Search Results - "Vehi, Josep"

Machine Learning Techniques for Hypoglycemia Prediction: Trends and Challenges by Mujahid, Omer, Contreras, Ivan, Vehi, Josep

“…(1) Background: the use of machine learning techniques for the purpose of anticipating hypoglycemia has increased considerably in the past few years…”
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Generation of Individualized Synthetic Data for Augmentation of the Type 1 Diabetes Data Sets Using Deep Learning Models by Noguer, Josep, Contreras, Ivan, Mujahid, Omer, Beneyto, Aleix, Vehi, Josep

“…In this paper, we present a methodology based on generative adversarial network architecture to generate synthetic data sets with the intention of augmenting…”
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An automatic deep reinforcement learning bolus calculator for automated insulin delivery systems by Ahmad, Sayyar, Beneyto, Aleix, Zhu, Taiyu, Contreras, Ivan, Georgiou, Pantelis, Vehi, Josep

“…In hybrid automatic insulin delivery (HAID) systems, meal disturbance is compensated by feedforward control, which requires the announcement of the meal by the…”
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Risk-based postprandial hypoglycemia forecasting using supervised learning by Oviedo, Silvia, Contreras, Ivan, Quirós, Carmen, Giménez, Marga, Conget, Ignacio, Vehi, Josep

“…•Risk-based postprandial hypoglycemia prediction is feasible for patients with Type 1 Diabetes using machine-learning techniques.•A high sensitivity and low…”
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A Hybrid Automata Approach for Monitoring the Patient in the Loop in Artificial Pancreas Systems by Beneyto, Aleix, Puig, Vicenç, Bequette, B. Wayne, Vehi, Josep

“…The use of automated insulin delivery systems has become a reality for people with type 1 diabetes (T1D), with several hybrid systems already on the market…”
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Generative deep learning for the development of a type 1 diabetes simulator by Mujahid, Omer, Contreras, Ivan, Beneyto, Aleix, Vehi, Josep

“…Background Type 1 diabetes (T1D) simulators, crucial for advancing diabetes treatments, often fall short of capturing the entire complexity of the…”
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A Machine Learning Approach to Minimize Nocturnal Hypoglycemic Events in Type 1 Diabetic Patients under Multiple Doses of Insulin by Parcerisas, Adrià, Contreras, Ivan, Delecourt, Alexia, Bertachi, Arthur, Beneyto, Aleix, Conget, Ignacio, Viñals, Clara, Giménez, Marga, Vehi, Josep

“…Nocturnal hypoglycemia (NH) is one of the most challenging events for multiple dose insulin therapy (MDI) in people with type 1 diabetes (T1D). The goal of…”
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The Impact of Missing Continuous Blood Glucose Samples on Machine Learning Models for Predicting Postprandial Hypoglycemia: An Experimental Analysis by Rehman, Najib Ur, Contreras, Ivan, Beneyto, Aleix, Vehi, Josep

“…This study investigates how missing data samples in continuous blood glucose data affect the prediction of postprandial hypoglycemia, which is crucial for…”
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Overview of therapeutic applications of non-invasive vagus nerve stimulation: a motivation for novel treatments for systemic lupus erythematosus by Ramkissoon, Charrise M., Güemes, Amparo, Vehi, Josep

“…Abstract Systemic lupus erythematosus (SLE) is a chronic systemic autoimmune disorder that commonly affects the skin, joints, kidneys, and central nervous…”
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Conditional Synthesis of Blood Glucose Profiles for T1D Patients Using Deep Generative Models by Mujahid, Omer, Contreras, Ivan, Beneyto, Aleix, Conget, Ignacio, Giménez, Marga, Vehi, Josep

“…Mathematical modeling of the glucose–insulin system forms the core of simulators in the field of glucose metabolism. The complexity of human biological systems…”
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Active Labeling Correction of Mealtimes and the Appearance of Types of Carbohydrates in Type 1 Diabetes Information Records by Contreras, Ivan, Muñoz-Organero, Mario, Beneyto, Aleix, Vehi, Josep

“…People with type 1 diabetes are required to adhere to their treatment rigorously to ensure maximum benefits. Diabetes tracking tools have played an important…”
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Generation of Virtual Patient Populations That Represent Real Type 1 Diabetes Cohorts by Ahmad, Sayyar, Ramkissoon, Charrise M., Beneyto, Aleix, Conget, Ignacio, Giménez, Marga, Vehi, Josep

“…Preclinical testing and validation of therapeutic strategies developed for patients with type 1 diabetes (T1D) require a cohort of virtual patients (VPs)…”
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Artificial Intelligence for Diabetes Management and Decision Support: Literature Review by Contreras, Ivan, Vehi, Josep

“…Artificial intelligence methods in combination with the latest technologies, including medical devices, mobile computing, and sensor technologies, have the…”
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A review of personalized blood glucose prediction strategies for T1DM patients by Oviedo, Silvia, Vehí, Josep, Calm, Remei, Armengol, Joaquim

“…This paper presents a methodological review of models for predicting blood glucose (BG) concentration, risks and BG events. The surveyed models are classified…”
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Marks: A New Interval Tool for Uncertainty, Vagueness and Indiscernibility by Sainz, Miguel A., Calm, Remei, Jorba, Lambert, Contreras, Ivan, Vehi, Josep

“…The system of marks created by Dr. Ernest Gardenyes and Dr. Lambert Jorba was first published as a doctoral thesis in 2003 and then as a chapter in the book…”
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Optimizing Noninvasive Vagus Nerve Stimulation for Systemic Lupus Erythematosus: Protocol for a Multicenter Randomized Controlled Trial by Contreras, Ivan, Navarro-Otano, Judith, Rodríguez-Pintó, Ignasi, Güemes, Amparo, Alves, Eduarda, Rios-Garcés, Roberto, Espinosa, Gerard, Alejaldre, Aida, Beneyto, Aleix, Ramkissoon, Charrise Mary, Vehi, Josep, Cervera, Ricard

“…Background Systemic lupus erythematosus is a chronic, multisystem, inflammatory disease of autoimmune etiology occurring predominantly in women. A major hurdle…”
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Combining Grammatical Evolution with Modal Interval Analysis: An Application to Solve Problems with Uncertainty by Contreras, Ivan, Calm, Remei, Sainz, Miguel A., Herrero, Pau, Vehi, Josep

“…Complex systems are usually affected by various sources of uncertainty, and it is essential to account for mechanisms that ensure the proper management of such…”
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Personalized blood glucose prediction: A hybrid approach using grammatical evolution and physiological models by Contreras, Iván, Oviedo, Silvia, Vettoretti, Martina, Visentin, Roberto, Vehí, Josep

“…The large patient variability in human physiology and the effects of variables such as exercise or meals challenge current prediction modeling techniques…”
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Unannounced Meals in the Artificial Pancreas: Detection Using Continuous Glucose Monitoring by Ramkissoon, Charrise M, Herrero, Pau, Bondia, Jorge, Vehi, Josep

“…The artificial pancreas (AP) system is designed to regulate blood glucose in subjects with type 1 diabetes using a continuous glucose monitor informed…”
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Prediction of Nocturnal Hypoglycemia in Adults with Type 1 Diabetes under Multiple Daily Injections Using Continuous Glucose Monitoring and Physical Activity Monitor by Bertachi, Arthur, Viñals, Clara, Biagi, Lyvia, Contreras, Ivan, Vehí, Josep, Conget, Ignacio, Giménez, Marga

“…(1) Background: nocturnal hypoglycemia (NH) is one of the most challenging side effects of multiple doses of insulin (MDI) therapy in type 1 diabetes (T1D)…”
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