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Generation of Individualized Synthetic Data for Augmentation of the Type 1 Diabetes Data Sets Using Deep Learning Models

Sensors (Basel, Switzerland), 2022-06, Vol.22 (13), p.4944

2022

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An automatic deep reinforcement learning bolus calculator for automated insulin delivery systems

Scientific reports, 2024-07, Vol.14 (1), p.15245-15, Article 15245

2024

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A Hybrid Automata Approach for Monitoring the Patient in the Loop in Artificial Pancreas Systems

Sensors (Basel, Switzerland), 2021-10, Vol.21 (21), p.7117

2021

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Generative deep learning for the development of a type 1 diabetes simulator

Communications medicine, 2024-03, Vol.4 (1), p.51-51, Article 51

2024

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A Machine Learning Approach to Minimize Nocturnal Hypoglycemic Events in Type 1 Diabetic Patients under Multiple Doses of Insulin

Sensors (Basel, Switzerland), 2022-02, Vol.22 (4), p.1665

2022

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The Impact of Missing Continuous Blood Glucose Samples on Machine Learning Models for Predicting Postprandial Hypoglycemia: An Experimental Analysis

Mathematics (Basel), 2024-05, Vol.12 (10), p.1567

2024

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Assessment of Mitigation Methods to Reduce the Risk of Hypoglycemia for Announced Exercise in a Uni-hormonal Artificial Pancreas

Diabetes technology & therapeutics, 2018-04, Vol.20 (4), p.285-295

2018

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Conditional Synthesis of Blood Glucose Profiles for T1D Patients Using Deep Generative Models

Mathematics (Basel), 2022-10, Vol.10 (20), p.3741

2022

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Active Labeling Correction of Mealtimes and the Appearance of Types of Carbohydrates in Type 1 Diabetes Information Records

Mathematics (Basel), 2023-09, Vol.11 (19), p.4050

2023

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Individualized Prediction of Blood Glucose Outcomes Using Compositional Data Analysis

Mathematics (Basel), 2023-11, Vol.11 (21), p.4517

2023

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Generation of Virtual Patient Populations That Represent Real Type 1 Diabetes Cohorts

Mathematics (Basel), 2021-06, Vol.9 (11), p.1200

2021

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Optimizing Noninvasive Vagus Nerve Stimulation for Systemic Lupus Erythematosus: Protocol for a Multicenter Randomized Controlled Trial

JMIR research protocols, 2023-10, Vol.12, p.e48387-e48387

2023

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Validation of a Probabilistic Prediction Model for Patients with Type 1 Diabetes Using Compositional Data Analysis

Mathematics (Basel), 2023-03, Vol.11 (5), p.1241

2023

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Postprandial fuzzy adaptive strategy for a hybrid proportional derivative controller for the artificial pancreas

Medical & biological engineering & computing, 2018-11, Vol.56 (11), p.1973-1986

2018

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A New Blood Glucose Control Scheme for Unannounced Exercise in Type 1 Diabetic Subjects

IEEE transactions on control systems technology, 2020-03, Vol.28 (2), p.593-600

2020

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A simulator with realistic and challenging scenarios for virtual T1D patients undergoing CSII and MDI therapy

Journal of biomedical informatics, 2022-08, Vol.132, p.104141-104141, Article 104141

2022

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An ensemble machine learning approach for the detection of unannounced meals to enhance postprandial glucose control

Computers in biology and medicine, 2024-03, Vol.171, p.108154-108154, Article 108154

2024

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Bolus Insulin calculation without meal information. A reinforcement learning approach

Artificial intelligence in medicine, 2022-12, Vol.134, p.102436-102436, Article 102436

2022

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Fault Tolerant Strategies for Automated Insulin Delivery Considering the Human Component: Current and Future Perspectives

Journal of diabetes science and technology, 2021-11, Vol.15 (6), p.1224-1231

2021

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Intermittent closed-loop blood glucose control for people with type 1 diabetes on multiple daily injections

Computer methods and programs in biomedicine, 2023-06, Vol.236, p.107568-107568, Article 107568

2023

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The Effects of Environmental Factors on General Human Health: A Scoping Review

Healthcare (Basel), 2024-11, Vol.12 (21), p.2123

2024

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Detection and Control of Unannounced Exercise in the Artificial Pancreas Without Additional Physiological Signals

IEEE journal of biomedical and health informatics, 2020-01, Vol.24 (1), p.259-267

2020

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Artificial Pancreas With Carbohydrate Suggestion Performance for Unannounced and Announced Exercise in Type 1 Diabetes

The journal of clinical endocrinology and metabolism, 2021-01, Vol.106 (1), p.55-63

2021

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Dynamic Rule-Based Algorithm to Tune Insulin-on-Board Constraints for a Hybrid Artificial Pancreas System

Journal of healthcare engineering, 2020, Vol.2020 (2020), p.1-11

2020

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Safety and performance of a hybrid closed-loop insulin delivery system with carbohydrate suggestion in adults with type 1 diabetes prone to hypoglycemia

Diabetes research and clinical practice, 2023-11, Vol.205, p.110956-110956, Article 110956

2023

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Generation of Individualized Synthetic Data for Augmentation of the Type 1 Diabetes Data Sets Using Deep Learning Models

An automatic deep reinforcement learning bolus calculator for automated insulin delivery systems

A Hybrid Automata Approach for Monitoring the Patient in the Loop in Artificial Pancreas Systems

Generative deep learning for the development of a type 1 diabetes simulator

A Machine Learning Approach to Minimize Nocturnal Hypoglycemic Events in Type 1 Diabetic Patients under Multiple Doses of Insulin

The Impact of Missing Continuous Blood Glucose Samples on Machine Learning Models for Predicting Postprandial Hypoglycemia: An Experimental Analysis

Assessment of Mitigation Methods to Reduce the Risk of Hypoglycemia for Announced Exercise in a Uni-hormonal Artificial Pancreas

Conditional Synthesis of Blood Glucose Profiles for T1D Patients Using Deep Generative Models

Active Labeling Correction of Mealtimes and the Appearance of Types of Carbohydrates in Type 1 Diabetes Information Records

Individualized Prediction of Blood Glucose Outcomes Using Compositional Data Analysis

Generation of Virtual Patient Populations That Represent Real Type 1 Diabetes Cohorts

Optimizing Noninvasive Vagus Nerve Stimulation for Systemic Lupus Erythematosus: Protocol for a Multicenter Randomized Controlled Trial

Validation of a Probabilistic Prediction Model for Patients with Type 1 Diabetes Using Compositional Data Analysis

Postprandial fuzzy adaptive strategy for a hybrid proportional derivative controller for the artificial pancreas

A New Blood Glucose Control Scheme for Unannounced Exercise in Type 1 Diabetic Subjects

A simulator with realistic and challenging scenarios for virtual T1D patients undergoing CSII and MDI therapy

An ensemble machine learning approach for the detection of unannounced meals to enhance postprandial glucose control

Bolus Insulin calculation without meal information. A reinforcement learning approach

Fault Tolerant Strategies for Automated Insulin Delivery Considering the Human Component: Current and Future Perspectives

Intermittent closed-loop blood glucose control for people with type 1 diabetes on multiple daily injections

The Effects of Environmental Factors on General Human Health: A Scoping Review

Detection and Control of Unannounced Exercise in the Artificial Pancreas Without Additional Physiological Signals

Artificial Pancreas With Carbohydrate Suggestion Performance for Unannounced and Announced Exercise in Type 1 Diabetes

Dynamic Rule-Based Algorithm to Tune Insulin-on-Board Constraints for a Hybrid Artificial Pancreas System

Safety and performance of a hybrid closed-loop insulin delivery system with carbohydrate suggestion in adults with type 1 diabetes prone to hypoglycemia

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