Offline Deep Reinforcement Learning and Off-Policy Evaluation for Personalized Basal Insulin Control in Type 1 Diabetes

Magnetic control of tokamak plasmas through deep reinforcement learning

(2022) Jonas Degrave et al.   NATURE

IoMT-Enabled Real-time Blood Glucose Prediction with Deep Learning and Edge Computing

(2022) Taiyu Zhu et al.   IEEE Internet of Things Journal

Titration of Long-Acting Insulin Using Continuous Glucose Monitoring and Smart Insulin Pens in Type 1 Diabetes: A Model-Based Carbohydrate-Free Approach

(2022) Anas El Fathi et al.   Frontiers in Endocrinology

Personalized Blood Glucose Prediction for Type 1 Diabetes Using Evidential Deep Learning and Meta-Learning

(2022) Taiyu Zhu et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

An In Silico Head-to-Head Comparison of the Do-It-Yourself Artificial Pancreas Loop and Bio-Inspired Artificial Pancreas Control Algorithms

(2021) Ryan Armiger et al.   Journal of diabetes science and technology

Reinforcement Learning Application in Diabetes Blood Glucose Control: A Systematic Review

(2020) Miguel Tejedor et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

The Do-It-Yourself Artificial Pancreas: A Comprehensive Review

(2020) Jothydev Kesavadev et al.   Diabetes Therapy

Reinforcement learning for intelligent healthcare applications: A survey

(2020) Antonio Coronato et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

An Insulin Bolus Advisor for Type 1 Diabetes Using Deep Reinforcement Learning

(2020) Taiyu Zhu et al.   SENSORS

Machine-Learning Based Model to Improve Insulin Bolus Calculation in Type 1 Diabetes Therapy

(2020) Giulia Noaro et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Toward a Fully Automated Artificial Pancreas System Using a Bioinspired Reinforcement Learning Design: In Silico Validation

(2020) Seunghyun Lee et al.   IEEE Journal of Biomedical and Health Informatics

Basal Glucose Control in Type 1 Diabetes Using Deep Reinforcement Learning: An In Silico Validation

(2020) Taiyu Zhu et al.   IEEE Journal of Biomedical and Health Informatics

Deep Learning for Diabetes: A Systematic Review

(2020) Taiyu Zhu et al.   IEEE Journal of Biomedical and Health Informatics

Clinical Targets for Continuous Glucose Monitoring Data Interpretation: Recommendations From the International Consensus on Time in Range

(2019) Tadej Battelino et al.   DIABETES CARE

A statistical virtual patient population for the glucoregulatory system in type 1 diabetes with integrated exercise model

(2019) Navid Resalat et al.   PLoS One

Continuous Glucose Monitors and Activity Trackers to Inform Insulin Dosing in Type 1 Diabetes: The University of Virginia Contribution

(2019) Chiara Fabris et al.   SENSORS

GluNet: A Deep Learning Framework for Accurate Glucose Forecasting

(2019) Kezhi Li et al.   IEEE Journal of Biomedical and Health Informatics

Artificial Intelligence for Diabetes Management and Decision Support: Literature Review

(2018) Ivan Contreras et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Real-time continuous glucose monitoring in adults with type 1 diabetes and impaired hypoglycaemia awareness or severe hypoglycaemia treated with multiple daily insulin injections (HypoDE): a multicentre, randomised controlled trial

(2018) Lutz Heinemann et al.   LANCET

Artificial pancreas treatment for outpatients with type 1 diabetes: systematic review and meta-analysis

(2018) Eleni Bekiari et al.   BMJ-British Medical Journal

Artificial pancreas treatment for outpatients with type 1 diabetes: systematic review and meta-analysis

(2018) Eleni Bekiari et al.   BMJ-British Medical Journal

Deep reinforcement learning for de novo drug design

(2018) Mariya Popova et al.   Science Advances

The Artificial Intelligence Clinician learns optimal treatment strategies for sepsis in intensive care

(2018) Matthieu Komorowski et al.   NATURE MEDICINE

Modeling Day-to-Day Variability of Glucose–Insulin Regulation Over 12-Week Home Use of Closed-Loop Insulin Delivery

(2017) Yue Ruan et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Mastering the game of Go without human knowledge

(2017) David Silver et al.   NATURE

Type 1 diabetes mellitus

(2017) Anastasia Katsarou et al.   Nature Reviews Disease Primers

Coming of age: the artificial pancreas for type 1 diabetes

(2016) Hood Thabit et al.   DIABETOLOGIA

One-Day Bayesian Cloning of Type 1 Diabetes Subjects: Toward a Single-Day UVA/Padova Type 1 Diabetes Simulator

(2016) Roberto Visentin et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Continuous glucose monitoring for patients with type 1 diabetes and impaired awareness of hypoglycaemia (IN CONTROL): a randomised, open-label, crossover trial

(2016) Cornelis A J van Beers et al.   Lancet Diabetes & Endocrinology

The University of Virginia/Padova Type 1 Diabetes Simulator Matches the Glucose Traces of a Clinical Trial

(2014) Roberto Visentin et al.   Diabetes Technology & Therapeutics

Effect of Sensor-Augmented Insulin Pump Therapy and Automated Insulin Suspension vs Standard Insulin Pump Therapy on Hypoglycemia in Patients With Type 1 Diabetes

(2013) Trang T. Ly et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Prevention of Hypoglycemia by Using Low Glucose Suspend Function in Sensor-Augmented Pump Therapy

(2011) Thomas Danne et al.   Diabetes Technology & Therapeutics

Severe Hypoglycemia and Risks of Vascular Events and Death

(2010) Sophia Zoungas et al.   NEW ENGLAND JOURNAL OF MEDICINE

Severe hypoglycaemia and glycaemic control in Type1 diabetes: meta-analysis of multiple daily insulin injections compared with continuous subcutaneous insulin infusion

(2008) J. C. Pickup et al.   DIABETIC MEDICINE