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Your search keyword '"Benítez, José M."' showing total 125 results
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125 results on '"Benítez, José M."'

1. Sports center customer segmentation: a case study

Author

Soto, Juan, Carmenaty, Ramón, Lastra, Miguel, Fernández-Luna, Juan M., and Benítez, José M.

Subjects
Computer Science - Machine Learning, Computer Science - Neural and Evolutionary Computing
Abstract

Customer segmentation is a fundamental process to develop effective marketing strategies, personalize customer experience and boost their retention and loyalty. This problem has been widely addressed in the scientific literature, yet no definitive solution for every case is available. A specific case study characterized by several individualizing features is thoroughly analyzed and discussed in this paper. Because of the case properties a robust and innovative approach to both data handling and analytical processes is required. The study led to a sound proposal for customer segmentation. The highlights of the proposal include a convenient data partition to decompose the problem, an adaptive distance function definition and its optimization through genetic algorithms. These comprehensive data handling strategies not only enhance the dataset reliability for segmentation analysis but also support the operational efficiency and marketing strategies of sports centers, ultimately improving the customer experience.

Published
2024

2. Optimizing Convolutional Neural Network Architecture

Author

Balderas, Luis, Lastra, Miguel, and Benítez, José M.

Subjects
Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning
Abstract

Convolutional Neural Networks (CNN) are widely used to face challenging tasks like speech recognition, natural language processing or computer vision. As CNN architectures get larger and more complex, their computational requirements increase, incurring significant energetic costs and challenging their deployment on resource-restricted devices. In this paper, we propose Optimizing Convolutional Neural Network Architecture (OCNNA), a novel CNN optimization and construction method based on pruning and knowledge distillation designed to establish the importance of convolutional layers. The proposal has been evaluated though a thorough empirical study including the best known datasets (CIFAR-10, CIFAR-100 and Imagenet) and CNN architectures (VGG-16, ResNet-50, DenseNet-40 and MobileNet), setting Accuracy Drop and Remaining Parameters Ratio as objective metrics to compare the performance of OCNNA against the other state-of-art approaches. Our method has been compared with more than 20 convolutional neural network simplification algorithms obtaining outstanding results. As a result, OCNNA is a competitive CNN constructing method which could ease the deployment of neural networks into IoT or resource-limited devices.

Published
2023

3. Can persistent homology whiten Transformer-based black-box models? A case study on BERT compression

Author

Balderas, Luis, Lastra, Miguel, and Benítez, José M.

Subjects
Computer Science - Machine Learning, Computer Science - Artificial Intelligence
Abstract

Large Language Models (LLMs) like BERT have gained significant prominence due to their remarkable performance in various natural language processing tasks. However, they come with substantial computational and memory costs. Additionally, they are essentially black-box models, challenging to explain and interpret. In this article, we propose Optimus BERT Compression and Explainability (OBCE), a methodology to bring explainability to BERT models using persistent homology, aiming to measure the importance of each neuron by studying the topological characteristics of their outputs. As a result, we can compress BERT significantly by reducing the number of parameters (58.47% of the original parameters for BERT Base, 52.3% for BERT Large). We evaluated our methodology on the standard GLUE Benchmark, comparing the results with state-of-the-art techniques and achieving outstanding results. Consequently, our methodology can "whiten" BERT models by providing explainability to its neurons and reducing the model's size, making it more suitable for deployment on resource-constrained devices.

Published
2023

4. Optimizing Dense Feed-Forward Neural Networks

Author

Balderas, Luis, Lastra, Miguel, and Benítez, José M.

Subjects
Computer Science - Machine Learning, Computer Science - Artificial Intelligence
Abstract

Deep learning models have been widely used during the last decade due to their outstanding learning and abstraction capacities. However, one of the main challenges any scientist has to face using deep learning models is to establish the network's architecture. Due to this difficulty, data scientists usually build over complex models and, as a result, most of them result computationally intensive and impose a large memory footprint, generating huge costs, contributing to climate change and hindering their use in computational-limited devices. In this paper, we propose a novel feed-forward neural network constructing method based on pruning and transfer learning. Its performance has been thoroughly assessed in classification and regression problems. Without any accuracy loss, our approach can compress the number of parameters by more than 70%. Even further, choosing the pruning parameter carefully, most of the refined models outperform original ones. We also evaluate the transfer learning level comparing the refined model and the original one training from scratch a neural network with the same hyper parameters as the optimized model. The results obtained show that our constructing method not only helps in the design of more efficient models but also more effective ones.

Published
2023
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6. COVID-ViT: COVID-19 Detection Method Based on Vision Transformers

Author

Balderas, Luis, Lastra, Miguel, Láinez-Ramos-Bossini, Antonio J., Benítez, José M., Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Abraham, Ajith, editor, Pllana, Sabri, editor, Casalino, Gabriella, editor, Ma, Kun, editor, and Bajaj, Anu, editor

Published
2023
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7. Multivariable times series classification through an interpretable representation

Author

Baldán, Francisco J. and Benítez, José M.

Subjects
Computer Science - Machine Learning, Statistics - Machine Learning
Abstract

Multivariate time series classification is a task with increasing importance due to the proliferation of new problems in various fields (economy, health, energy, transport, crops, etc.) where a large number of information sources are available. Direct extrapolation of methods that traditionally worked in univariate environments cannot frequently be applied to obtain the best results in multivariate problems. This is mainly due to the inability of these methods to capture the relationships between the different variables that conform a multivariate time series. The multivariate proposals published to date offer competitive results but are hard to interpret. In this paper we propose a time series classification method that considers an alternative representation of time series through a set of descriptive features taking into account the relationships between the different variables of a multivariate time series. We have applied traditional classification algorithms obtaining interpretable and competitive results., Comment: 26 pages, 8 Figures

Published
2020

8. Complexity Measures and Features for Times Series classification

Author

Baldán, Francisco J. and Benítez, José M.

Subjects
Computer Science - Machine Learning, Computer Science - Information Theory, Statistics - Machine Learning
Abstract

Classification of time series is a growing problem in different disciplines due to the progressive digitalization of the world. Currently, the state-of-the-art in time series classification is dominated by The Hierarchical Vote Collective of Transformation-based Ensembles. This algorithm is composed of several classifiers of different domains distributed in five large modules. The combination of the results obtained by each module weighed based on an internal evaluation process allows this algorithm to obtain the best results in state-of-the-art. One Nearest Neighbour with Dynamic Time Warping remains the base classifier in any time series classification problem for its simplicity and good results. Despite their performance, they share a weakness, which is that they are not interpretable. In the field of time series classification, there is a tradeoff between accuracy and interpretability. In this work, we propose a set of characteristics capable of extracting information on the structure of the time series to face time series classification problems. The use of these characteristics allows the use of traditional classification algorithms in time series problems. The experimental results of our proposal show no statistically significant differences from the second and third best models of the state-of-the-art. Apart from competitive results in accuracy, our proposal is able to offer interpretable results based on the set of characteristics proposed

Published
2020

10. Effectiveness of CPAP vs. Noninvasive Ventilation Based on Disease Severity in Obesity Hypoventilation Syndrome and Concomitant Severe Obstructive Sleep Apnea

Author

Riesco, Juan A., Gallego, Rocio, González-Mangado, Nicolás, Gomez-Garcia, Teresa, Martinez-Martinez, Maria A., Ojeda-Castillejo, Elena, López-Padilla, Daniel, Carrizo, Santiago J., Gallego, Begoña, Pallero, Mercedes, Romero, Odile, Ramón, Maria A., Arias, Eva, Muñoz-Méndez, Jesús, Senent, Cristina, Sancho-Chust, Jose N., Navarro-Soriano, Nieves B., Barrot, Emilia, Benítez, José M., Sanchez-Gómez, Jesús, Golpe, Rafael, Gómez-Mendieta, María A., Gomez, Silvia, Bengoa, Mónica, Masa, Juan F., Benítez, Iván D., Sánchez-Quiroga, Maria Á., Gomez de Terreros, Francisco J., Corral, Jaime, Romero, Auxiliadora, Caballero-Eraso, Candela, Ordax-Carbajo, Estrella, Troncoso, Maria F., González, Mónica, López-Martín, Soledad, Marin, José M., Martí, Sergi, Díaz-Cambriles, Trinidad, Chiner, Eusebi, Egea, Carlos, Barca, Javier, Vázquez-Polo, Francisco J., Negrín, Miguel A., Martel-Escobar, María, Barbé, Ferrán, and Mokhlesi, Babak

Published
2022
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11. On the use of convolutional neural networks for robust classification of multiple fingerprint captures

Author

Peralta, Daniel, Triguero, Isaac, García, Salvador, Saeys, Yvan, Benitez, Jose M., and Herrera, Francisco

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

Fingerprint classification is one of the most common approaches to accelerate the identification in large databases of fingerprints. Fingerprints are grouped into disjoint classes, so that an input fingerprint is compared only with those belonging to the predicted class, reducing the penetration rate of the search. The classification procedure usually starts by the extraction of features from the fingerprint image, frequently based on visual characteristics. In this work, we propose an approach to fingerprint classification using convolutional neural networks, which avoid the necessity of an explicit feature extraction process by incorporating the image processing within the training of the classifier. Furthermore, such an approach is able to predict a class even for low-quality fingerprints that are rejected by commonly used algorithms, such as FingerCode. The study gives special importance to the robustness of the classification for different impressions of the same fingerprint, aiming to minimize the penetration in the database. In our experiments, convolutional neural networks yielded better accuracy and penetration rate than state-of-the-art classifiers based on explicit feature extraction. The tested networks also improved on the runtime, as a result of the joint optimization of both feature extraction and classification.

Published
2017

13. Long-term Noninvasive Ventilation in Obesity Hypoventilation Syndrome Without Severe OSA: The Pickwick Randomized Controlled Trial

Author

Riesco, Juan A., González-Mangado, Nicolás, Troncoso, Maria F., Martinez-Martinez, Maria A., Ojeda-Castillejo, Elena, López-Padilla, Daniel, Carrizo, Santiago J., Gallego, Begoña, Pallero, Mercedes, Romero, Odile, Ramón, Maria A., Arias, Eva, Muñoz-Méndez, Jesús, Senent, Cristina, Sancho-Chust, Jose N., Navarro-Soriano, Nieves B., Barrot, Emilia, Benítez, José M., Sanchez-Gómez, Jesús, Golpe, Rafael, Gómez-Mendieta, María A., Gomez, Silvia, Bengoa, Mónica, Masa, Juan F., Benítez, Iván, Sánchez-Quiroga, Maria Á., Gomez de Terreros, Francisco J., Corral, Jaime, Romero, Auxiliadora, Caballero-Eraso, Candela, Alonso-Álvarez, Maria L., Ordax-Carbajo, Estrella, Gomez-Garcia, Teresa, González, Mónica, López-Martín, Soledad, Marin, José M., Martí, Sergi, Díaz-Cambriles, Trinidad, Chiner, Eusebi, Egea, Carlos, Barca, Javier, Vázquez-Polo, Francisco J., Negrín, Miguel A., Martel-Escobar, María, Barbé, Ferrán, and Mokhlesi, Babak

Published
2020
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15. Evaluation of Genetic Variants Associated with the Risk of Thiopurine-Related Pancreatitis: A Case Control Study from ENEIDA Registry.

Author

Guerra, Iván, Barros, Francisco, Chaparro, María, Benítez, José M., Martín-Arranz, María Dolores, de Francisco, Ruth, Piqueras, Marta, de Castro, Luisa, Carbajo, Ana Y., Bermejo, Fernando, Mínguez, Miguel, Gutiérrez, Ana, Mesonero, Francisco, Cañete, Fiorella, González-Muñoza, Carlos, Calvo, Marta, Sicilia, Beatriz, Alfambra, Erika, Rivero, Montserrat, and Lucendo, Alfredo J.

Subjects
GENETIC variation, INFLAMMATORY bowel diseases, PANCREATITIS
Abstract

Introduction: Risk factors for developing pancreatitis due to thiopurines in patients with inflammatory bowel disease (IBD) are not clearly identified. Our aim was to evaluate the predictive pharmacogenetic risk of pancreatitis in IBD patients treated with thiopurines. Methods: We conducted an observational pharmacogenetic study of acute pancreatitis events in a cohort study of IBD patients treated with thiopurines from the prospectively maintained ENEIDA registry biobank of GETECCU. Samples were obtained and the CASR, CEL, CFTR, CDLN2, CTRC, SPINK1, CPA1, and PRSS1 genes, selected based on their known association with pancreatitis, were fully sequenced. Results: Ninety-five cases and 105 controls were enrolled; a total of 57% were women. Median age at pancreatitis diagnosis was 39 years. We identified 81 benign variants (50 in cases and 67 in controls) and a total of 35 distinct rare pathogenic and unknown significance variants (10 in CEL, 21 in CFTR, 1 in CDLN2, and 3 in CPA1). None of the cases or controls carried pancreatitis-predisposing variants within the CASR, CPA1, PRSS1, and SPINK1 genes, nor a pathogenic CFTR mutation. Four different variants of unknown significance were detected in the CDLN and CPA1 genes; one of them was in the CDLN gene in a single patient with pancreatitis and 3 in the CPA1 gene in 5 controls. After the analysis of the variants detected, no significant differences were observed between cases and controls. Conclusion: In patients with IBD, genes known to cause pancreatitis seem not to be involved in thiopurine-related pancreatitis onset. [ABSTRACT FROM AUTHOR]

Published
2024
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24. Tracking bubble evolution inside a silicic dike

Author

Álvarez-Valero, Antonio M., Okumura, Satoshi, Arzilli, Fabio, Borrajo, Javier, Recio, Clemente, Ban, Masao, Gonzalo, Juan C., Benítez, José M., Douglas, Madison, Sasaki, Osamu, Franco, Piedad, Gómez-Barreiro, Juan, and Carnicero, Asunción

Published
2016
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27. 49 - PREDICCIÓN DEL RIESGO FARMACOGENÉTICO DE PANCREATITIS AGUDA POR TIOPURINAS EN PACIENTES CON ENFERMEDAD INFLAMATORIA INTESTINAL: ESTUDIO CASO-CONTROL BASADO EN EL REGISTRO ENEIDA

Author

Guerra, Iván, primary, Barros, Francisco, additional, Chaparro, María, additional, Benítez, José M., additional, Arranz, María Dolores Martín, additional, de Francisco, Ruth, additional, Piqueras, Marta, additional, de Castro, Luisa, additional, Carbajo, Ana Y., additional, Bermejo, Fernando, additional, Mínguez, Miguel, additional, Gutiérrez, Ana, additional, Mesonero, Francisco, additional, Cañete, Fiorella, additional, González-Muñoza, Carlos, additional, Calvo, Marta, additional, Sicilia, Beatriz, additional, Alfambra, Erika, additional, Tardillo, Carlos A., additional, Rivero, Montserrat, additional, Lucendo, Alfredo J., additional, Bujanda, Luis, additional, van Domselaar, Manuel, additional, Almela, Pedro, additional, Ramos, Laura, additional, Sánchez, María Fernández, additional, Hinojosa, Esther, additional, Verdejo, Cristina, additional, Gimenez, Anna, additional, Rodríguez-Lago, Iago, additional, Manceñido, Noemí, additional, Calle, José L. Pérez, additional, del Pilar Moreno, Mónica, additional, Guillena, Pedro Genaro Delgado-, additional, Antolín, Beatriz, additional, de la Piscina, Patricia Ramírez, additional, Casanova, M.J., additional, Escribano, Pilar Soto, additional, Arranz, Eduardo Martín, additional, Martínez, Isabel Pérez, additional, Mena, Raquel, additional, Morales, Natalia García, additional, Granja, Alicia, additional, Watts, Marta Maia Bosca, additional, Francés, Rubén, additional, Fernández, Cristina, additional, Calafat, Margalida, additional, Roig-Ramos, Cristina, additional, Mendoza, María Isabel Vera, additional, Carracedo, Ángel, additional, Domènech, Eugeni, additional, and Gisbert, Javier P., additional

Published
2023
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28. Protective Cardiovascular Effect of Sleep Apnea Severity in Obesity Hypoventilation Syndrome

Author

García-Ledesma, Estefanía, Sánchez-Quiroga, M-Ángeles, Ordax, Estrella, González-Mangado, Nicolás, Troncoso, Maria F., Martinez-Martinez, Maria-Ángeles, Cantalejo, Olga, Ojeda, Elena, Carrizo, Santiago J., Gallego, Begoña, Pallero, Mercedes, Ramón, Mª Antonia, Díaz-de-Atauri, Josefa, Muñoz-Méndez, Jesús, Senent, Cristina, Sancho-Chust, Jose N., Ribas-Solis, Francisco Javier, Barrot, Emilia, Benítez, José M., Sanchez-Gómez, Jesús, Golpe, Rafael, Santiago-Recuerda, Ana, Gomez, Silvia, Bengoa, Mónica, Masa, Juan F., Corral, Jaime, Romero, Auxiliadora, Caballero, Candela, Terán-Santos, Joaquin, Alonso-Álvarez, Maria L., Gomez-Garcia, Teresa, González, Mónica, López-Martín, Soledad, De Lucas, Pilar, Marin, José M., Marti, Sergi, Díaz-Cambriles, Trinidad, Chiner, Eusebi, Merchan, Miguel, Egea, Carlos, Obeso, Ana, and Mokhlesi, Babak

Published
2016
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30. Mid- and Long-term Efficacy of Non-invasive Ventilation in Obesity Hypoventilation Syndrome: The Pickwick's Study

Author

López-Jiménez, María J., Masa, Juan F., Corral, Jaime, Terán, Joaquín, Ordaz, Estrella, Troncoso, Maria F., González-Mangado, Nicolás, González, Mónica, Lopez-Martínez, Soledad, De Lucas, Pilar, Marín, José M., Martí, Sergi, Díaz-Cambriles, Trinidad, Díaz-de-Atauri, Josefa, Chiner, Eusebi, Aizpuru, Felipe, Egea, Carlos, Romero, Auxiliadora, Benítez, José M., Sánchez-Gómez, Jesús, Golpe, Rafael, Santiago-Recuerda, Ana, Gómez, Silvia, Barbe, Ferrán, and Bengoa, Mónica

Published
2016
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31. Eficacia a medio y largo plazo de la ventilación no invasiva en el síndrome de hipoventilación-obesidad (estudio Pickwick)

Author

López-Jiménez, María José, Masa, Juan F., Corral, Jaime, Terán, Joaquín, Ordaz, Estrella, Troncoso, Maria F., González-Mangado, Nicolás, González, Mónica, Lopez-Martínez, Soledad, De Lucas, Pilar, Marín, José M., Martí, Sergi, Díaz-Cambriles, Trinidad, Díaz-de-Atauri, Josefa, Chiner, Eusebi, Aizpuru, Felipe, Egea, Carlos, Romero, Auxiliadora, Benítez, José M., Sánchez-Gómez, Jesús, Golpe, Rafael, Santiago-Recuerda, Ana, Gómez, Silvia, Barbe, Ferrán, and Bengoa, Mónica

Published
2016
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42. Effectiveness of CPAP vs. Noninvasive Ventilation Based on Disease Severity in Obesity Hypoventilation Syndrome and Concomitant Severe Obstructive Sleep Apnea

Author

Masa, Juan F., primary, Benítez, Iván D., additional, Sánchez-Quiroga, Maria Á., additional, Gomez de Terreros, Francisco J., additional, Corral, Jaime, additional, Romero, Auxiliadora, additional, Caballero-Eraso, Candela, additional, Ordax-Carbajo, Estrella, additional, Troncoso, Maria F., additional, González, Mónica, additional, López-Martín, Soledad, additional, Marin, José M., additional, Martí, Sergi, additional, Díaz-Cambriles, Trinidad, additional, Chiner, Eusebi, additional, Egea, Carlos, additional, Barca, Javier, additional, Vázquez-Polo, Francisco J., additional, Negrín, Miguel A., additional, Martel-Escobar, María, additional, Barbé, Ferrán, additional, Mokhlesi, Babak, additional, Riesco, Juan A., additional, Gallego, Rocio, additional, González-Mangado, Nicolás, additional, Gomez-Garcia, Teresa, additional, Martinez-Martinez, Maria A., additional, Ojeda-Castillejo, Elena, additional, López-Padilla, Daniel, additional, Carrizo, Santiago J., additional, Gallego, Begoña, additional, Pallero, Mercedes, additional, Romero, Odile, additional, Ramón, Maria A., additional, Arias, Eva, additional, Muñoz-Méndez, Jesús, additional, Senent, Cristina, additional, Sancho-Chust, Jose N., additional, Navarro-Soriano, Nieves B., additional, Barrot, Emilia, additional, Benítez, José M., additional, Sanchez-Gómez, Jesús, additional, Golpe, Rafael, additional, Gómez-Mendieta, María A., additional, Gomez, Silvia, additional, and Bengoa, Mónica, additional

Published
2022
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44. Congenital dyserythropoietic anemia types Ib, II, and III: novel variants in the CDIN1 gene and functional study of a novel variant in the KIF23 gene

Author

Méndez, Manuel, primary, Moreno-Carralero, María Isabel, additional, Peri, Valeria L., additional, Camacho-Galán, Rafael, additional, Bosch-Benítez, José M., additional, Huerta-Aragonés, Jorge, additional, Sánchez-Calero-Guilarte, Jorge, additional, Moreno-Risco, María Belén, additional, Alonso-Domínguez, Juan Manuel, additional, and Morán-Jiménez, María José, additional

Published
2020
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45. Long-term Noninvasive Ventilation in Obesity Hypoventilation Syndrome Without Severe OSA

Author

Masa, Juan F., primary, Benítez, Iván, additional, Sánchez-Quiroga, Maria Á., additional, Gomez de Terreros, Francisco J., additional, Corral, Jaime, additional, Romero, Auxiliadora, additional, Caballero-Eraso, Candela, additional, Alonso-Álvarez, Maria L., additional, Ordax-Carbajo, Estrella, additional, Gomez-Garcia, Teresa, additional, González, Mónica, additional, López-Martín, Soledad, additional, Marin, José M., additional, Martí, Sergi, additional, Díaz-Cambriles, Trinidad, additional, Chiner, Eusebi, additional, Egea, Carlos, additional, Barca, Javier, additional, Vázquez-Polo, Francisco J., additional, Negrín, Miguel A., additional, Martel-Escobar, María, additional, Barbé, Ferrán, additional, Mokhlesi, Babak, additional, Riesco, Juan A., additional, González-Mangado, Nicolás, additional, Troncoso, Maria F., additional, Martinez-Martinez, Maria A., additional, Ojeda-Castillejo, Elena, additional, López-Padilla, Daniel, additional, Carrizo, Santiago J., additional, Gallego, Begoña, additional, Pallero, Mercedes, additional, Romero, Odile, additional, Ramón, Maria A., additional, Arias, Eva, additional, Muñoz-Méndez, Jesús, additional, Senent, Cristina, additional, Sancho-Chust, Jose N., additional, Navarro-Soriano, Nieves B., additional, Barrot, Emilia, additional, Benítez, José M., additional, Sanchez-Gómez, Jesús, additional, Golpe, Rafael, additional, Gómez-Mendieta, María A., additional, Gomez, Silvia, additional, and Bengoa, Mónica, additional

Published
2020
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48. Echocardiographic Changes with Positive Airway Pressure Therapy in Obesity Hypoventilation Syndrome. Long-Term Pickwick Randomized Controlled Clinical Trial

Author

Masa, Juan F., primary, Mokhlesi, Babak, additional, Benítez, Iván, additional, Mogollon, Maria Victoria, additional, Gomez de Terreros, Francisco Javier, additional, Sánchez-Quiroga, Maria Ángeles, additional, Romero, Auxiliadora, additional, Caballero-Eraso, Candela, additional, Alonso-Álvarez, Maria Luz, additional, Ordax-Carbajo, Estrella, additional, Gomez-Garcia, Teresa, additional, González, Mónica, additional, López-Martín, Soledad, additional, Marin, José M., additional, Martí, Sergi, additional, Díaz-Cambriles, Trinidad, additional, Chiner, Eusebi, additional, Egea, Carlos, additional, Barca, Javier, additional, Vázquez-Polo, Francisco-José, additional, Negrín, Miguel A., additional, Martel-Escobar, María, additional, Barbe, Ferran, additional, Corral, Jaime, additional, Sojo, Agustin, additional, González-Mangado, Nicolás, additional, Troncoso, Maria F., additional, Martinez-Martinez, Maria-Ángeles, additional, Ojeda-Castillejo, Elena, additional, Padilla, Daniel López, additional, Carrizo, Santiago J., additional, Gallego, Begoña, additional, Pallero, Mercedes, additional, Romero, Odile, additional, Ramón, Maria Antonia, additional, Arias, Eva, additional, Muñoz-Méndez, Jesús, additional, Senent, Cristina, additional, Sancho-Chust, Jose N., additional, Navarro Soriano, Nieves Belén, additional, Barrot, Emilia, additional, Benítez, José M., additional, Sanchez-Gómez, Jesús, additional, Golpe, Rafael, additional, Gómez Mendieta, María Antonia, additional, Gomez, Silvia, additional, and Bengoa, Mónica, additional

Published
2020
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50. Long-term clinical effectiveness of continuous positive airway pressure therapy versus non-invasive ventilation therapy in patients with obesity hypoventilation syndrome: a multicentre, open-label, randomised controlled trial

Author

Masa, Juan F, primary, Mokhlesi, Babak, additional, Benítez, Iván, additional, Gomez de Terreros, Francisco Javier, additional, Sánchez-Quiroga, Maria Ángeles, additional, Romero, Auxiliadora, additional, Caballero-Eraso, Candela, additional, Terán-Santos, Joaquin, additional, Alonso-Álvarez, Maria Luz, additional, Troncoso, Maria F, additional, González, Mónica, additional, López-Martín, Soledad, additional, Marin, José M, additional, Martí, Sergi, additional, Díaz-Cambriles, Trinidad, additional, Chiner, Eusebi, additional, Egea, Carlos, additional, Barca, Javier, additional, Vázquez-Polo, Francisco-José, additional, Negrín, Miguel A, additional, Martel-Escobar, María, additional, Barbe, Ferran, additional, Corral, Jaime, additional, Fernández, Galo, additional, Ordax-Carbajo, Estrella, additional, González-Mangado, Nicolás, additional, Gómez-García, Teresa, additional, Martínez-Martínez, María-Ángeles, additional, Ojeda-Castillejo, Elena, additional, López Padilla, Daniel, additional, Carrizo, Santiago J, additional, Gallego, Begoña, additional, Pallero, Mercedes, additional, Romero, Odile, additional, Ramón, María Antonia, additional, Arias, Eva, additional, Muñoz-Méndez, Jesús, additional, Senent, Cristina, additional, Sancho-Chust, José N., additional, Navarro Soriano, Nieves Belén, additional, Barrot, Emilia, additional, Benítez, José M., additional, Sánchez-Gómez, Jesús, additional, Golpe, Rafael, additional, Santiago-Recuerda, Ana, additional, Gómez, Silvia, additional, and Bengoa, Mónica, additional

Published
2019
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