A review of personalized blood glucose prediction strategies for T1DM patients

S Oviedo, J Vehí, R Calm… - International journal for …, 2017 - Wiley Online Library
This paper presents a methodological review of models for predicting blood glucose (BG)
concentration, risks and BG events. The surveyed models are classified into three …

Continuous subcutaneous insulin infusion in diabetes: patient populations, safety, efficacy, and pharmacoeconomics

P Pozzilli, T Battelino, T Danne… - Diabetes/metabolism …, 2016 - Wiley Online Library
The level of glycaemic control necessary to achieve optimal short‐term and long‐term
outcomes in subjects with type 1 diabetes mellitus (T1DM) typically requires intensified …

The importance of interpreting machine learning models for blood glucose prediction in diabetes: an analysis using SHAP

F Prendin, J Pavan, G Cappon, S Del Favero… - Scientific reports, 2023 - nature.com
Abstract Machine learning has become a popular tool for learning models of complex
dynamics from biomedical data. In Type 1 Diabetes (T1D) management, these models are …

2 month evening and night closed-loop glucose control in patients with type 1 diabetes under free-living conditions: a randomised crossover trial

J Kropff, S Del Favero, J Place, C Toffanin… - The lancet Diabetes & …, 2015 - thelancet.com
Background An artificial pancreas (AP) that can be worn at home from dinner to waking up in
the morning might be safe and efficient for first routine use in patients with type 1 diabetes …

Fully integrated artificial pancreas in type 1 diabetes: modular closed-loop glucose control maintains near normoglycemia

M Breton, A Farret, D Bruttomesso, S Anderson… - Diabetes, 2012 - Am Diabetes Assoc
Integrated closed-loop control (CLC), combining continuous glucose monitoring (CGM) with
insulin pump (continuous subcutaneous insulin infusion [CSII]), known as artificial pancreas …

The artificial pancreas: current status and future prospects in the management of diabetes

T Peyser, E Dassau, M Breton… - Annals of the New York …, 2014 - Wiley Online Library
Recent advances in insulins, insulin pumps, continuous glucose‐monitoring systems, and
control algorithms have resulted in an acceleration of progress in the development of …

Individualized model predictive control for the artificial pancreas: In silico evaluation of closed-loop glucose control

M Messori, GP Incremona, C Cobelli… - IEEE Control Systems …, 2018 - ieeexplore.ieee.org
Despite the continuous efforts devoted to AP development in the last decades, an artificial
pancreas (AP) system is not yet available on the market. One of the major issues involves …

Feasibility of long-term closed-loop control: a multicenter 6-month trial of 24/7 automated insulin delivery

B Kovatchev, P Cheng, SM Anderson… - Diabetes technology …, 2017 - liebertpub.com
Background: In the past few years, the artificial pancreas—the commonly accepted term for
closed-loop control (CLC) of blood glucose in diabetes—has become a hot topic in research …

Real-world evidence supporting tandem control-IQ hybrid closed-loop success in the Medicare and Medicaid type 1 and type 2 diabetes populations

GP Forlenza, AL Carlson, RJ Galindo… - Diabetes technology …, 2022 - liebertpub.com
Background: The Tandem Control-IQ (CIQ) system has demonstrated significant glycemic
improvements in large randomized controlled and real-world trials. Use of this system is …

Challenges and recent progress in the development of a closed-loop artificial pancreas

BW Bequette - Annual reviews in control, 2012 - Elsevier
Pursuit of a closed-loop artificial pancreas that automatically controls the blood glucose of
individuals with type 1 diabetes has intensified during the past 6years. Here we discuss the …