucose prediction. Curr Diab Rep. 2022;22(8):353–64. https://doi.org/10.1007/s11892-022-01477-w. 01477-w PubMed PMID: 35759171; PubMed Central PMCID: PMC9244155.

Article  PubMed  PubMed Central  Google Scholar 

Davidson PC, Steed RD, Bode BW. Glucommander: a computer-directed intravenous insulin system shown to be safe, simple, and effective in 120,618 h of operation. Diabetes Care. 2005;28(10):2418–23. https://doi.org/10.2337/diacare.28.10.2418. PubMed PMID: 16186273.

Article  CAS  PubMed  Google Scholar 

Newsom R, Patty C, Camarena E, Sawyer R, McFarland R, Gray T, et al. Safely Converting an Entire Academic Medical Center From Sliding Scale to Basal Bolus Insulin via Implementation of the eGlycemic Management System. J Diabetes Sci Technol. 2018;12(1):53–9. /1932296817747619 PubMed PMID: 29237289; PubMed Central PMCID: PMC5761993.

Article  PubMed  Google Scholar 

Ullal J, Aloi JA, Reyes-Umpierrez D, Pasquel FJ, McFarland R, Rabinovich M, et al. Comparison of computer-guided versus standard insulin infusion regimens in patients with Diabetic Ketoacidosis. J Diabetes Sci Technol. 2018;12(1):39–46. https://doi.org/10.1177/1932296817750899. PubMed PMID: 29291648; PubMed Central PMCID: PMC5762000.