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What is the role of AI for digital twins?. AI. 2023; 4: 721-728 Review of digital twin applications in manufacturing. Comput. Ind. 2019; 113103130 Digital twin: benefits, use cases, challenges, and opportunities. Decis. Anal. J. 2023; 6100165 How to tell the difference between a model and a digital twin. Adv. Model. Simul. Eng. Sci. 2020; 7: 13 A survey on digital twin: definitions, characteristics, applications, and design implications. IEEE Access.
Research in context Evidence before this study Before this study, there had not been a study showing that exercise metrics including heart rate and accelerometry collected from wearable fitness sensors can be incorporated into an automated insulin delivery (AID) system under free-living conditions. We reviewed publications in the area of incorporation of wearable fitness data into AID and automated multihormone delivery systems.
Research Article Abstract Exercise can cause dangerous fluctuations in blood glucose in people living with type 1 diabetes (T1D). Aerobic exercise, for example, can cause acute hypoglycemia secondary to increased insulin-mediated and non-insulin-mediated glucose utilization. Less is known about how resistance exercise (RE) impacts glucose dynamics.
In people with type 1 diabetes using multiple daily injections of insulin plus isCGM and with HbA of at least 8%, the use of AHCL confers benefits in terms of glycaemic control beyond those that can be achieved with multiple daily injections of insulin plus isCGM. These data support wider access to AHCL in people with type 1 diabetes not at target glucose levels.
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