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1. MEL: Legal Spanish Language Model

Author

Sánchez, David Betancur, García, Nuria Aldama, Jiménez, Álvaro Barbero, Nieto, Marta Guerrero, Morales, Patricia Marsà, Salas, Nicolás Serrano, Hernán, Carlos García, Coll, Pablo Haya, Ponsoda, Elena Montiel, and Ibáñez, Pablo Calleja

Subjects
Computer Science - Computation and Language
Abstract

Legal texts, characterized by complex and specialized terminology, present a significant challenge for Language Models. Adding an underrepresented language, such as Spanish, to the mix makes it even more challenging. While pre-trained models like XLM-RoBERTa have shown capabilities in handling multilingual corpora, their performance on domain specific documents remains underexplored. This paper presents the development and evaluation of MEL, a legal language model based on XLM-RoBERTa-large, fine-tuned on legal documents such as BOE (Bolet\'in Oficial del Estado, the Spanish oficial report of laws) and congress texts. We detail the data collection, processing, training, and evaluation processes. Evaluation benchmarks show a significant improvement over baseline models in understanding the legal Spanish language. We also present case studies demonstrating the model's application to new legal texts, highlighting its potential to perform top results over different NLP tasks., Comment: 8 pages, 6 figures, 3 tables

Published
2025

2. 3CEL: A corpus of legal Spanish contract clauses

Author

García, Nuria Aldama, Morales, Patricia Marsà, Sánchez, David Betancur, Jiménez, Álvaro Barbero, Nieto, Marta Guerrero, Coll, Pablo Haya, Chozas, Patricia Martín, and Ponsoda, Elena Montiel

Subjects
Computer Science - Computation and Language
Abstract

Legal corpora for Natural Language Processing (NLP) are valuable and scarce resources in languages like Spanish due to two main reasons: data accessibility and legal expert knowledge availability. INESData 2024 is a European Union funded project lead by the Universidad Polit\'ecnica de Madrid (UPM) and developed by Instituto de Ingenier\'ia del Conocimiento (IIC) to create a series of state-of-the-art NLP resources applied to the legal/administrative domain in Spanish. The goal of this paper is to present the Corpus of Legal Spanish Contract Clauses (3CEL), which is a contract information extraction corpus developed within the framework of INESData 2024. 3CEL contains 373 manually annotated tenders using 19 defined categories (4 782 total tags) that identify key information for contract understanding and reviewing., Comment: 12 pages, 13 figures, 6 tables

Published
2025

3. Towards Scalable Foundation Models for Digital Dermatology

Author

Gröger, Fabian, Gottfrois, Philippe, Amruthalingam, Ludovic, Gonzalez-Jimenez, Alvaro, Lionetti, Simone, Soenksen-Martinez, Luis R., Navarini, Alexander A., and Pouly, Marc

Subjects
Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence
Abstract

The growing demand for accurate and equitable AI models in digital dermatology faces a significant challenge: the lack of diverse, high-quality labeled data. In this work, we investigate the potential of domain-specific foundation models for dermatology in addressing this challenge. We utilize self-supervised learning (SSL) techniques to pre-train models on a dataset of over 240,000 dermatological images from public and private collections. Our study considers several SSL methods and compares the resulting foundation models against domain-agnostic models like those pre-trained on ImageNet and state-of-the-art models such as MONET across 12 downstream tasks. Unlike previous research, we emphasize the development of smaller models that are more suitable for resource-limited clinical settings, facilitating easier adaptation to a broad range of use cases. Results show that models pre-trained in this work not only outperform general-purpose models but also approach the performance of models 50 times larger on clinically relevant diagnostic tasks. To promote further research in this direction, we publicly release both the training code and the foundation models, which can benefit clinicians in dermatological applications., Comment: Findings paper presented at Machine Learning for Health (ML4H) symposium 2024, December 15-16, 2024, Vancouver, Canada, 11 pages

Published
2024

4. PASSION for Dermatology: Bridging the Diversity Gap with Pigmented Skin Images from Sub-Saharan Africa

Author

Gottfrois, Philippe, Gröger, Fabian, Andriambololoniaina, Faly Herizo, Amruthalingam, Ludovic, Gonzalez-Jimenez, Alvaro, Hsu, Christophe, Kessy, Agnes, Lionetti, Simone, Mavura, Daudi, Ng'ambi, Wingston, Ngongonda, Dingase Faith, Pouly, Marc, Rakotoarisaona, Mendrika Fifaliana, Rabenja, Fahafahantsoa Rapelanoro, Traoré, Ibrahima, and Navarini, Alexander A.

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

Africa faces a huge shortage of dermatologists, with less than one per million people. This is in stark contrast to the high demand for dermatologic care, with 80% of the paediatric population suffering from largely untreated skin conditions. The integration of AI into healthcare sparks significant hope for treatment accessibility, especially through the development of AI-supported teledermatology. Current AI models are predominantly trained on white-skinned patients and do not generalize well enough to pigmented patients. The PASSION project aims to address this issue by collecting images of skin diseases in Sub-Saharan countries with the aim of open-sourcing this data. This dataset is the first of its kind, consisting of 1,653 patients for a total of 4,901 images. The images are representative of telemedicine settings and encompass the most common paediatric conditions: eczema, fungals, scabies, and impetigo. We also provide a baseline machine learning model trained on the dataset and a detailed performance analysis for the subpopulations represented in the dataset. The project website can be found at https://passionderm.github.io/., Comment: MICCAI 2024

Published
2024
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5. An evaluation of LLM code generation capabilities through graded exercises

Author

Jiménez, Álvaro Barbero

Subjects
Computer Science - Software Engineering, Computer Science - Artificial Intelligence, Computer Science - Computation and Language
Abstract

Large Language Models have shown prominent capabilities in generating functional code from natural language descriptions. However, a standardized way to evaluate these capabilities in an objective and unbiased manner is still to be found. In this paper we review the current evaluation methods available to this end, and run a new evaluation of the performance of one state-of-the-art model (GPT4-o-mini) in solving curated coding challenges in 8 programming languages, obtained from Codewars, a software development community. Our analysis shows that the chance of success of the model has a positive correlation with the task difficulty, the popularity of the programming language being used and the time elapsed since the publication of the challenge. A further approximate explanatory analysis in terms of high-level features hints that while 46.6% of the model performance could be attributed to task difficulty, a 37.4% seems to be related to leakage of the challenge solutions into the model training set, while the remaining 16% depends on the programming language. These results suggest that current evaluation methodologies might be overestimating the actual skill of Large Language Models for generating functional code.

Published
2024

6. Hyperbolic Metric Learning for Visual Outlier Detection

Author

Gonzalez-Jimenez, Alvaro, Lionetti, Simone, Bazazian, Dena, Gottfrois, Philippe, Gröger, Fabian, Pouly, Marc, and Navarini, Alexander

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

Out-Of-Distribution (OOD) detection is critical to deploy deep learning models in safety-critical applications. However, the inherent hierarchical concept structure of visual data, which is instrumental to OOD detection, is often poorly captured by conventional methods based on Euclidean geometry. This work proposes a metric framework that leverages the strengths of Hyperbolic geometry for OOD detection. Inspired by previous works that refine the decision boundary for OOD data with synthetic outliers, we extend this method to Hyperbolic space. Interestingly, we find that synthetic outliers do not benefit OOD detection in Hyperbolic space as they do in Euclidean space. Furthermore we explore the relationship between OOD detection performance and Hyperbolic embedding dimension, addressing practical concerns in resource-constrained environments. Extensive experiments show that our framework improves the FPR95 for OOD detection from 22\% to 15\% and from 49% to 28% on CIFAR-10 and CIFAR-100 respectively compared to Euclidean methods., Comment: European Conference on Computer Vision ECCV 2024 BEW Workshop

Published
2024

7. Towards Reliable Dermatology Evaluation Benchmarks

Author

Gröger, Fabian, Lionetti, Simone, Gottfrois, Philippe, Gonzalez-Jimenez, Alvaro, Groh, Matthew, Daneshjou, Roxana, Consortium, Labelling, Navarini, Alexander A., and Pouly, Marc

Subjects
Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence
Abstract

Benchmark datasets for digital dermatology unwittingly contain inaccuracies that reduce trust in model performance estimates. We propose a resource-efficient data-cleaning protocol to identify issues that escaped previous curation. The protocol leverages an existing algorithmic cleaning strategy and is followed by a confirmation process terminated by an intuitive stopping criterion. Based on confirmation by multiple dermatologists, we remove irrelevant samples and near duplicates and estimate the percentage of label errors in six dermatology image datasets for model evaluation promoted by the International Skin Imaging Collaboration. Along with this paper, we publish revised file lists for each dataset which should be used for model evaluation. Our work paves the way for more trustworthy performance assessment in digital dermatology., Comment: Link to the revised file lists: https://github.com/Digital-Dermatology/SelfClean-Revised-Benchmarks

Published
2023

8. A Survey of Spanish Clinical Language Models

Author

Subies, Guillem García, Jiménez, Álvaro Barbero, and Fernández, Paloma Martínez

Subjects
Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Machine Learning
Abstract

This survey focuses in encoder Language Models for solving tasks in the clinical domain in the Spanish language. We review the contributions of 17 corpora focused mainly in clinical tasks, then list the most relevant Spanish Language Models and Spanish Clinical Language models. We perform a thorough comparison of these models by benchmarking them over a curated subset of the available corpora, in order to find the best-performing ones; in total more than 3000 models were fine-tuned for this study. All the tested corpora and the best models are made publically available in an accessible way, so that the results can be reproduced by independent teams or challenged in the future when new Spanish Clinical Language models are created.

Published
2023

9. Robust T-Loss for Medical Image Segmentation

Author

Gonzalez-Jimenez, Alvaro, Lionetti, Simone, Gottfrois, Philippe, Gröger, Fabian, Pouly, Marc, and Navarini, Alexander

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

This paper presents a new robust loss function, the T-Loss, for medical image segmentation. The proposed loss is based on the negative log-likelihood of the Student-t distribution and can effectively handle outliers in the data by controlling its sensitivity with a single parameter. This parameter is updated during the backpropagation process, eliminating the need for additional computation or prior information about the level and spread of noisy labels. Our experiments show that the T-Loss outperforms traditional loss functions in terms of dice scores on two public medical datasets for skin lesion and lung segmentation. We also demonstrate the ability of T-Loss to handle different types of simulated label noise, resembling human error. Our results provide strong evidence that the T-Loss is a promising alternative for medical image segmentation where high levels of noise or outliers in the dataset are a typical phenomenon in practice. The project website can be found at https://robust-tloss.github.io, Comment: Early accepted to MICCAI 2023

Published
2023

10. Intrinsic Self-Supervision for Data Quality Audits

Author

Gröger, Fabian, Lionetti, Simone, Gottfrois, Philippe, Gonzalez-Jimenez, Alvaro, Amruthalingam, Ludovic, Consortium, Labelling, Groh, Matthew, Navarini, Alexander A., and Pouly, Marc

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

Benchmark datasets in computer vision often contain off-topic images, near duplicates, and label errors, leading to inaccurate estimates of model performance. In this paper, we revisit the task of data cleaning and formalize it as either a ranking problem, which significantly reduces human inspection effort, or a scoring problem, which allows for automated decisions based on score distributions. We find that a specific combination of context-aware self-supervised representation learning and distance-based indicators is effective in finding issues without annotation biases. This methodology, which we call SelfClean, surpasses state-of-the-art performance in detecting off-topic images, near duplicates, and label errors within widely-used image datasets, such as ImageNet-1k, Food-101N, and STL-10, both for synthetic issues and real contamination. We apply the detailed method to multiple image benchmarks, identify up to 16% of issues, and confirm an improvement in evaluation reliability upon cleaning. The official implementation can be found at: https://github.com/Digital-Dermatology/SelfClean., Comment: Accepted at Neural Information Processing Systems (NeurIPS 2024)

Published
2023

11. RLBoost: Boosting Supervised Models using Deep Reinforcement Learning

Author

Batanero, Eloy Anguiano, Pascual, Ángela Fernández, and Jiménez, Álvaro Barbero

Subjects
Computer Science - Machine Learning
Abstract

Data quality or data evaluation is sometimes a task as important as collecting a large volume of data when it comes to generating accurate artificial intelligence models. In fact, being able to evaluate the data can lead to a larger database that is better suited to a particular problem because we have the ability to filter out data obtained automatically of dubious quality. In this paper we present RLBoost, an algorithm that uses deep reinforcement learning strategies to evaluate a particular dataset and obtain a model capable of estimating the quality of any new data in order to improve the final predictive quality of a supervised learning model. This solution has the advantage that of being agnostic regarding the supervised model used and, through multi-attention strategies, takes into account the data in its context and not only individually. The results of the article show that this model obtains better and more stable results than other state-of-the-art algorithms such as LOO, DataShapley or DVRL., Comment: 25 pages, 14 figures

Published
2023

12. Mixture of Diffusers for scene composition and high resolution image generation

Author

Jiménez, Álvaro Barbero

Subjects
Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Machine Learning, I.2.6
Abstract

Diffusion methods have been proven to be very effective to generate images while conditioning on a text prompt. However, and although the quality of the generated images is unprecedented, these methods seem to struggle when trying to generate specific image compositions. In this paper we present Mixture of Diffusers, an algorithm that builds over existing diffusion models to provide a more detailed control over composition. By harmonizing several diffusion processes acting on different regions of a canvas, it allows generating larger images, where the location of each object and style is controlled by a separate diffusion process.

Published
2023

15. RigoBERTa: A State-of-the-Art Language Model For Spanish

Author

Serrano, Alejandro Vaca, Subies, Guillem Garcia, Zamorano, Helena Montoro, Garcia, Nuria Aldama, Samy, Doaa, Sanchez, David Betancur, Sandoval, Antonio Moreno, Nieto, Marta Guerrero, and Jimenez, Alvaro Barbero

Subjects
Computer Science - Computation and Language
Abstract

This paper presents RigoBERTa, a State-of-the-Art Language Model for Spanish. RigoBERTa is trained over a well-curated corpus formed up from different subcorpora with key features. It follows the DeBERTa architecture, which has several advantages over other architectures of similar size as BERT or RoBERTa. RigoBERTa performance is assessed over 13 NLU tasks in comparison with other available Spanish language models, namely, MarIA, BERTIN and BETO. RigoBERTa outperformed the three models in 10 out of the 13 tasks, achieving new "State-of-the-Art" results.

Published
2022

19. BERT Model-Based Approach for Detecting Racism and Xenophobia on Twitter Data

Author

Benitez-Andrades, José Alberto, González-Jiménez, Álvaro, López-Brea, Álvaro, Benavides, Carmen, Aveleira-Mata, Jose, Alija-Pérez, José-Manuel, García-Ordás, María Teresa, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Garoufallou, Emmanouel, editor, Ovalle-Perandones, María-Antonia, editor, and Vlachidis, Andreas, editor

Published
2022
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25. Motivation, Technical Achievement and Communication Skills in Engineering Degree Projects Under the European Higher Education Area

Author

Rodríguez Martín, Javier, López Paniagua, Ignacio, Sánchez Orgaz, Susana, González Fernández, Celina, Arnaiz del Pozo, Carlos, Jiménez Álvaro, Ángel, Nieto Carlier, Rafael, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Herrero, Álvaro, editor, Cambra, Carlos, editor, Urda, Daniel, editor, Sedano, Javier, editor, Quintián, Héctor, editor, and Corchado, Emilio, editor

Published
2021
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33. Identification and validation of clinical phenotypes with prognostic implications in patients admitted to hospital with COVID-19: a multicentre cohort study

Author

Aznar Muñoz, Esther, Gil Divasson, Pedro, González Muñiz, Patricia, Muñoz Aguirre, Clara, Retamar, Pilar, Valiente, Adoración, López-Cortés, Luis E., Sojo-Dorado, Jesús, Bravo-Ferrer, José, Salamanca, Elena, Palacios-Baena, Zaira R., Pérez-Palacios, Patricia, Gandullo-Moro, María, Ruíz-Hueso, Rocío, Moya-González, Natalia, Valido-Morales, Agustín, Pavón-Masa, María, Díaz Menéndez, Marta, De la Calle Prieto, Fernando, Arsuaga Vicente, Marta, Trigo Esteban, Elena, De Miguel Buckley, Rosa, Cadiñanos Loidi, Julen, Busca Arenzana, Carmen, Mican Rivera, Rafael, Mora Rillo, Marta, Loeches Yagüe, Belén, Bernardino de la Serna, José Ignacio, García Rodríguez, Julio, Montejano Sánchez, Rocío, Diaz Pollan, Beatriz, López, Juan Carlos, Ramírez-Schacke, Margarita, Gutiérrez, Isabel, Tejerina, Francisco, Aldámiz-Echevarría, Teresa, Díez, Cristina, Fanciulli, Chiara, Pérez-Latorre, Leire, Parras, Francisco, Catalán, Pilar, García-Leoni, María E, Pérez-Tamayo, Isabel, Puente, Luis, Cedeño, Jamil, Such-Diaz, Ana, Álvaro-Alonso, Elena, Izquierdo-García, Elsa, Torres-Macho, Juan, Cuevas, Guillermo, Notario, Helena, Mestre-Gómez, Beatriz, Jiménez-González de Buitrago, Eva, Fernández-Jiménez, Inés, Tebar-Martínez, Ana Josefa, Brañas, Fátima, Valencia, Jorge, Pérez-Butragueño, Mario, Alvarado, Marta, Abelenda-Alonso, Gabriela, Ardanuy, Carmen, Bergas, Alba, Cuervo, Guillermo, Domínguez, María Ángeles, Fernández-Huerta, Miguel, Gudiol, Carlota, Lorenzo-Esteller, Laia, Niubó, Jordi, Pérez-Recio, Sandra, Podzamczer, Daniel, Pujol, Miquel, Rombauts, Alexander, Trullen, Núria, Cisneros, José Miguel, Amodeo, Cristina, Camacho, Pedro, Espinosa, Nuria, García-Gutiérrez, Manuel, Jara-Palomares, Luis, González-León, Rocío, Molina, José, Nieto Martín, María Dolores, Paniagua, María, Poyato, Manuel, Rodríguez-Villodres, Ángel, Ruiz de Azua, Zaida, Salamanca, Celia, Sepúlveda Berrocal, Mº Antonia, Yera Bergua, Carmen, Toledano Sierra, Pilar, Cano Llorente, Verónica, Zafar Iqubal-Mirza, Sadaf, Muñiz, Gema, Martín Pérez, Inmaculada, Mozas Moriñigo, Helena, Alguacil, Ana, García Butenegro, María Paz, Peláez Ballesta, Ana Isabel, Morcillo Rodríguez, Elena, Goikoetxea Agirre, Josune, Blanco Vidal, María José, Nieto Arana, Javier, del Álamo Martínez de Lagos, Mikel, Pérez Hernández, Isabel A., Pérez Zapata, Inés, Silvariño Fernández, Rafael, Ugalde Espiñeira, Jon, Rivas-Carmenado, María, Suárez Pérez, Lucia, Suárez Diaz, Silvia, Yllera Gutiérrez, Carmen, Boix, Vicente, Díez Martínez, Marcos, Carreres Candela, Melissa, Gómez-Ayerbe, Cristina, Sánchez-Lora, Javier, Velasco Garrido, José Luis, López-Jodar, María, Santos González, Jesús, Ruiz Aragón, Jesús, Virto Peña, Ianire, Alende Castro, Vanessa, Sande Llovo, Diana, Vega Molpeceres, Sonia, Pons Viñas, Estel, del Río Pérez, Oscar, Valero Rovira, Silvia, Villar-García, Judit, Gómez-Junyent, Joan, Cánepa, María Cecilia, Castañeda Espinosa, Silvia, Letang, Emilio, Arenas-Miras, María del Mar, Gómez-Zorrilla, Silvia, Sánchez Martínez, Francesca, Lerma-Chippirraz, Elisabet, García Vázquez, Elisa, Moral Escudero, Encarnación, Roura Piloto, Aychel Elena, García Almodóvar, Esther, Sáez Barberá, Carmen, Karroud, Zineb, Hernández Quero, José, Vinuesa García, David, García Fogeda, José Luis, Peregrina, José Antonio, Novella Mena, María, Hernández Gutiérrez, Cristina, Sanz Moreno, José, Pérez Tanoira, Ramón, Navarro López, Jorge, Balsa Vázquez, Javier, Gutiérrez García, Aida, Arranz Caso, Alberto, Cuadros González, Juan, Álvarez de Mon Soto, Melchor, Díaz De Brito Fernández, Vicente Ferrer, Sanmarti Vilamala, Montserrat, Gabarrell Pascuet, Aina, Molina Morant, Daniel, España Cueto, Sergio, Cámara Fernández, Jonathan, Sabater Gil, Albert, Muñoz López, Laura, Jorge García, Ruth, Molina Torres, Nora, Sempere Alcocer, Marco Antonio, De Castro Vega, Francisco Javier, De los Santos Gil, Ignacio, García-Fraile, Lucio, Sampedro Núñez, Miguel, Barrios Blandino, Ana, Rodríguez Franco, Carlos, Useros Brañas, Daniel, Villa Martí, Almudena, Oliver Ortega, Javier, Costanza Espiño Álvarez, Alexia, Sanz Sanz, Jesús, Rexach Fumaña, María, Policarpo Torres, Guillem, Ortega Montoliu, Meritxell, Sala Jofre, Clara, Casas Rodríguez, Susana, Tortajada Alamilla, Cecilia, Oltra, Carmina, Masiá Canuto, Mar, Gutiérrez Rodero, Félix, Oltra Sempere, María Rosa, Vela Berna, Sara, Pedromingo Kus, Miguel, Garcinuño, María Ángeles, De la Vega, Alexandra, Pérez Pinto, Sergio, Hernández Machín, Pilar, Alastrué Violeta, Alba, Fariñas Álvarez, María Carmen, González Rico, Claudia, Arnaiz de las Revillas, Francisco, Calvo, Jorge, Gozalo, Mónica, Mora Gómez, Francisco, Milagro Beamonte, Ana, Latorre-Millán, Miriam, Rezusta López, Antonio, Martínez Sapiña, Ana, Meije, Yolanda, Ribera Puig, Alba, Ortega Enciso, Lucía, Sanz Salvador, Xavier, Losa García, Juan Emilio, Velasco Arribas, María, Pérez-Rodríguez, M. Teresa, Pérez González, Alexandre, Belhassen-García, Moncef, Rodríguez-Alonso, Beatriz, López-Bernus, Amparo, Carbonell, Cristina, Torres Perea, Rafael, Cantón De Seoane, Juan, Alonso, Blanca, Kamal, Sara Lidia, Cajuela, Lucía, Roa, David, Cervero, Miguel, Oreja, Alberto, Avilés, Juan Pablo, Martín, Lidia, Pelegrín Senent, Iván, Rouco Esteves Marques, Rosana, Parra Ruiz, Jorge, Ramos Sesma, Violeta, Abadia Otero, Jésica, Salillas Hernando, Juan, Torres Sánchez del Arco, Robert, Torralba González de Suso, Miguel, Serrano Martínez, Alberto, Gilaberte Reyzábal, Sergio, Pacheco Martínez-Atienza, Marina, Liébana Gómez, Mónica, Fernández Rodríguez, Sara, Varela Plaza, Álvaro, Calvo Sánchez, Henar, Martínez Martín, Patricia, González- Ruano, Patricia, Malmierca Corral, Eduardo, Rábago Lorite, Isabel, Pérez-Monte Mínguez, Beatriz, García Flores, Ángeles, Comas Casanova, Pere, Sirisi, Merce, Rojas, Richard, Díaz de Tuesta del Arco, José Luis, Figueroa Cerón, Ruth, González Sarria, Ander, Alemán Valls, Remedios, Alonso Socas, María del Mar, Sanz Peláez, Oscar, Mohamed Ramírez, Karim, Riera Jaume, Melchor, Vilchez, Helem Haydee, Albertí, Francesc, Cañabate, Ana Isabel, Moreno Cuerda, Víctor J, Álvarez Kaelis, Silvia, Álvarez Zapatero, Beatriz, García García, Alejandro, Isaba Ares, Elena, Morcate Fernández, Covadonga, Pérez Rodríguez, Andrea, Ramos Merino, Lucía, Castelo Corral, Laura, Rodríguez Mahía, María, González Bardanca, Mónica, Sánchez Vidal, Efrén, Míguez Rey, Enrique, Correa Ruiz, Ana, García de Lomas Guerrero, José Mº, Daniel López, Daniel, Marinas, Rebeca, Morando, Marta, Gómez García, Lucía, Boix Palop, Lucia, Dietl Gómez-Luengo, Beatriz, Pedrola Gorrea, Iris, Blasco Claramunt, Amparo, López Mestanza, Cristina, Fraile Villarejo, Esther, Jaén Sánchez, Nieves, Orihuela Martín, Jorge, Algado Rabasa, José Tomas, Garijo Saiz, Ana María, Amador Prous, Concepción, Salavert Lletí, Miguel, Hernández Belmonte, Adriana, Martínez Goñi, Raquel, Navarro Vilasaró, Marta, Calzado Isbert, Sonia, Cervantes García, Manuel, Gomila Grange, Aina, Gasch Blasi, Oriol, Machado Sicilia, María Luisa, Van den Eynde Otero, Eva, Falgueras López, Luis, Navarro Sáez, María del Carmen, Martínez, Esteban, Marcos, Mº Ángeles, Mosquera, Mar, Blanco, José Luis, Laguno, Montserrat, Rojas, Jhon, González-Cordón, Ana, Inciarte, Alexy, Torres, Berta, De la Mora, Lorena, Soriano, Alex, Martínez Macia, Olalla, Pérez Doñate, Virginia, Cabello Úbeda, Alfonso, Carrasco Antón, Nerea, Álvarez Álvarez, Beatriz, Petkova Saiz, Elizabet, Górgolas Hernández-Mora, Miguel, Prieto Pérez, Laura, Carrillo Acosta, Irene, Heili Frades, Sara, Villar Álvarez, Felipe, Fernández Roblas, Ricardo, Sánchez Pernaute, Olga, Fernández Espinilla, Virginia, Castrodeza Sanz, José Javier, Dueñas Gutiérrez, Carlos Jesús, González-Romo, Fernando, Merino Amador, Paloma, Rueda López, Alba, Martínez Jordán, Jorge, Medrano Pardo, Sara, Díaz de la Torre, Irene, Posada Franco, Yolanda, Delgado-Iribarren, Alberto, López-Contreras González, Joaquín, Pascual Alonso, Pablo, Pomar Solchaga, Virginia, Rabella García, Nuria, Benito Hernández, Natividad, Domingo Pedrol, Pere, Bonfill Cosp, Xavier, Padrós Selma, Rafael, Puig Campmany, Mireia, Mancebo Cortés, Jordi, Gurguí Ferrer, Mercè, Íñigo Pestaña, Melania, Pérez García, Alejandra, Sorní Moreno, Patricia, Izko Gartzia, Nora, Membrillo de Novales, Francisco Javier, Simón Sacristán, María, Zamora Cintas, Maribel, Martínez Martínez, Yolanda, Estébanez Muñoz, Miriam, Ramírez-Olivencia, Germán, Herrero Mendoza, María Dolores, De Dios García, Begoña, Mata Forte, Tatiana, Rodríguez Fernández, José María, Sáez de Adana Arróniz, Ester, Portu Zapirain, Joseba, Gainzarain Arana, Juan Carlos, Ortiz de Zárate Ibarra, Zuriñe, Moran Rodríguez, Miguel Ángel, Canut Blasco, Andrés, Hernáez Crespo, Silvia, Sanjosé Muñiz, Irene, Molina Iturritza, Estíbaliz, Ganchegui Aguirre, Maite, Urrestarazu Larrañag, Miren, De la Higuera Arranz, Carmen, Álvarez Padín, Pilar, Iglesias Llorente, Laura, Román Bernal, Berta, Sánchez Montalvá, Adrián, Espinosa Pereiro, Juan, Almirante, Benito, Miarons, Marta, Sellarés, Júlia, Larrosa, María, Villamarín, Miguel, Fernández, Nuria, Salvador, Fernando, Bosch-Nicolau, Pau, Pérez-Jorge Peremarch, Conchita, Resino Foz, Elena, Espigares Correa, Andrea, Álvarez de Espejo Montiel, Teresa, Navas Clemente, Iván, Quijano Contreras, María Isabel, Nieto Fernández del Campo, Luis Alberto, Jiménez Álvarez, Guillermo, Guillamón Sánchez, Mercedes, García García, Josefina, Muñoz Hornero, Constanza, Cosmen Sánchez, Ana, Mariño Callejo, Ana, Valcarce Pardeiro, Nieves, Smithson Amat, Alex, Chico Chumillas, Cristina, Sánchez Serrano, Adriana, Piñar Cabezos, Diana, Jiménez Martínez, Isabel, Estrada Fernández, Guillermo, Lorén Vargas, María, Parra Arribas, Nuria, Martínez Cilleros, Carmen, Villasante de la Puente, Aránzazu, García Delange, Teresa, Ruiz Rodríguez, María José, Robledo del Prado, Marta, Abad Almendro, Juan Carlos, Muñoz del Rey, José Román, Jiménez Álvaro, Montaña, Coy Coy, Javier, Poquet Catala, Inmaculada, Santos Peña, Marta, Mora Delgado, Juan, Manso Gómez, Tamara, Rubio Obanos, Teresa, Barbeito Castiñeiras, Gema, Domínguez Santalla, María Jesús, Mao Martín, Laura, Adalid Moll, María, Díaz Luperena, Javier, Ruiz Grinspan, Martín Sebastián, Barrós González, Raquel, Herrera Pacheco, Lourdes, Martínez Avilés, Rocío, Rodrigo González, Sara, Rodríguez Leal, Cristóbal Manuel, Romay Lema, Eva María, Suárez Gil, Roi, Bustinduy Odriozola, Maria Jesús, Marimón Ortiz de Zárate, José María, Vidaur Tello, Loreto, Kortajarena Urkola, Xabier, Arriola Martínez, Paula, Lartategi Iraurgi, Alazne, Álvarez de Castro, Maria, Martínez Mateu, Cintia María, Rodríguez Gómez, Francisco, Asschert Agüero, Isabel, Chamarro Martí, Elena, Franch Llasat, Diego, Zakariya-Yousef Breval, Ismail, Rico Rodríguez, Marta, Martínez López, Belén, García-López, María, Fernández Cruz, Ana, Calderón Parra, Jorge, Ramos Martínez, Antonio, Múñez Rubio, Elena, Vázquez Comendador, José Manuel, Diego Yagüe, Itziar, Expósito Palomo, Esther, Díaz de Santiago, Alberto, De la Fuente Moral, Sara, Pintos Pascual, Ilduara, Álvarez Franco, Raquel, Fernández de Orueta, Lucía, Vates Gómez, Roberto, Cardona Arias, Andrés Felipe, Marguenda Contreras, Pablo, Gaspar Alonso-Vega, Gabriel, Aranda Rife, Elena María, Martínez Cifre, Blanca, Roger Zapata, Daniel, Martín Rubio, Irene, Barbosa Ventura, André, Piñero, Iván, Bahamonde Carrasco, Alberto, Martínez Vidal, Ana, Talavera García, Eva, Mendoza Roy, Paula, Urrutia Losada, Ainhoa, Arteche Eguizabal, Lorea, Delgado Sánchez, Elisabet, Bañón Escandell, Sara, Caro Bragado, Sarah, Domínguez de Pablos, Gema, Herrero Rodríguez, Carmen, Liébana Martos, Carmen, Force Sanmartín, Luis, Aranega, Raquel, Mera Fidalgo, Arantzazu, Hortos Alsina, Miquel, Merchante Gutiérrez, Nicolas, León Jiménez, Eva María, Del Pozo, José L, Serralta Buades, Josefa, Cabrera Tejada, Ginger Giorgiana, Fernández-Ruiz, Mario, Aguado, José María, Maestro de la Calle, Guillermo, Vizcarra, Pilar, Rodriguez Dominguez, Mario José, Gioia, Francesca, Del Campo, Santos, Cantón Moreno, Rafael, Martín Dávila, Pilar, Casado, José Luis, Oteo Revuelta, José Antonio, Santibáñez Sáenz, Paula, Cervera Acedo, Cristina, Ruiz Martínez, Carlos, Blanco Ramos, José Ramón, Azcona Gutiérrez, José M., García García, Concepción, Alba Fernández, Jorge, Ibarra Cucalón, Valvanera, San Franco, Mercedes, Metola Sacristán, Luis, Meijide Míguez, Héctor, Gredilla Zubiría, Íñigo, Menéndez, Justo, Villares Fernández, Paula, Montes Andújar, Lara, Navarro Batet, Álvaro, Ferrer Santolaria, Anna, Padilla Salazar, María de la Luz, Abella Vázquez, Lucy, Hayek Peraza, Marcelino, García Pardo, Antonio, Hernández Carballo, Carolina, Ruiz Fernández, Andrés Javier, Barrio López, Isabel, Martakoush, Alí, Rojas-Vieyra, Agustín, García Calvo, Sonia, Villarreal García-Lomas, Mercedes, Vizcaíno Callejón, Marta, García García, María Pilar, Lérida Urteaga, Ana, Carrasco Fons, Natalia, María Sanjuan, Beatriz, Martín González, Lydia, Sanz Zamudio, Camilo, Alejos, Belén, Moreno, Cristina, Rava, Marta, Iniesta, Carlos, Izquierdo, Rebeca, Suárez-García, Inés, Díaz, Asunción, Ruiz-Alguero, Marta, Hernando, Victoria, Frías, Jesús, Ramírez, Elena, Martín-Quirós, Alejandro, Quintana-Díaz, Manuel, Mingorance, Jesús, Arnalich, Francisco, Moreno, Francisco, Figueiras, Juan Carlos, García-Arenzana, Nicolás, Montero-Vega, María Dolores, Romero-Gómez, María Pilar, Toro-Rueda, Carlos, García-Bujalance, Silvia, Ruiz-Carrascosa, Guillermo, Cendejas-Bueno, Emilio, Falces-Romero, Iker, Lázaro-Perona, Fernando, Ruiz-Bastián, Mario, Gutiérrez-Arroyo, Almudena, Girón De Velasco-Sada, Patricia, Dahdouh, Elie, Gómez-Arroyo, Bartolomé, García-Sánchez, Consuelo, Guedez-López, Virginia, Bloise-Sánchez, Iván, Alguacil-Guillén, Marina, Liras-Hernández, Maria Gracia, Sánchez-Castellano, Miguel Angel, García-Clemente, Paloma, González-Donapetry, Patricia, San José-Villar, S, de Pablos-Gómez, Manuela, Gómez-Gil, Rosa, Corcuera-Pindado, Maria Teresa, Rico-Nieto, Alicia, Herrero, Alicia, Prieto-Arribas, Daniel, Oliver-Saez, Paloma, Mora-Corcovado, Roberto, Fernández-Calle, Pilar, Alcaide-Martín, María José, Díaz-Garzón, Jorge, Fernández-Puntero, Belén, Nuñez-Cabetas, Rocío, Crespo-Sánchez, Gema, Rodriguez-Fraga, Olaia, Mendez del Sol, Helena, Duque-Alcorta, Marta, Gomez-Rioja, Rubén, Sanz de Pedro, María, Pascual-García, Lydia, Segovia-Amaro, Marta, Iturzaeta-Sánchez, Jose Manuel, Rodriguez-Gutiérrez, Mercedes, Perez-Garcia Morillón, Amparo, Martinez Gallego, Miguel Angel, Fabre-Estremera, Blanca, Martinez-Chavez, Estefanía, Moreno-Parra, Isabel, Rodriguez-Roca, Neila, Ortiz-Sánchez, Daniel, Simon-Velasco, Manuela, Gabriela-Tomoiu, Ileana, Pizarro-Sanchez, Cristina, Montero-San Martín, Blanca, Qasem-Moreno, Ana Laila, Gómez-López, Marta, Casares Guerrero, Ismael, Buño-Soto, Antonio, Martí de Gracia, Milagros, Parra-Gordo, Luz, Diez-Tascón, Aurea, Ossaba-Vélez, Silvia, Pinilla, Inmaculada, Cuesta, Emilio, Fernández-Velilla, María, Torres, Maria Isabel, Garzón, Gonzalo, Pérez-Blanco, Verónica, Quintás-Viqueira, Almudena, San Juan, Isabel, Cantero-Escribano, José Miguel, Pérez-Romero, César, Castro-Martínez, Mercedes, Hernández-Rivas, Lucía, Pedraz, Teresa, Fernández-Bretón, Eva, García-Vaz, Claudia, Robustillo-Rodela, Ana, Torres Santos-Olmo, Rosario María, Rivera-Núñez, Angélica, Fernández-Fernández, Ignacio, Noguerol-Gutiérrez, Marina, Martínez-Virto, Ana María, González-Viñolis, Manuel, Cabrera-Gamero, Regina, Mayayo-Alvira, Rosa, Marín-Baselga, Raquel, Lo-Iacono García, Victoria, Lerín-Baratas, Macarena, Romero Gallego-Acho, Paloma, Reche-Martínez, Begoña, Tejada-Sorados, Renzo, Rico-Briñas, Mikel, Deza-Palacios, Ricardo, Fabra-Cadenas, Sara, Arroyo-Rico, Isabel, Ben-Abdellah, Lubna Dani, Labajo-Montero, Laura, Soriano-Arroyo, Rubén, López-Corcuer, Lorena, Calvin-García, Elena, Martínez-Álvarez, Susana, López-Tappero Irazábal, Laura, Pilares-Barco, Martín, González-Peña, Olga, Bejarano-Redondo, Guillermina, Iglesias-Sigüenza, Alberto, Tung-Chen, Yale, Maroun Eid, Charbel, Bravo-Lizcano, Ruth, Silvestre-Niño, Miguel, Perdomo-García, Frank, Alonso-González, Berta, Antón-Huguet, Berta, Arenas-Berenguer, Isabel, Cabré-Verdiell Surribas, Clara, Marqués-González, Francisco, Muñoz del Val, Elena, Ángeles Molina, María, Cancelliere-Fernández, Nataly, Pastor-Yvorra, Sivia, Frade-Pardo, Laura, López-Arévalo, Paloma, García, Isabel, Fernández-Capitán, Carmen, González-Garcia, Juan José, Herrero, Juan, Quesada Simón, María Angustias, Robles Marhuenda, Angel, Soto Abanedes, Clara, Noblejas Mozo, Ana María, Ramos, Juan Carlos, Jaras Hernandez, María Jesús, Martinez Robles, Elena, Moreno Fernandez, Alberto, Sanchez Purificación, Aquilino, Martin Gutiérrez, Juan Carlos, Martinez Hernández, Pedro Luis, Sancho Bueso, Teresa, Lorenzo Hernández, Alicia, Gutierrez Sancerni, Belén, Salgueiro, Giorgina, Martin Carbonero, Luz, Mostaza, Jose María, Martinez-López, María Angeles, Hontañón, Victor, Menéndez, Araceli, Alvarez Troncoso, Jorge, Castellano, Arancha, Marcelo-Calvo, Cristina, Vives-Beltrán, Ivo, Ramos Ruperto, Luis, Daroca-Bengoa, Germán, Arcos Rueda, María, Vasquez-Manau, Julia, Fernández Cidón, Pelayo, Rosario Herrero Gil, Carmen, Palmier Peláez, Esmeralda, Untoria Tabares, Yeray, Lahoz, Carlos, Estirado, Eva, Hernández, Clara, Garcia-Iglesias, Francisca, Monteoliva, Enrique, Martínez, Mónica, Vara, Marta, González Alegre, Teresa, Valencia, Maria Eulalia, Moreno, Victoria, Montes, Maria Luisa, Alcolea-Batres, Sergio, Cabanillas-Martín, Juan José, Carpio-Segura, Carlos, Casitas-Mateo, Raquel, Fernández-Bujarrabal Villoslada, Jaime, Fernández-Navarro, Isabel, Fernández-Lahera, Juan, García-Quero, Cristina, Hidalgo-Sánchez, María, Galera-Martínez, Raúl, García-Río, Francisco, Gómez-Carrera, Luis, Gómez-Mendieta, María Antonia, Mangas-Moro, Alberto, Martínez-Cerón, Elisabet, Martínez-Redondo, María, Martínez-Abad, Yolanda, Martínez-Verdasco, Antonio, Plaza-Moreno, Cristina, Quirós-Fernández, Sarai, Romera-Cano, Delia, Romero-Ribate, David, Sánchez-Sánchez, Begoña, Santiago-Recuerda, Ana, Villasante, Carlos, Zamarrón de Lucas, Ester, Arnalich-Montiel, Victoria, Mariscal-Aguilar, Pablo, Falcone, Adalgisa, Laorden-Escudero, Daniel, Prados Sánchez, María Concepción, Álvarez-Sala Walther, Rodolfo, García, Andony, Arévalo, Cristina, Gutiérrez, Carola, Yus, Santiago, Asensio, Maria José, Sánchez, Manolo, Añón, Jose Manuel, Manzanares, Jesús, García de Lorenzo, Abelardo, Perales, Eva, Civantos, Belén, Cachafeiro, Lucía, Agrifoglio, Alexander, Estébanez, Belén, Flores, Eva, Hernández, Mónica, Millán, Pablo, Rodríguez, Montserrat, Nanwani, Kapil, Arizcun, Beatriz, Pérez-Costa, Elena, Rodríguez-Álvarez, Diego, Sánchez-Martín, María, Quesada, Úrsula, Román-Hernández, Carmen, Dorao, Paloma, Álvarez-Rojas, Elena, Menéndez, Juan José, Verdú, Cristina, Gómez-Zamora, Ana, Schüffelmann, Cristina, Calderón-Llopis, Belén, Laplaza-González, María, Río-García, Miguel, Amores-Hernández, Irene, Rodríguez-Rubio, Miguel, de la Oliva, Pedro, Ruiz, Jose, Rosillo, Sandra, González, Oscar, Iniesta, Angel, Ponz, Ines, Muñoz-Ramón, José María, Hernández-Gancedo, María, Uña Orejón, Carmen R., Sanabria-Carretero, Pascual, Moreno Gómez-Limón, Isidro, Seiz-Martinez, Alverio, Guasch-Arévalo, Emilia, Martín-Carrasco, Cristina, Alvar, Elena, Serrá, Lucía, Iannuccelli, Fabricio, Latorre, Julieta, Casares, Sandra, Valbuena, Isabel, Díaz Díez Picazo, Luis, Rodríguez Roca, Cristina, Cervera, Omar, García de las Heras, Esteban, Durán, Pilar, Castro, Carmen, Manrique de Lara, Carlos, Veganzones, Javier, López-Tofiño, Araceli, Fernandez-Cerezo, Estefanía, Zurita, Sergio, López-Martinez, Mercedes, Prim, Teresa, Alvárez del Vayo, Julía, Alcaraz, Gabriela, Castro, Luis, Yagüe, Julio, Díaz-Carrasco, Sofía, González-Pizarro, Patricio, Montero, Ana, Sagra, Francisco Javier, Suárez, Alejandro, Díez-Porres, Leyre, Varela-Cerdeira, María, Alonso-Babarro, Alberto, Abellán Martínez, Francisco, Alonso-Eiras, Jorge Ignacio, Álvarez Brandt, Alejandra, Archinà, Martina, Arribas-Terradillos, Silvia, Baselga-Puente, Trinidad, Barco Núñez, Pilar, Barrera-López, Natalia Guadalupe, Barrera-López, Lorena, Bartrina-Tarrio, Andres, Bassani, Gemma, Betancort de la Torre, Paula, Blanco-Bartolomé, Irene, Blasco-Andres, Celia, Brieba-Plata, Lucía, Cadenas-Gota, Fernando, Carrera-Vázquez, Paloma, Cascajares-Sanz, Carlota, Catino, Arianna, Cavallé-Pulla, Raquel, Ceniza-Pena, Daniel, Conde-Alonso, Ylenia María, Currás-Sánchez, Laura, Daltro-Lage, Marcelo, Esteban-Romero, Ana, Fernández Vidal, María Luisa, Ferrer Ortiz, Inés, de la Fuente Regaño, Lydia, Galindo-Ballesteros, Pablo, Garcia-Bellido Ruiz, Sara, García-Mochales Fortún, Carlos, Gómez-Ballesteros, Teresa, Gómez-Domínguez, Cecilia, González-Aguado, Nelsa, González-García, Sofía, Guisández Martín, Jorge, Hernández-Liebo, Paula Alejandra, Hernando Nieto, Raquel, Llorente-Cortijo, Irene María, Marín-García, Antonio, López-Pirez, Pilar, Mejuto-Illade, Lucía, Palma, Marco, Peña-Hidalgo, Adrian, Platero-Dueñas, Lucía, Pujol-Pocull, David, Ramírez-Verdyguer, Miguel, Redondo-Gutierrez, Marta, Reinoso-Lozano, Francisco, Rodríguez-Revillas, Ana, Rodríguez Saenz de Urturi, Alejandro, Romero-Imaz, Lucía, Sánchez-Rico, Susana, Sánchez-Santiuste, Mónica, Serrano de la Fuente, Patricia, Serrano-Martín, Henar, Silva-Freire, Thamires, Soria-Alcaide, Eva, Suárez-Plaza, Andrés Enrique, Tejero-Soriano, Beatriz, Torrecillas-Mainez, Andrea, Torres-Cortés, Javier, Valentín-Pastrana Aguilar, María de las Mercedes, Villanueva-Freije, Angélica, Virgós-Varela, Marta, Yagüe-Barrado, Marta, Yustas-Benitez, Natalia, Nuñez, María Concepción, Montserrat, Jaime, Queiruga, Javier, Rodriguez-Mariblanca, Amelia, Martínez de Soto, Lucía, Urroz, Mikel, Seco, Enrique, Zubimendi, Mónica, Stuart, Stephan, Díaz, Lucía, García, Irene, García Morales, María Teresa, Martín-Vega, Alberto, Caro, Abel, Martínez-Alés, Gonzalo, Gutiérrez-Gutiérrez, Belén, del Toro, María Dolores, Borobia, Alberto M, Carcas, Antonio, Jarrín, Inmaculada, Yllescas, María, Ryan, Pablo, Pachón, Jerónimo, Carratalà, Jordi, Berenguer, Juan, Arribas, Jose Ramón, and Rodríguez-Baño, Jesús

Published
2021
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37. Urban crises across the North-South divide : a comparative study of institutional transformations and urban policy responses in Valencia and Mar del Plata

Author

Sanchez Jimenez, Alvaro A.

Subjects
550
Abstract

The thesis analyses how episodes of crisis have shaped local institutional transformations and urban policy innovations in Valencia and Mar del Plata over the last three decades. Spainʼs ongoing public debt issues and Argentinaʼs long history of financial instability place current debates concerning local government responses to economic crises into context. The thesis engages with urban research that cuts across cities from the global North and South in order to exploit the potential of comparative urbanism to stretch conventional approaches, methods and concepts from urban theory. Drawing inspiration from literature on institutionalism, it brings into analytical scrutiny and conversation a number of formal and informal features of the local institutional environment of each city to offer a nuanced understanding of how local governments deal with economic, social and political urban issues in times of crisis. Narratives of crisis advanced by local actors provide an alternative empirical source for the analysis of the urban dimension of major episodes of crisis and reveal their multiple temporalities. The detailed consideration of different urban actors exposes the complexity of the institutional environment in which organisational transformations and urban policymaking processes take place as well as the wide variety of interests at play, and how these were differently constituted in the two case study cities. The examination of the relationship between crises and local institutional transformations reveals that crises are not simply economic in origin but are both politically constituted and politically mediated. Finally, the thesis considers in detail how specifically urban interventions and strategies were articulated by the municipal governments in response to crises. The thesis ends with an invitation to the reader to grapple with the rich experience of these and other ordinary cities dealing with multiple kinds of crises, drawing out lessons for how these might be tackled creatively and even positively in the future.

Published
2017

38. Characteristics and predictors of death among 4035 consecutively hospitalized patients with COVID-19 in Spain

Author

Aznar Muñoz, Esther, Gil Divasson, Pedro, González Muñiz, Patricia, Muñoz Aguirre, Clara, López, Juan Carlos, Ramírez-Schacke, Margarita, Gutiérrez, Isabel, Tejerina, Francisco, Aldámiz-Echevarría, Teresa, Díez, Cristina, Fanciulli, Chiara, Pérez-Latorre, Leire, Parras, Francisco, Catalán, Pilar, García-Leoni, María E., Pérez-Tamayo, Isabel, Puente, Luis, Cedeño, Jamil, Berenguer, Juan, Díaz Menéndez, Marta, de la Calle Prieto, Fernando, Arsuaga Vicente, Marta, Trigo Esteban, Elena, Lago Núñez, Mª del Mar, de Miguel Buckley, Rosa, Cadiñaños Loidi, Julen, Busca Arenzana, Carmen, Mican, Alfredo, Mora Rillo, Marta, Ramos Ramos, Juan Carlos, Loeches Yagüe, Belén, Bernardino de la Serna, José Ignacio, García Rodríguez, Julio, Arribas López, José Ramón, Such Diaz, Ana, Álvaro Alonso, Elena, Izquierdo García, Elsa, Torres Macho, Juan, Cuevas Tascon, Guillermo, Troya García, Jesús, Mestre Gómez, Beatriz, Jiménez González de Buitrago, Eva, Fernández Jiménez, Inés, Tebar Martínez, Ana Josefa, Brañas Baztán, Fátima, Valencia de la Rosa, Jorge, Pérez Butragueño, Mario, Alvarado Blasco, Marta, Ryan, Pablo, Sepúlveda Berrocal, Mª Antonia, Yera Bergua, Carmen, Toledano Sierra, Pilar, Cano Llorente, Verónica, Zafar Iqubal-Mirza, Sadaf, Muñiz, Gema, Martín Pérez, Inmaculada, Mozas Moriñigo, Helena, Alguacil, Ana, García Butenegro, María Paz, Peláez Ballesta, Ana Isabel, Morcillo Rodríguez, Elena, Goikoetxea Agirre, Josune, Blanco Vidal, María José, Nieto Arana, Javier, del Álamo Martínez de Lagos, Mikel, Pérez Hernández, Isabel A., Pérez Zapata, Inés, Silvariño Fernández, Rafael, Ugalde Espiñeira, Jon, Asensi Álvarez, Víctor, Suárez Pérez, Lucia, Suárez Diaz, Silvia, Yllera Gutiérrez, Carmen, Boix, Vicente, Díez Martínez, Marcos, Carreres Candela, Melissa, Gómez-Ayerbe, Cristina, Sánchez-Lora, Javier, Velasco Garrido, José Luis, López-Jódar, María, Santos González, Jesús, Ruiz Aragón, Jesús, Virto Peña, Ianire, Alende Castro, Vanessa, Brea Aparicio, Ruth, Vega Molpeceres, Sonia, Pons Viñas, Estel, del Río Pérez, Oscar, Valero Rovira, Silvia, Villar-García, Judit, Gómez-Junyent, Joan, Knobel, Hernando, Cánepa, María Cecilia, Castañeda Espinosa, Silvia, Sorli Redò, Luisa, Güerri-Fernández, Roberto, Milagro Montero, María, Horcajada, Juan Pablo, García Vázquez, Elisa, Moral Escudero, Encarnación, Hernández Torres, Alicia, García Almodóvar, Esther, Sáez Barberá, Carmen, Karroud, Zineb, Hernández Quero, José, Vinuesa García, David, García Fogeda, José Luis, Peregrina, José Antonio, Novella Mena, María, Hernández Gutiérrez, Cristina, Sanz Moreno, José, Pérez Tanoira, Ramón, Sierra Rodríguez, Rodrigo, Alonso Menchén, David, Gutiérrez García, Aida, Arranz Caso, Alberto, Cuadros González, Juan, Álvarez de Mon Soto, Melchor, Díaz de Brito Fernández, Vicente Ferrer, Sanmarti Vilamala, Montserrat, Gabarrell Pascuet, Aina, Molina Morant, Daniel, España Cueto, Sergio, Cámara Fernández, Jonathan, Sabater Gil, Albert, Muñoz López, Laura, Sáez Escolano, Paula, Bejarano Tello, Esperanza, Sempere Alcocer, Marco Antonio, Álvarez Martin, Salvador, De los Santos Gil, Ignacio, García-Fraile, Lucio, Sampedro Núñez, Miguel, Barrios Blandino, Ana, Rodríguez Franco, Carlos, Useros Brañas, Daniel, Villa Martí, Almudena, Oliver Ortega, Javier, Costanza Espiño Álvarez, Alexia, Sanz Sanz, Jesús, Rexach Fumaña, María, Abascal Cambras, Ivette, Pérez Jaén, Ana del Cielo, Sala Jofre, Clara, Casas Rodríguez, Susana, Tortajada Alamilla, Cecilia, Oltra, Carmina, Masiá Canuto, Mar, Gutiérrez Rodero, Félix, Ferrer Ribera, Ana, Bea Serrano, Carlos, Pedromingo Kus, Miguel, Garcinuño, María Ángeles, Fiorante, Silvana, Pérez Pinto, Sergio, Hernández Machín, Pilar, Alastrué Violeta, Alba, Fariñas Álvarez, María Carmen, González Rico, Claudia, Arnaiz de las Revillas, Francisco, Calvo, Jorge, Gozalo, Mónica, Mora Gómez, Francisco, Milagro Beamonte, Ana, Latorre-Millán, Miriam, Rezusta López, Antonio, Martínez Sapiña, Ana, Meije, Yolanda, Duarte Borges, Alejandra, Pareja Coca, Julia, Clemente Presas, Mercedes, Losa García, Juan Emilio, Vegas Serrano, Ana, Pérez-Rodríguez, M. Teresa, Pérez González, Alexandre, Belhassen-García, Moncef, Rodríguez-Alonso, Beatriz, López-Bernus, Amparo, Carbonell, Cristina, Torres Perea, Rafael, Cantón de Seoane, Juan, Alonso, Blanca, Kamal, Sara Lidia, Cajuela, Lucia, Roa, David, Cervero, Miguel, Oreja, Alberto, Avilés, Juan Pablo, Martín, Lidia, Pelegrín Senent, Iván, Rouco Esteves Marques, Rosana, Parra Ruiz, Jorge, Ramos Sesma, Violeta, Abadia Otero, Jessica, Salillas Hernando, Juan, Torres Sánchez del Arco, Robert, Torralba González de Suso, Miguel, Serrano Martínez, Alberto, Gilaberte Reyzábal, Sergio, Pacheco Martínez-Atienza, Marina, Liébana Gómez, Mónica, Fernández Rodríguez, Sara, Varela Plaza, Álvaro, Calvo Sánchez, Henar, Martínez Martín, Patricia, González- Ruano, Patricia, Malmierca Corral, Eduardo, Rábago Lorite, Isabel, Pérez-Monte Mínguez, Beatriz, García Flores, Ángeles, Comas Casanova, Pere, Sirisi, Merce, Rojas, Richard, Díaz de Tuesta del Arco, José Luis, Figueroa Cerón, Ruth, González Sarria, Ander, Alemán Valls, Remedios, Alonso Socas, María del Mar, Sanz Peláez, Oscar, Mohamed Ramírez, Karim, Riera Jaume, Melchor, Vilchez, Helem Haydee, Albertí, Francesc, Cañabate, Ana Isabel, Moreno Cuerda, Víctor J., Álvarez Kaelis, Silvia, Álvarez Zapatero, Beatriz, García García, Alejandro, Isaba Ares, Elena, Morcate Fernández, Covadonga, Pérez Rodríguez, Andrea, Ramos Merino, Lucía, Castelo Corral, Laura, Rodríguez Mahía, María, González Bardanca, Mónica, Sánchez Vidal, Efrén, Míguez Rey, Enrique, De la Torre Lima, Javier, García de Lomas Guerrero, José Mª, Morte, Elena, Loscos, Silvia, Camón, Ana, Gómez García, Lucía, Boix Palop, Lucia, Dietl Gómez-Luengo, Beatriz, Pedrola Gorrea, Iris, Blasco Claramunt, Amparo, López Mestanza, Cristina, Fraile Villarejo, Esther, Tosco Núñez, Tomás, Aroca Ferri, María, Algado Rabasa, José Tomas, Garijo Saiz, Ana María, Amador Prous, Concepción, Baño, Jesús Rodriguez, Retamar, Pilar, Valiente, Adoración, López-Cortés, Luis E., Sojo, Jesús, Gutiérrez-Gutiérrez, Belén, Bravo-Ferrer, José, Salamanca, Elena, Palacios, Zaira R., Pérez-Palacios, Patricia, Peral, Enrique, Pérez de León, José Antonio, Sánchez-Gómez, Jesús, Marín-Barrera, Lucía, García-Jiménez, Domingo, Carratalà, Jordi, Abelenda-Alonso, Gabriela, Ardanuy, Carmen, Bergas, Alba, Cuervo, Guillermo, Domínguez, María Ángeles, Fernández-Huerta, Miguel, Gudiol, Carlota, Lorenzo-Esteller, Laia, Niubó, Jordi, Pérez-Recio, Sandra, Podzamczer, Daniel, Pujol, Miquel, Rombauts, Alexander, Trullen, Núria, Salavert Lletí, Miguel, Castro Hernández, Iván, Hernández Belmonte, Adriana, Martínez Goñi, Raquel, Navarro Vilasaró, Marta, Calzado Isbert, Sonia, Cervantes García, Manuel, Gomila Grange, Aina, Gasch Blasi, Oriol, Machado Sicilia, María Luisa, Van den Eynde Otero, Eva, Falgueras López, Luis, Navarro Sáez, María del Carmen, Martínez, Esteban, Marcos, Mª Ángeles, Mosquera, Mar, Blanco, José Luis, Laguno, Montserrat, Rojas, Jhon, González-Cordón, Ana, Inciarte, Alexy, Torres, Berta, De la Mora, Lorena, Soriano, Alex, Martínez Macias, Olalla, Pérez Doñate, Virginia, Cabello Úbeda, Alfonso, Carrasco Antón, Nerea, Álvarez Álvarez, Beatriz, Petkova Saiz, Elizabet, Górgolas Hernández-Mora, Miguel, Prieto Pérez, Laura, Carrillo Acosta, Irene, Heili Frades, Sara, Villar Álvarez, Felipe, Fernández Roblas, Ricardo, Milicua Muñoz, José María, Fernández Espinilla, Virginia, Dueñas Gutiérrez, Carlos Jesús, Hernán García, Cristina, González-Romo, Fernando, Merino Amador, Paloma, Rueda López, Alba, Martínez Jordán, Jorge, Medrano Pardo, Sara, Díaz de la Torre, Irene, Posada Franco, Yolanda, Delgado-Iribarren, Alberto, López-Contreras González, Joaquín, Pascual Alonso, Pablo, Pomar Solchaga, Virginia, Rabella García, Nuria, Benito Hernández, Natividad, Domingo Pedrol, Pere, Bonfill Cosp, Xavier, Padrós Selma, Rafael, Puig Campmany, Mireia, Mancebo Cortés, Jordi, Gurguí Ferrer, Mercè, Íñigo Pestaña, Melania, Pérez García, Alejandra, Sorní Moreno, Patricia, Izko Gartzia, Nora, Membrillo de Novales, Francisco Javier, Simón Sacristán, María, Zamora Cintas, Maribel, Martínez Martínez, Yolanda, Fernández-González, Pablo, Alcántara Nicolás, Francisco, Aguirre Vila-Cora, Alejandro, López Tizón, Elena, Ramírez-Olivencia, Germán, Estébanez Muñoz, Miriam, Sáez de Adana Arróniz, Ester, Portu Zapirain, Joseba, Gainzarain Arana, Juan Carlos, Ortiz de Zárate Ibarra, Zuriñe, Moran Rodríguez, Miguel Ángel, Canut Blasco, Andrés, Hernáez Crespo, Silvia, Balerdi Sarasola, Leire, Morales García, Cristina, Corral Saracho, Miguel, Valcarce González, Zeltia, Arenal Andrés, Noelia, Rodríguez Tarazona, Raquel Elisa, Iglesias Llorente, Laura, Loureiro Rodríguez, Beatriz, Sánchez Montalvá, Adrián, Espinosa Pereiro, Juan, Almirante, Benito, Miarons, Marta, Sellarés, Júlia, Larrosa, María, García, Sonia, Marzo, Blanca, Villamarín, Miguel, Fernández, Nuria, Pérez-Jorge Peremarch, Conchita, Resino Foz, Elena, Espigares Correa, Andrea, Álvarez de Espejo Montiel, Teresa, Navas Clemente, Iván, Quijano Contreras, María Isabel, Nieto Fernández del Campo, Luis Alberto, Jiménez Álvarez, Guillermo, Guillamón Sánchez, Mercedes, García García, Josefina, Muñoz Hornero, Constanza, Mariño Callejo, Ana, Valcarce Pardeiro, Nieves, Smithson Amat, Alex, Chico Chumillas, Cristina, Sánchez Serrano, Adriana, García Villalba, Eva Pilar, Jiménez Martínez, Isabel, Estrada Fernández, Guillermo, Lorén Vargas, María, Parra Arribas, Nuria, Martínez Cilleros, Carmen, Villasante de la Puente, Aránzazu, García Delange, Teresa, Ruiz Rodríguez, María José, Robledo del Prado, Marta, Abad Almendro, Juan Carlos, Muñoz del Rey, José Román, Jiménez Álvaro, Montaña, Coy Coy, Javier, Poquet Catala, Inmaculada, Santos Peña, Marta, Naranjo Velasco, Virginia, Manso Gómez, Tamara, Quilez Ágreda, Delia, Barbeito Castiñeiras, Gema, Domínguez Santalla, María Jesús, Mao Martín, Laura, Alonso Navarro, Rodrigo, Ampuero Martinich, Jose David, Barrós González, Raquel, Galindo Martín, María Aránzazu, Herrera Pacheco, Lourdes, Martínez Avilés, Rocío, Rodrigo González, Sara, Rodríguez Leal, Cristóbal Manuel, Romay Lema, Eva María, Suárez Gil, Roi, Ibarguren Pinilla, Maialen, Marimón Ortiz de Zárate, José María, Vidaur Tello, Loreto, Kortajarena Urkola, Xabier, García Gómez, Miriam, Aranguren Arostegui, Asier, Álvarez de Castro, Maria, Martínez Mateu, Cintia María, Rodríguez Gómez, Francisco, Muñoz Beamud, Francisco, Chamarro Martí, Elena, Cardona Rivera, Merce, Zakariya-Yousef Breval, Ismail, Rico Rodríguez, Marta, Llenas García, Jara, Sánchez Arenas, Mª Carmen, Fernández Cruz, Ana, Calderón Parra, Jorge, López Dosil, Marcos, Ramos Martínez, Antonio, Múñez Rubio, Elena, Callejas Díaz, Alejandro, Vázquez Comendador, José Manuel, Diego Yagüe, Itziar, Expósito Palomo, Esther, Anel Pedroche, Jorge, Álvarez Franco, Raquel, Fernández de Orueta, Lucía, Vates Gómez, Roberto, Cardona Arias, Andrés Felipe, Marguenda Contreras, Pablo, Gaspar Alonso-Vega, Gabriel, Aranda Rife, Elena María, Martínez Cifre, Blanca, Roger Zapata, Daniel, Martín Rubio, Irene, Barbosa Ventura, André, Piñero, Iván, Bahamonde Carrasco, Alberto, Runza Buznego, Paula, Talavera García, Eva, Lamata Subero, Marta, Urrutia Losada, Ainhoa, Arteche Eguizabal, Lorea, Delgado Sánchez, Elisabet, Molina Peinado, Virginia, Caro Bragado, Sarah, Domínguez de Pablos, Gema, Roldán Fontana, Carolina, Herrero Rodríguez, Carmen, Force Sanmartín, Luis, Aranega, Raquel, Mera Fidalgo, Arantzazu, Toda Savall, María Roca, Merchante Gutiérrez, Nicolas, León Jiménez, Eva María, Del Pozo, José Luís, Serralta Buades, Josefa, Cabrera Tejada, Ginger Giorgiana, Fernández-Ruiz, Mario, Aguado, José María, Maestro de la Calle, Guillermo, Cisneros, José Miguel, Pachón, Jerónimo, Aguilar-Guisado, Manuela, Aldabó, Teresa, Avilés, María Dolores, Bueno, Claudio, Cordero-Matía, Elisa, Escoresca, Ana, Gálvez-Benítez, Lydia, Infante, Carmen, Martín, Guillermo, Praena, Julia, Roca, Cristina, Salamanca, Celia, Suárez-Benjumea, Alejandro, Vizcarra, Pilar, Quereda, Carmen, Rodriguez Dominguez, Mario José, Gioia, Francesca, Norman, Francesca, Del Campo, Santos, Cantón Moreno, Rafael, Oteo Revuelta José, Antonio, Santibáñez Sáenz, Paula, Cervera Acedo, Cristina, Ruiz Martínez, Carlos, Blanco Ramos, José R., Azcona Gutiérrez, José M., García García, Concepción, Alba Fernández, Jorge, Ibarra Cucalón, Valvanera, San Franco, Mercedes, Metola Sacristán, Luis, Meijide Míguez, Héctor, Paulos Viñas, Silvia, Menéndez, Justo, Villares Fernández, Paula, Montes Andújar, Lara, Navarro Batet, Álvaro, Ferrer Santolaria, Anna, Padilla Salazar, María de la Luz, Abella Vázquez, Lucy, Hayek Peraza, Marcelino, García Pardo, Antonio, Hernández Carballo, Carolina, Ruiz Fernández, Andrés Javier, Barrio López, Isabel, Martakoush, Alí, Rojas-Vieyra, Agustín, García Calvo, Sonia, Villarreal García-Lomas, Mercedes, Vizcaíno Callejón, Marta, García García, María Pilar, Lérida Urteaga, Ana, Carrasco Fons, Natalia, María Sanjuan, Beatriz, Martín González, Lydia, Sanz Zamudio, Camilo, Jarrín, Inmaculada, Alejos, Belén, Moreno, Cristina, Rava, Marta, Iniesta, Carlos, Izquierdo, Rebeca, Suárez-García, Inés, Díaz, Asunción, Ruiz-Alguero, Marta, Hernando, Victoria, Rodríguez-Baño, Jesús, Yllescas, María, and Arriba, José Ramón

Published
2020
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42. Toward photothermal damage detection during laser osteotomy using optical coherence tomography

Author

Grava Aikaterina, Hamidi Arsham, Gonzalez-Jimenez Alvaro, Bayhaqi Yakub A., Navarini Alexander A., Cattin Philippe C., and Canbaz Ferda

Subjects
Physics, QC1-999
Abstract

Feedback systems have been utilized to reduce the possible thermal side effects of lasers for surgery by means of temperature monitoring to control irrigation systems. In this study, we investigated the potential application of optical coherence tomography as a means of detecting bone dehydration status. We investigated the penetration depth of the OCT laser and its respective relation to the hydration status of bone. A deep-learning method was utilized to differentiate between different levels of water content in bone tissue (fresh/hydrated, dehydrated, and carbonized) based on the OCT images. The proposed model achieved an accuracy of 0.912 on an independent test set, demonstrating its ability to accurately predict the state of the bone considering these three conditions. We believe this method can potentially accelerate the detection of dehydration during laser surgery, improving the safety of using lasers with real-time feedback.

Published
2023
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47. Design Patterns for Efficient Solutions to NP-Complete Problems in Membrane Computing

Author

Romero-Jiménez, Álvaro, Orellana-Martín, David, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Graciani, Carmen, editor, Riscos-Núñez, Agustín, editor, Păun, Gheorghe, editor, Rozenberg, Grzegorz, editor, and Salomaa, Arto, editor

Published
2018
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