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367 results on '"Serra, Isabel"'

1. The brevity law as a scaling law, and a possible origin of Zipf's law for word frequencies

Author

Corral, Alvaro and Serra, Isabel

Subjects
Physics - Physics and Society, Nonlinear Sciences - Adaptation and Self-Organizing Systems, Physics - Data Analysis, Statistics and Probability
Abstract

An important body of quantitative linguistics is constituted by a series of statistical laws about language usage. Despite the importance of these linguistic laws, some of them are poorly formulated, and, more importantly, there is no unified framework that encompasses all them. This paper presents a new perspective to establish a connection between different statistical linguistic laws. Characterizing each word type by two random variables, length (in number of characters) and absolute frequency, we show that the corresponding bivariate joint probability distribution shows a rich and precise phenomenology, with the type-length and the type-frequency distributions as its two marginals, and the conditional distribution of frequency at fixed length providing a clear formulation for the brevity-frequency phenomenon. The type-length distribution turns out to be well fitted by a gamma distribution (much better than with the previously proposed lognormal), and the conditional frequency distributions at fixed length display power-law-decay behavior with a fixed exponent $\alpha\simeq 1.4$ and a characteristic-frequency crossover that scales as an inverse power $\delta\simeq 2.8$ of length, which implies the fulfilment of a scaling law analogous to those found in the thermodynamics of critical phenomena. As a by-product, we find a possible model-free explanation for the origin of Zipf's law, which should arise as a mixture of conditional frequency distributions governed by the crossover length-dependent frequency., Comment: Submitted to special issue on Information Theory and Language

Published
2019
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2. Time window to constrain the corner value of the global seismic-moment distribution

Author

Corral, Alvaro and Serra, Isabel

Subjects
Physics - Data Analysis, Statistics and Probability, Physics - Geophysics
Abstract

It is well accepted that, at the global scale, the Gutenberg-Richter (GR) law describing the distribution of earthquake magnitude or seismic moment has to be modified at the tail to properly account for the most extreme events. It is debated, though, how much additional time of earthquake recording will be necessary to properly constrain this tail. Using the global CMT catalog, we study how three modifications of the GR law that incorporate a corner-value parameter are compatible with the size of the largest observed earthquake in a given time window. Current data lead to a rather large range of parameter values (e.g., corner magnitude from 8.6 to 10.2 for the so-called tapered GR distribution). Updating this estimation in the future will strongly depend on the maximum magnitude observed, but, under reasonable assumptions, the range will be substantially reduced by the end of this century, contrary to claims in previous literature., Comment: Virtually accepted for publication

Published
2019
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3. The distinct flavors of Zipf's law in the rank-size and in the size-distribution representations, and its maximum-likelihood fitting

Author

Corral, Alvaro, Serra, Isabel, and Ferrer-i-Cancho, Ramon

Subjects
Physics - Data Analysis, Statistics and Probability, Nonlinear Sciences - Adaptation and Self-Organizing Systems
Abstract

In the last years, researchers have realized the difficulties of fitting power-law distributions properly. These difficulties are higher in Zipf's systems, due to the discreteness of the variables and to the existence of two representations for these systems, i.e., two versions about which is the random variable to fit. The discreteness implies that a power law in one of the representations is not a power law in the other, and vice versa. We generate synthetic power laws in both representations and apply a state-of-the-art fitting method (based on maximum-likelihood plus a goodness-of-fit test) for each of the two random variables. It is important to stress that the method does not fit the whole distribution, but the tail, understood as the part of a distribution above a cut-off that separates non-power-law behavior from power-law behavior. We find that, no matter which random variable is power-law distributed, the rank-size representation is not adequate for fitting, whereas the representation in terms of the distribution of sizes leads to the recovery of the simulated exponents, may be with some bias.

Published
2019
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4. Universality of power-law exponents by means of maximum likelihood estimation

Author

Navas-Portella, Víctor, González, Álvaro, Serra, Isabel, Vives, Eduard, and Corral, Álvaro

Subjects
Physics - Data Analysis, Statistics and Probability, Statistics - Applications
Abstract

Power-law type distributions are extensively found when studying the behaviour of many complex systems. However, due to limitations in data acquisition, empirical datasets often only cover a narrow range of observation, making it difficult to establish power-law behaviour unambiguously. In this work we present a statistical procedure to merge different datasets with the aim of obtaining a broader fitting range for the statistics of different experiments or observations of the same system or the same universality class. This procedure is applied to the Gutenberg-Richter law for earthquakes and for synthetic earthquakes (acoustic emission events) generated in the laboratory: labquakes. Different earthquake catalogs have been merged finding a Gutenberg-Ricther law holding for more than eight orders of magnitude in seismic moment. The value of the exponent of the energy distribution of labquakes depends on the material used in the compression experiments. By means of the procedure exposed in this manuscript, it has been found that the Gutenberg-Richter law for earthquakes and charcoal labquakes can be characterized by the same power-law exponent., Comment: 14 pages, 4 figures

Published
2019
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5. FRI-219-YI Recompensation and liver function improvement in patients with decompensated cirrhosis due to metabolic-dysfunction associated steatotic liver disease (MASLD): a retrospective cohort study

Author

Jiménez-Masip, Alba, primary, Broquetas, Teresa, additional, Bassegoda, Octavi, additional, Martínez, Sergio Muñoz, additional, Serra, Isabel, additional, Rojo, Diego, additional, Soria, Anna, additional, Maimouni, Cautar El, additional, Carrión, Jose A., additional, Ginès, Pere, additional, Genesca, Joan, additional, Graupera, Isabel, additional, and Pericàs, Juan Manuel, additional

Published
2024
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6. Increasing power-law range in avalanche amplitude and energy distributions

Author

Navas-Portella, Víctor, Serra, Isabel, Corral, Álvaro, and Vives, Eduard

Subjects
Condensed Matter - Statistical Mechanics
Abstract

Power-law type probability density functions spanning several orders of magnitude are found for different avalanche properties. We propose a methodology to overcome empirical constrains that limit the power-law range for the distributions of different avalanche observables like amplitude, energy, duration or size. By considering catalogs of events that cover different observation windows, maximum likelihood estimation of a global power-law exponent is computed. This methodology is applied to amplitude and energy distributions of acoustic emission avalanches in failure-under- compression experiments of a nanoporous silica glass, finding in some cases global exponents in an unprecedented broad range: 4.5 decades for amplitudes and 9.5 decades for energies. In the later case, however, strict statistical analysis suggests experimental limitations might alter the power-law behavior., Comment: 23 pages, 7 figures

Published
2017
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9. Experience of the Spanish Group for Hematopoietic Transplantation (GETMON-GETH) in allogenic Hematopoietic stem cell Transplantation in Philadelphia acute lymphoblastic leukemia

Author

Galán Gómez, Víctor, de la Fuente Regaño, Lydia, Rodríguez Villa, Antonia, Díaz de Heredia Rubio, Cristina, González Vicent, Marta, Badell Serra, Isabel, María Fernández, José, Isabel Pascual Martínez, Antonia, María Pérez Hurtado, José, López Duarte, Mónica, Soledad Maldonado Regalado, M., and Pérez-Martínez, Antonio

Published
2022
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10. Validation and utility of ARDS subphenotypes identified by machine-learning models using clinical data: an observational, multicohort, retrospective analysis

Author

Rios, Fernando, Van Haren, Frank, Sottiaux, T, Lora, Fredy S, Azevedo, Luciano C, Depuydt, P, Fan, Eddy, Bugedo, Guillermo, Qiu, Haibo, Gonzalez, Marcos, Silesky, Juan, Cerny, Vladimir, Nielsen, Jonas, Jibaja, Manuel, Pham, Tài, Wrigge, Hermann, Matamis, Dimitrios, Ranero, Jorge Luis, Hashemian, S. M, Amin, Pravin, Clarkson, Kevin, Bellani, Giacomo, Kurahashi, Kiyoyasu, Villagomez, Asisclo, Zeggwagh, Amine Ali, Heunks, Leo M, Laake, Jon Henrik, Palo, Jose Emmanuel, do Vale Fernandes, Antero, Sandesc, Dorel, Arabi, Yaasen, Bumbasierevic, Vesna, Nin, Nicolas, Lorente, Jose A, Larsson, Anders, Piquilloud, Lise, Abroug, Fekri, McAuley, Daniel F, McNamee, Lia, Hurtado, Javier, Bajwa, Ed, Démpaire, Gabriel, Francois, Guy M, Sula, Hektor, Nunci, Lordian, Cani, Alma, Zazu, Alan, Dellera, Christian, Insaurralde, Carolina S, Alejandro, Risso V, Daldin, Julio, Vinzio, Mauricio, Fernandez, Ruben O, Cardonnet, Luis P, Bettini, Lisandro R, Bisso, Mariano Carboni, Osman, Emilio M, Setten, Mariano G, Lovazzano, Pablo, Alvarez, Javier, Villar, Veronica, Milstein, Cesar, Pozo, Norberto C, Grubissich, Nicolas, Plotnikow, Gustavo A, Vasquez, Daniela N, Ilutovich, Santiago, Tiribelli, Norberto, Chena, Ariel, Pellegrini, Carlos A, Saenz, María G, Estenssoro, Elisa, Brizuela, Matias, Gianinetto, Hernan, Gomez, Pablo E, Cerrato, Valeria I, Bezzi, Marco G, Borello, Silvina A, Loiacono, Flavia A, Fernandez, Adriana M, Knowles, Serena, Reynolds, Claire, Inskip, Deborah M, Miller, Jennene J, Kong, Jing, Whitehead, Christina, Bihari, Shailesh, Seven, Aylin, Krstevski, Amanda, Rodgers, Helen J, Millar, Rebecca T, Mckenna, Toni E, Bailey, Irene M, Hanlon, Gabrielle C, Aneman, Anders, Lynch, Joan M, Azad, Raman, Neal, John, Woods, Paul W, Roberts, Brigit L, Kol, Mark R, Wong, Helen S, Riss, Katharina C, Staudinger, Thomas, Wittebole, Xavier, Berghe, Caroline, Bulpa, Pierre A, Dive, Alain M, Verstraete, Rik, Lebbinck, Herve, Depuydt, Pieter, Vermassen, Joris, Meersseman, Philippe, Ceunen, Helga, Rosa, Jonas I, Beraldo, Daniel O, Piras, Claudio, Ampinelli, Adenilton M R, Nassar Jr, Antonio P, Mataloun, Sergio, Moock, Marcelo, Thompson, Marlus M, Gonçalves, Claudio H, Antônio, Ana Carolina P, Ascoli, Aline, Biondi, Rodrigo S, Fontenele, Danielle C, Nobrega, Danielle, Sales, Vanessa M, Shindhe, Suresh, Ismail, Dk Maizatul Aiman B Pg Hj, Laffey, John, Beloncle, Francois, Davies, Kyle G, Cirone, Rob, Manoharan, Venika, Ismail, Mehvish, Goligher, Ewan C, Jassal, Mandeep, Nishikawa, Erin, Javeed, Areej, Curley, Gerard, Rittayamai, Nuttapol, Parotto, Matteo, Ferguson, Niall D, Mehta, Sangeeta, Knoll, Jenny, Pronovost, Antoine, Canestrini, Sergio, Bruhn, Alejandro R, Garcia, Patricio H, Aliaga, Felipe A, Farías, Pamela A, Yumha, Jacob S, Ortiz, Claudia A, Salas, Javier E, Saez, Alejandro A, Vega, Luis D, Labarca, Eduardo F, Martinez, Felipe T, Carreño, Nicolás G, Lora, Pilar, Liu, Haitao, Liu, Ling, Tang, Rui, Luo, Xiaoming, An, Youzhong, Zhao, Huiying, Gao, Yan, Zhai, Zhe, Ye, Zheng L, Wang, Wei, Li, Wenwen, Li, Qingdong, Zheng, Ruiqiang, Yu, Wenkui, Shen, Juanhong, Li, Xinyu, Yu, Tao, Lu, Weihua, Wu, Ya Q, Huang, Xiao B, He, Zhenyang, Lu, Yuanhua, Han, Hui, Zhang, Fan, Sun, Renhua, Wang, Hua X, Qin, Shu H, Zhu, Bao H, Zhao, Jun, Liu, Jian, Li, Bin, Liu, Jing L, Zhou, Fa C, Li, Qiong J, Zhang, Xing Y, Li-Xin, Zhou, Xin-Hua, Qiang, Jiang, Liangyan, Gao, Yuan N, Zhao, Xian Y, Li, Yuan Y, Li, Xiao L, Wang, Chunting, Yao, Qingchun, Yu, Rongguo, Chen, Kai, Shao, Huanzhang, Qin, Bingyu, Huang, Qing Q, Zhu, Wei H, Hang, Ai Y, Hua, Ma X, Li, Yimin, Xu, Yonghao, Di, Yu D, Ling, Long L, Qin, Tie H, Wang, Shou H, Qin, Junping, Han, Yi, Zhou, Suming, Vargas, Monica P, Silesky Jimenez, Juan I, González Rojas, Manuel A, Solis-Quesada, Jaime E, Ramirez-Alfaro, Christian M, Máca, Jan, Sklienka, Peter, Gjedsted, Jakob, Christiansen, Aage, Villamagua, Boris G, Llano, Miguel, Burtin, Philippe, Buzancais, Gautier, Beuret, Pascal, Pelletier, Nicolas, Mortaza, Satar, Mercat, Alain, Chelly, Jonathan, Jochmans, Sébastien, Terzi, Nicolas, Daubin, Cédric, Carteaux, Guillaume, de Prost, Nicolas, Chiche, Jean-Daniel, Daviaud, Fabrice, Pham, Tai, Fartoukh, Muriel, Barberet, Guillaume, Biehler, Jerome, Dellamonica, Jean, Doyen, Denis, Arnal, Jean-Michel, Briquet, Anais, Hraiech, Sami, Papazian, Laurent, Follin, Arnaud, Roux, Damien, Messika, Jonathan, Kalaitzis, Evangelos, Dangers, Laurence, Combes, Alain, Au, Siu-Ming, Béduneau, Gaetan, Carpentier, Dorothée, Zogheib, Elie H, Dupont, Herve, Ricome, Sylvie, Santoli, Francesco L, Besset, Sebastien L, Michel, Philippe, Gelée, Bruno, Danin, Pierre-Eric, Goubaux, Bernard, Crova, Philippe J, Phan, Nga T, Berkelmans, Frantz, Badie, Julio C, Tapponnier, Romain, Gally, Josette, Khebbeb, Samy, Herbrecht, Jean-Etienne, Schneider, Francis, Declercq, Pierre-Louis M, Rigaud, Jean-Philippe, Duranteau, Jacques, Harrois, Anatole, Chabanne, Russell, Marin, Julien, Bigot, Charlene, Thibault, Sandrine, Ghazi, Mohammed, Boukhazna, Messabi, Ould Zein, Salem, Richecoeur, Jack R, Combaux, Daniele M, Grelon, Fabien, Le Moal, Charlene, Sauvadet, Elise P, Robine, Adrien, Lemiale, Virginie, Reuter, Danielle, Dres, Martin, Demoule, Alexandre, Goldgran-Toledano, Dany, Baboi, Loredana, Guérin, Claude, Lohner, Ralph, Kraßler, Jens, Schäfer, Susanne, Zacharowski, Kai D, Meybohm, Patrick, Reske, Andreas W, Simon, Philipp, Hopf, Hans-Bernd F, Schuetz, Michael, Baltus, Thomas, Papanikolaou, Metaxia N, Papavasilopoulou, Theonymfi G, Zacharas, Giannis A, Ourailogloy, Vasilis, Mouloudi, Eleni K, Massa, Eleni V, Nagy, Eva O, Stamou, Electra E, Kiourtzieva, Ellada V, Oikonomou, Marina A, Avila, Luis E, Cortez, Cesar A, Citalán, Johanna E, Jog, Sameer A, Sable, Safal D, Shah, Bhagyesh, Gurjar, Mohan, Baronia, Arvind K, Memon, Mohammedfaruk, Muthuchellappan, Radhakrishnan, Ramesh, Venkatapura J, Shenoy, Anitha, Unnikrishnan, Ramesh, Dixit, Subhal B, Rhayakar, Rachana V, Ramakrishnan, Nagarajan, Bhardwaj, Vallish K, Mahto, Heera L, Sagar, Sudha V, Palaniswamy, Vijayanand, Ganesan, Deeban, Mohammadreza Hashemian, Seyed, Jamaati, Hamidreza, Heidari, Farshad, Meaney, Edel A, Nichol, Alistair, Knapman, Karl M, O'Croinin, Donall, Dunne, Eimhin S, Breen, Dorothy M, Clarkson, Kevin P, Jaafar, Rola F, Dwyer, Rory, Amir, Fahd, Ajetunmobi, Olaitan O, O'Muircheartaigh, Aogan C, Black, Colin S, Treanor, Nuala, Collins, Daniel V, Altaf, Wahid, Zani, Gianluca, Fusari, Maurizio, Spadaro, Savino, Volta, Carlo A, Graziani, Romano, Brunettini, Barbara, Palmese, Salvatore, Formenti, Paolo, Umbrello, Michele, Lombardo, Andrea, Pecci, Elisabetta, Botteri, Marco, Savioli, Monica, Protti, Alessandro, Mattei, Alessia, Schiavoni, Lorenzo, Tinnirello, Andrea, Todeschini, Manuel, Giarratano, Antonino, Cortegiani, Andrea, Sher, Sara, Rossi, Anna, Antonelli, Massimo M, Montini, Luca M, Casalena, Paolo, Scafetti, Sergio, Panarello, Giovanna, Occhipinti, Giovanna, Patroniti, Nicolò, Pozzi, Matteo, Biscione, Roberto R, Poli, Michela M, Raimondi, Ferdinando, Albiero, Daniela, Crapelli, Giulia, Beck, Eduardo, Pota, Vincenzo, Schiavone, Vincenzo, Molin, Alexandre, Tarantino, Fabio, Monti, Giacomo, Frati, Elena, Mirabella, Lucia, Cinnella, Gilda, Fossali, Tommaso, Colombo, Riccardo, Terragni, Pierpaolo, Pattarino, Ilaria, Mojoli, Francesco, Braschi, Antonio, Borotto, Erika E, Cracchiolo, Andrea N, Palma, Daniela M, Raponi, Francesco, Foti, Giuseppe, Vascotto, Ettore R, Coppadoro, Andrea, Brazzi, Luca, Floris, Leda, Iotti, Giorgio A, Venti, Aaron, Yamaguchi, Osamu, Takagi, Shunsuke, Maeyama, Hiroki N, Watanabe, Eizo, Yamaji, Yoshihiro, Shimizu, Kazuyoshi, Shiozaki, Kyoko, Futami, Satoru, Ryosuke, Sekine, Saito, Koji, Kameyama, Yoshinobu, Ueno, Keiko, Izawa, Masayo, Okuda, Nao, Suzuki, Hiroyuki, Harasawa, Tomofumi, Nasu, Michitaka, Takada, Tadaaki, Ito, Fumihito, Nunomiya, Shin, Koyama, Kansuke, Abe, Toshikazu, Andoh, Kohkichi, Kusumoto, Kohei, Hirata, Akira, Takaba, Akihiro, Kimura, Hiroyasu, Matsumoto, Shuhei, Higashijima, Ushio, Honda, Hiroyuki, Aoki, Nobumasa, Imai, Hiroshi, Ogino, Yasuaki, Mizuguchi, Ichiko, Ichikado, Kazuya, Nitta, Kenichi, Mochizuki, Katsunori, Hashida, Tomoaki, Tanaka, Hiroyuki, Nakamura, Tomoyuki, Niimi, Daisuke, Ueda, Takeshi, Kashiwa, Yozo, Uchiyama, Akinori, Sabelnikovs, Olegs, Oss, Peteris, Haddad, Youssef, Liew, Kong Y, Ñamendys-Silva, Silvio A, Jarquin-Badiola, Yves D, Sanchez-Hurtado, Luis A, Gomez-Flores, Saira S, Marin, Maria C, Villagomez, Asisclo J, Lemus, Jordana S, Fierro, Jonathan M, Cervantes, Mavy Ramirez, Mejia, Francisco Javier Flores, Gonzalez, Daniel R, Dector, Dulce M, Estrella, Claudia R, Sanchez-Medina, Jorge R, Ramirez-Gutierrez, Alvaro, George, Fernando G, Aguirre, Janet S, Buensuseso, Juan A, Poblano, Manuel, Dendane, Tarek, Balkhi, Hicham, Elkhayari, Mina, Samkaoui, Nacer, Ezzouine, Hanane, Benslama, Abdellatif, Amor, Mourad, Maazouzi, Wajdi, Cimic, Nedim, Beck, Oliver, Bruns, Monique M, Schouten, Jeroen A, Rinia, Myra, Raaijmakers, Monique, Van Wezel, Hellen M, Heines, Serge J, Buise, Marc P, Simonis, Fabienne D, Schultz, Marcus J, Goodson, Jennifer C, rowne, Troy S B, Navarra, Leanlove, Hunt, Anna, Hutchison, Robyn A, Bailey, Mathew B, Newby, Lynette, Mcarthur, Colin, Kalkoff, Michael, Mcleod, Alex, Casement, Jonathan, Hacking, Danielle J, Andersen, Finn H, Dolva, Merete S, Laake, Jon H, Barratt-Due, Andreas, Noremark, Kim Andre L, Søreide, Eldar, Sjøbø, Brit Å, Guttormsen, Anne B, Yoshido, Hector H Leon, Aguilar, Ronald Zumaran, Oscanoa, Fredy A Montes, Alisasis, Alain U, Robles, Joanne B, Pasanting-Lim, Rossini Abbie B, Tan, Beatriz C, Andruszkiewicz, Pawel, Jakubowska, Karina, Cox, Cristina M, Alvarez, António M, Oliveira, Bruno S, Montanha, Gustavo M, Barros, Nelson C, Pereira, Carlos S, Messias, António M, Monteiro, Jorge M, Araujo, Ana M, Catorze, Nuno T, Marum, Susan M, Bouw, Maria J, Gomes, Rui M, Brito, Vania A, Castro, Silvia, Estilita, Joana M, Barros, Filipa M, Serra, Isabel M, Martinho, Aurelia M, Tomescu, Dana R, Marcu, Alexandra, Bedreag, Ovidiu H, Papurica, Marius, Corneci, Dan E, Negoita, Silvius Ioan, Grigoriev, Evgeny, Gritsan, Alexey I, Gazenkampf, Andrey A, Almekhlafi, Ghaleb, Albarrak, Mohamad M, Mustafa, Ghanem M, Maghrabi, Khalid A, Salahuddin, Nawal, Aisa, Tharwat M, Al Jabbary, Ahmed S, Tabhan, Edgardo, Arabi, Yaseen M, Trinidad, Olivia A, Al Dorzi, Hasan M, Tabhan, Edgardo E, Bolon, Stefan, Smith, Oliver, Mancebo, Jordi, Aguirre-Bermeo, Hernan, Lopez-Delgado, Juan C, Esteve, Francisco, Rialp, Gemma, Forteza, Catalina, De Haro, Candelaria, Artigas, Antonio, Albaiceta, Guillermo M, De Cima-Iglesias, Sara, Seoane-Quiroga, Leticia, Ceniceros-Barros, Alexandra, Ruiz-Aguilar, Antonio L, Claraco-Vega, Luis M, Soler, Juan Alfonso, Lorente, Maria del Carmen, Hermosa, Cecilia, Gordo, Federico, Prieto-González, Miryam, López-Messa, Juan B, Perez, Manuel P, Pere, Cesar P, Allue, Raquel Montoiro, Roche-Campo, Ferran, Ibañez-Santacruz, Marcos, Temprano, Susana, Pintado, Maria C, De Pablo, Raul, Gómez, Pilar Ricart Aroa, Ruiz, Silvia Rodriguez, Moles, Silvia Iglesias, Jurado, Mª Teresa, Arizmendi, Alfons, Piacentini, Enrique A, Franco, Nieves, Honrubia, Teresa, Perez Cheng, Meisy, Perez Losada, Elena, Blanco, Javier, Yuste, Luis J, Carbayo-Gorriz, Cecilia, Cazorla-Barranquero, Francisca G, Alonso, Javier G, Alda, Rosa S, Algaba, Ángela, Navarro, Gonzalo, Cereijo, Enrique, Diaz-Rodriguez, Esther, Marcos, Diego Pastor, Montero, Laura Alvarez, Para, Luis Herrera, Sanchez, Roberto Jimenez, Blasco Navalpotro, Miguel Angel, Abad, Ricardo Diaz, Montiel González, Raquel, Toribio, Dácil Parrilla, Castro, Alejandro G, Artiga, Maria Jose D, Penuelas, Oscar, Roser, Tomas P, Olga, Moreno F, Curto, Elena Gallego, Sánchez, Rocío Manzano, Imma, Vallverdu P, Elisabet, Garcia M, Claverias, Laura, Magret, Monica, Pellicer, Ana M, Rodriguez, Lucia L, Sánchez-Ballesteros, Jesús, González-Salamanca, Ángela, Jimenez, Antonio G, Huerta, Francisco P, Diaz, Juan Carlos J Sotillo, Lopez, Esther Bermejo, Moya, David D Llinares, Alfonso, Alec A Tallet, Eugenio Luis, Palazon Sanchez, Cesar, Palazon Sanchez, Rafael, Sánchez I, Virgilio, Corcoles G, Recio, Noelia N, Adamsson, Richard O, Rylander, Christian C, Holzgraefe, Bernhard, Broman, Lars M, Wessbergh, Joanna, Persson, Linnea, Schiöler, Fredrik, Kedelv, Hans, Tibblin, Anna Oscarsson, Appelberg, Henrik, Hedlund, Lars, Helleberg, Johan, Eriksson, Karin E, Glietsch, Rita, Larsson, Niklas, Nygren, Ingela, Nunes, Silvia L, Morin, Anna-Karin, Kander, Thomas, Adolfsson, Anne, Zender, Hervé O., Leemann-Refondini, Corinne, Elatrous, Souheil, Bouchoucha, Slaheddine, Chouchene, Imed, Ouanes, Islem, Ben Souissi, Asma, Kamoun, Salma, Demirkiran, Oktay, Aker, Mustafa, Erbabacan, Emre, Ceylan, Ilkay, Girgin, Nermin Kelebek, Ozcelik, Menekse, Ünal, Necmettin, Meco, Basak Ceyda, Akyol, Onat O, Derman, Suleyman S, Kennedy, Barry, Parhar, Ken, Srinivasa, Latha, McAuley, Danny, Steinberg, Jack, Hopkins, Phil, Mellis, Clare, Stansil, Frank, Kakar, Vivek, Hadfield, Dan, Brown, Christine, Vercueil, Andre, Bhowmick, Kaushik, Humphreys, Sally K, Ferguson, Andrew, Mckee, Raymond, Raj, Ashok S, Fawkes, Danielle A, Watt, Philip, Twohey, Linda, Thomas, Rajeev R Jha Matthew, Morton, Alex, Kadaba, Varsha, Smith, Mark J, Hormis, Anil P, Kannan, Santhana G, Namih, Miriam, Reschreiter, Henrik, Camsooksai, Julie, Kumar, Alek, Rugonfalvi, Szabolcs, Nutt, Christopher, Oneill, Orla, Seasman, Colette, Dempsey, Ged, Scott, Christopher J, Ellis, Helen E, Mckechnie, Stuart, Hutton, Paula J, Di Tomasso, Nora N, Vitale, Michela N, Griffin, Ruth O, Dean, Michael N, Cranshaw, Julius H, Willett, Emma L, Ioannou, Nicholas, Gillis, Sarah, Csabi, Peter, Macfadyen, Rosaleen, Dawson, Heidi, Preez, Pieter D, Williams, Alexandra J, Boyd, Owen, De Gordoa, Laura Ortiz-Ruiz, Bramall, Jon, Symmonds, Sophie, Chau, Simon K, Wenham, Tim, Szakmany, Tamas, Toth-Tarsoly, Piroska, Mccalman, Katie H, Alexander, Peter, Stephenson, Lorraine, Collyer, Thomas, Chapman, Rhiannon, Cooper, Raphael, Allan, Russell M, Sim, Malcolm, Wrathall, David W, Irvine, Donald A, Zantua, Kim S, Adams, John C, Burtenshaw, Andrew J, Sellors, Gareth P, Welters, Ingeborg D, Williams, Karen E, Hessell, Robert J, Oldroyd, Matthew G, Battle, Ceri E, Pillai, Suresh, Kajtor, Istvan, Sivashanmugave, Mageswaran, Okane, Sinead C, Donnelly, Adrian, Frigyik, Aniko D, Careless, Jon P, May, Martin M, Stewart, Richard, Trinder, T John, Hagan, Samantha J, Wise, Matt P, Cole, Jade M, MacFie, Caroline C, Dowling, Anna T, Nuñez, Edgardo, Pittini, Gustavo, Rodriguez, Ruben, Imperio, María C, Santos, Cristina, França, Ana G., Ebeid, Alejandro, Deicas, Alberto, Serra, Carolina, Uppalapati, Aditya, Kamel, Ghassan, Banner-Goodspeed, Valerie M, Beitler, Jeremy R, Mukkera, Satyanarayana Reddy, Kulkarni, Shreedhar, Lee, Jarone, Mesar, Tomaz, Shinn Iii, John O, Gomaa, Dina, Tainter, Christopher, Cowley, R Adams, Yeatts, Dale J, Warren, Jessica, Lanspa, Michael J, Miller, Russel R, Grissom, Colin K, Brown, Samuel M, Bauer, Philippe R, Gosselin, Ryan J, Kitch, Barrett T, Cohen, Jason E, Beegle, Scott H, Gueret, Renaud M, Tulaimat, Aiman, Choudry, Shazia, Stigler, William, Batra, Hitesh, Huff, Nidhi G, Lamb, Keith D, Oetting, Trevor W, Mohr, Nicholas M, Judy, Claine, Saito, Shigeki, Kheir, Fayez M, Schlichting, Adam B, Delsing, Angela, Elmasri, Mary, Crouch, Daniel R, Ismail, Dina, Blakeman, Thomas C, Dreyer, Kyle R, Baron, Rebecca M, Grijalba, Carolina Quintana, Hou, Peter C, Seethala, Raghu, Aisiku, Imo, Henderson, Galen, Frendl, Gyorgy, Hou, Sen-Kuang, Owens, Robert L, Schomer, Ashley, Bumbasirevic, Vesna, Jovanovic, Bojan, Surbatovic, Maja, Veljovic, Milic, Maddali, Manoj V, Churpek, Matthew, Rezoagli, Emanuele, Zhuo, Hanjing, Zhao, Wendi, He, June, Delucchi, Kevin L, Wang, Chunxue, Wickersham, Nancy, McNeil, J Brennan, Jauregui, Alejandra, Ke, Serena, Vessel, Kathryn, Gomez, Antonio, Hendrickson, Carolyn M, Kangelaris, Kirsten N, Sarma, Aartik, Leligdowicz, Aleksandra, Liu, Kathleen D, Matthay, Michael A, Ware, Lorraine B, Laffey, John G, Calfee, Carolyn S, and Sinha, Pratik

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2022
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11. Experiencia del Grupo Español de Trasplante Hematopoyético (GETMON-GETH) en el trasplante alogénico de progenitores hematopoyéticos en leucemia aguda linfoblástica Philadelphia

Author

Galán Gómez, Víctor, de la Fuente Regaño, Lydia, Rodríguez Villa, Antonia, Díaz de Heredia Rubio, Cristina, González Vicent, Marta, Badell Serra, Isabel, Fernández, José María, Pascual Martínez, Antonia Isabel, Pérez Hurtado, José María, López Duarte, Mónica, Maldonado Regalado, M. Soledad, and Pérez-Martínez, Antonio

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2022
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12. Maximum Likelihood Estimation of Power-Law Exponents for Testing Universality in Complex Systems

Author

Navas-Portella, Víctor, González, Álvaro, Serra, Isabel, Vives, Eduard, Corral, Álvaro, Formaggia, Luca, Editor-in-Chief, Pedregal, Pablo, Editor-in-Chief, Larson, Mats G., Series Editor, Martínez-Seara Alonso, Tere, Series Editor, Parés, Carlos, Series Editor, Pareschi, Lorenzo, Series Editor, Tosin, Andrea, Series Editor, Vázquez-Cendón, Elena, Series Editor, Zunino, Paolo, Series Editor, Font, Francesc, editor, and Myers, Tim G., editor

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2021
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13. Geoeconomic variations in epidemiology, ventilation management, and outcomes in invasively ventilated intensive care unit patients without acute respiratory distress syndrome: a pooled analysis of four observational studies

Author

Martinez, Amadeu, Leal, Livia, Jorge Pereira, Antonio, de Oliveira Maia, Marcelo, Neto, Josè Aires, Piras, Claudio, Caser, Eliana Bernadete, Moreira, Cora Lavigne, Braga Gusman, Pablo, Dalcomune, Dyanne Moysés, Ribeiro de Carvalho, Alexandre Guilherme, Gondim, Louise Aline Romão, Castelo Branco Reis, Lívia Mariane, da Cunha Ribeiro, Daniel, de Assis Simões, Leonardo, Campos, Rafaela Siqueira, Fernandez Versiani dos Anjos, José Carlos, Bruzzi Carvalho, Frederico, Alves, Rossine Ambrosio, Nunes, Lilian Batista, Réa-Neto, Álvaro, de Oliveira, Mirella Cristine, Tannous, Luana, Cardoso Gomes, Brenno, Rodriguez, Fernando Borges, Abelha, Priscila, Lugarinho, Marcelo E, Japiassu, Andre, de Melo, Hélder Konrad, Lopes, Elton Afonso, Varaschin, Pedro, de Souza Dantas, Vicente Cés, Freitas Knibel, Marcos, Ponte, Micheli, de Azambuja Rodrigues, Pedro Mendes, Costa Filho, Rubens Carmo, Saddy, Felipe, Wanderley Castellões, Théia Forny, Silva, Suzana Alves, Osorio, Luiz Antonio Gomes, Mannarino, Dora, Espinoza, Rodolfo, Righy, Cassia, Soares, Marcio, Salluh, Jorge, Tanaka, Lilian, Aragão, Daniel, Tavares, Maria Eduarda, Kehdi, Maura Goncalves Pereira, Rezende, Valéria Maria Campos, Carbonell, Roberto Carlos Cruz, Teixeira, Cassiano, de Oliveira, Roselaine Pinheiro, Maccari, Juçara Gasparetto, Castro, Priscylla Souza, Berto, Paula, Schwarz, Patricia, Torelly, André Peretti, Lisboa, Thiago, Moraes, Edison, Dal-Pizzol, Felipe, Tomasi Damiani, Cristiane, Ritter, Cristiane, Ferreira, Juliana Carvalho, Teixeira Costa, Ramon, Caruso, Pedro, Amendola, Cristina Prata, de Oliveira, Amanda Maria R R, Silva, Ulysses V A, Sanches, Luciana Coelho, Almeida, Rosana D S, Azevedo, Luciano Cesar, Park, Marcelo, Schettino, Guilherme, Assunção, Murillo Santucci, Silva, Eliezer, Barboza, Carlos Eduardo, Junior, Antonio Paulo Nassar, Marzocchi Tierno, Paulo Fernando G M, Malbouisson, Luis Marcelo, Oliveira, Lucas, Cristovao, Davi, Neto, Manoel Leitão, Rego, Ênio, Fernandes, Fernanda Eugênia, Romano, Marcelo Luz Pereira, Cavalcanti, Alexandre Biasi, de Souza Barros, Dalton, Suzumura, Érica Aranha, Meira, Karla Loureiro, de Oliveira, Gustavo Affonso, Luciano, Paula Menezes, Pacheco, Evelin Drociunas, Mazza, Bruno Franco, Machado, Flavia Ribeiro, Ferreira, Elaine, dos Santos, Ronaldo Batista, Colombo, Alexandra Siqueira, Nogueira, Antonio Carlos, Fernandes, Juliana Baroni, Nóbrega, Raquel Siqueira, do CS Martins, Barbara, Soriano, Francisco, Morsch, Rafaela Deczka, Nunes, Andre Luiz Baptiston, de Almeida, Juliano Pinheiro, Hajjar, Ludhmila, Moulin, Sílvia, Giannini, Fábio Poianas, Baptiston Nunes, Andre Luiz, Rios, Fernando, Van Haren, Frank, Sottiaux, T, Lora, Fredy S, Azevedo, Luciano C, Depuydt, P, Fan, Eddy, Bugedo, Guillermo, Qiu, Haibo, Gonzalez, Marcos, Silesky, Juan, Cerny, Vladimir, Nielsen, Jonas, Jibaja, Manuel, Pham, Tài, Wrigge, Hermann, Matamis, Dimitrios, Ranero, Jorge Luis, Hashemian, S M, Amin, Pravin, Clarkson, Kevin, Bellani, Giacomo, Kurahashi, Kiyoyasu, Villagomez, Asisclo, Zeggwagh, Amine Ali, Heunks, Leo M, Laake, Jon Henrik, Palo, Jose Emmanuel, do Vale Fernandes, Antero, Sandesc, Dorel, Arabi, Yaasen, Bumbasierevic, Vesna, Lorente, Jose A, Larsson, Anders, Piquilloud, Lise, Abroug, Fekri, McAuley, Daniel F, McNamee, Lia, Hurtado, Javier, Bajwa, Ed, Démpaire, Gabriel, Francois, Guy M, Sula, Hektor, Nunci, Lordian, Cani, Alma, Zazu, Alan, Dellera, Christian, Insaurralde, Carolina S, Alejandro, Risso V, Daldin, Julio, Vinzio, Mauricio, Fernandez, Ruben O, Cardonnet, Luis P, Bettini, Lisandro R, Bisso, Mariano Carboni, Osman, Emilio M, Setten, Mariano G, Lovazzano, Pablo, Alvarez, Javier, Villar, Veronica, Milstein, Cesar, Pozo, Norberto C, Grubissich, Nicolas, Plotnikow, Gustavo A, Vasquez, Daniela N, Ilutovich, Santiago, Tiribelli, Norberto, Chena, Ariel, Pellegrini, Carlos A, Saenz, María G, Estenssoro, Elisa, Brizuela, Matias, Gianinetto, Hernan, Gomez, Pablo E, Cerrato, Valeria I, Bezzi, Marco G, Borello, Silvina A, Loiacono, Flavia A, Fernandez, Adriana M, Knowles, Serena, Reynolds, Claire, Inskip, Deborah M, Miller, Jennene J, Kong, Jing, Whitehead, Christina, Bihari, Shailesh, Seven, Aylin, Krstevski, Amanda, Rodgers, Helen J, Millar, Rebecca T, Mckenna, Toni E, Bailey, Irene M, Hanlon, Gabrielle C, Aneman, Anders, Lynch, Joan M, Azad, Raman, Neal, John, Woods, Paul W, Roberts, Brigit L, Kol, Mark R, Wong, Helen S, Riss, Katharina C, Staudinger, Thomas, Wittebole, Xavier, Berghe, Caroline, Bulpa, Pierre A, Dive, Alain M, Verstraete, Rik, Lebbinck, Herve, Depuydt, Pieter, Vermassen, Joris, Meersseman, Philippe, Ceunen, Helga, Rosa, Jonas I, Beraldo, Daniel O, Ampinelli, Adenilton M R, Nassar Jr, Antonio P, Mataloun, Sergio, Moock, Marcelo, Thompson, Marlus M, Gonçalves, Claudio H, Antônio, Ana Carolina P, Ascoli, Aline, Biondi, Rodrigo S, Fontenele, Danielle C, Nobrega, Danielle, Sales, Vanessa M, Shindhe, Suresh, Ismail, Dk Maizatul Aiman B Pg Hj, Laffey, John, Beloncle, Francois, Davies, Kyle G, Cirone, Rob, Manoharan, Venika, Ismail, Mehvish, Goligher, Ewan C, Jassal, Mandeep, Nishikawa, Erin, Javeed, Areej, Curley, Gerard, Rittayamai, Nuttapol, Parotto, Matteo, Ferguson, Niall D, Mehta, Sangeeta, Knoll, Jenny, Pronovost, Antoine, Canestrini, Sergio, Bruhn, Alejandro R, Garcia, Patricio H, Aliaga, Felipe A, Farías, Pamela A, Yumha, Jacob S, Ortiz, Claudia A, Salas, Javier E, Saez, Alejandro A, Vega, Luis D, Labarca, Eduardo F, Martinez, Felipe T, Carreño, Nicolás G, Lora, Pilar, Liu, Haitao, Liu, Ling, Tang, Rui, Luo, Xiaoming, An, Youzhong, Zhao, Huiying, Gao, Yan, Zhai, Zhe, Ye, Zheng L, Wang, Wei, Li, Wenwen, Li, Qingdong, Zheng, Ruiqiang, Yu, Wenkui, Shen, Juanhong, Li, Xinyu, Yu, Tao, Lu, Weihua, Wu, Ya Q, Huang, Xiao B, He, Zhenyang, Lu, Yuanhua, Han, Hui, Zhang, Fan, Sun, Renhua, Wang, Hua X, Qin, Shu H, Zhu, Bao H, Zhao, Jun, Liu, Jian, Li, Bin, Liu, Jing L, Zhou, Fa C, Li, Qiong J, Zhang, Xing Y, Li-Xin, Zhou, Xin-Hua, Qiang, Jiang, Liangyan, Gao, Yuan N, Zhao, Xian Y, Li, Yuan Y, Li, Xiao L, Wang, Chunting, Yao, Qingchun, Yu, Rongguo, Chen, Kai, Shao, Huanzhang, Qin, Bingyu, Huang, Qing Q, Zhu, Wei H, Hang, Ai Y, Hua, Ma X, Li, Yimin, Xu, Yonghao, Di, Yu D, Ling, Long L, Qin, Tie H, Wang, Shou H, Qin, Junping, Han, Yi, Zhou, Suming, Vargas, Monica P, Silesky Jimenez, Juan I, González Rojas, Manuel A, Solis-Quesada, Jaime E, Ramirez-Alfaro, Christian M, Máca, Jan, Sklienka, Peter, Gjedsted, Jakob, Christiansen, Aage, Villamagua, Boris G, Llano, Miguel, Burtin, Philippe, Buzancais, Gautier, Beuret, Pascal, Pelletier, Nicolas, Mortaza, Satar, Mercat, Alain, Chelly, Jonathan, Jochmans, Sébastien, Terzi, Nicolas, Daubin, Cédric, Carteaux, Guillaume, de Prost, Nicolas, Chiche, Jean-Daniel, Daviaud, Fabrice, Pham, Tai, Fartoukh, Muriel, Barberet, Guillaume, Biehler, Jerome, Dellamonica, Jean, Doyen, Denis, Arnal, Jean-Michel, Briquet, Anais, Hraiech, Sami, Papazian, Laurent, Follin, Arnaud, Roux, Damien, Messika, Jonathan, Kalaitzis, Evangelos, Dangers, Laurence, Combes, Alain, Au, Siu-Ming, Béduneau, Gaetan, Carpentier, Dorothée, Zogheib, Elie H, Dupont, Herve, Ricome, Sylvie, Santoli, Francesco L, Besset, Sebastien L, Michel, Philippe, Gelée, Bruno, Danin, Pierre-Eric, Goubaux, Bernard, Crova, Philippe J, Phan, Nga T, Berkelmans, Frantz, Badie, Julio C, Tapponnier, Romain, Gally, Josette, Khebbeb, Samy, Herbrecht, Jean-Etienne, Schneider, Francis, Declercq, Pierre-Louis M, Rigaud, Jean-Philippe, Duranteau, Jacques, Harrois, Anatole, Chabanne, Russell, Marin, Julien, Bigot, Charlene, Thibault, Sandrine, Ghazi, Mohammed, Boukhazna, Messabi, Ould Zein, Salem, Richecoeur, Jack R, Combaux, Daniele M, Grelon, Fabien, Le Moal, Charlene, Sauvadet, Elise P, Robine, Adrien, Lemiale, Virginie, Reuter, Danielle, Dres, Martin, Demoule, Alexandre, Goldgran-Toledano, Dany, Baboi, Loredana, Guérin, Claude, Lohner, Ralph, Kraßler, Jens, Schäfer, Susanne, Zacharowski, Kai D, Meybohm, Patrick, Reske, Andreas W, Simon, Philipp, Hopf, Hans-Bernd F, Schuetz, Michael, Baltus, Thomas, Papanikolaou, Metaxia N, Papavasilopoulou, Theonymfi G, Zacharas, Giannis A, Ourailogloy, Vasilis, Mouloudi, Eleni K, Massa, Eleni V, Nagy, Eva O, Stamou, Electra E, Kiourtzieva, Ellada V, Oikonomou, Marina A, Avila, Luis E, Cortez, Cesar A, Citalán, Johanna E, Jog, Sameer A, Sable, Safal D, Shah, Bhagyesh, Gurjar, Mohan, Baronia, Arvind K, Memon, Mohammedfaruk, Muthuchellappan, Radhakrishnan, Ramesh, Venkatapura J, Shenoy, Anitha, Unnikrishnan, Ramesh, Dixit, Subhal B, Rhayakar, Rachana V, Ramakrishnan, Nagarajan, Bhardwaj, Vallish K, Mahto, Heera L, Sagar, Sudha V, Palaniswamy, Vijayanand, Ganesan, Deeban, Mohammadreza Hashemian, Seyed, Jamaati, Hamidreza, Heidari, Farshad, Meaney, Edel A, Nichol, Alistair, Knapman, Karl M, O'Croinin, Donall, Dunne, Eimhin S, Breen, Dorothy M, Clarkson, Kevin P, Jaafar, Rola F, Dwyer, Rory, Amir, Fahd, Ajetunmobi, Olaitan O, O'Muircheartaigh, Aogan C, Black, Colin S, Treanor, Nuala, Collins, Daniel V, Altaf, Wahid, Zani, Gianluca, Fusari, Maurizio, Spadaro, Savino, Volta, Carlo A, Graziani, Romano, Brunettini, Barbara, Palmese, Salvatore, Formenti, Paolo, Umbrello, Michele, Lombardo, Andrea, Pecci, Elisabetta, Botteri, Marco, Savioli, Monica, Protti, Alessandro, Mattei, Alessia, Schiavoni, Lorenzo, Tinnirello, Andrea, Todeschini, Manuel, Giarratano, Antonino, Cortegiani, Andrea, Sher, Sara, Rossi, Anna, Antonelli, Massimo M, Montini, Luca M, Casalena, Paolo, Scafetti, Sergio, Panarello, Giovanna, Occhipinti, Giovanna, Patroniti, Nicolò, Pozzi, Matteo, Biscione, Roberto R, Poli, Michela M, Raimondi, Ferdinando, Albiero, Daniela, Crapelli, Giulia, Beck, Eduardo, Pota, Vincenzo, Schiavone, Vincenzo, Molin, Alexandre, Tarantino, Fabio, Monti, Giacomo, Frati, Elena, Mirabella, Lucia, Cinnella, Gilda, Fossali, Tommaso, Colombo, Riccardo, Terragni, Pierpaolo, Pattarino, Ilaria, Mojoli, Francesco, Braschi, Antonio, Borotto, Erika E, Cracchiolo, Andrea N, Palma, Daniela M, Raponi, Francesco, Foti, Giuseppe, Vascotto, Ettore R, Coppadoro, Andrea, Brazzi, Luca, Floris, Leda, Iotti, Giorgio A, Venti, Aaron, Yamaguchi, Osamu, Takagi, Shunsuke, Maeyama, Hiroki N, Watanabe, Eizo, Yamaji, Yoshihiro, Shimizu, Kazuyoshi, Shiozaki, Kyoko, Futami, Satoru, Ryosuke, Sekine, Saito, Koji, Kameyama, Yoshinobu, Ueno, Keiko, Izawa, Masayo, Okuda, Nao, Suzuki, Hiroyuki, Harasawa, Tomofumi, Nasu, Michitaka, Takada, Tadaaki, Ito, Fumihito, Nunomiya, Shin, Koyama, Kansuke, Abe, Toshikazu, Andoh, Kohkichi, Kusumoto, Kohei, Hirata, Akira, Takaba, Akihiro, Kimura, Hiroyasu, Matsumoto, Shuhei, Higashijima, Ushio, Honda, Hiroyuki, Aoki, Nobumasa, Imai, Hiroshi, Ogino, Yasuaki, Mizuguchi, Ichiko, Ichikado, Kazuya, Nitta, Kenichi, Mochizuki, Katsunori, Hashida, Tomoaki, Tanaka, Hiroyuki, Nakamura, Tomoyuki, Niimi, Daisuke, Ueda, Takeshi, Kashiwa, Yozo, Uchiyama, Akinori, Sabelnikovs, Olegs, Oss, Peteris, Haddad, Youssef, Liew, Kong Y, Ñamendys-Silva, Silvio A, Jarquin-Badiola, Yves D, Sanchez-Hurtado, Luis A, Gomez-Flores, Saira S, Marin, Maria C, Villagomez, Asisclo J, Lemus, Jordana S, Fierro, Jonathan M, Cervantes, Mavy Ramirez, Mejia, Francisco Javier Flores, Gonzalez, Daniel R, Dector, Dulce M, Estrella, Claudia R, Sanchez-Medina, Jorge R, Ramirez-Gutierrez, Alvaro, George, Fernando G, Aguirre, Janet S, Buensuseso, Juan A, Poblano, Manuel, Dendane, Tarek, Balkhi, Hicham, Elkhayari, Mina, Samkaoui, Nacer, Ezzouine, Hanane, Benslama, Abdellatif, Amor, Mourad, Maazouzi, Wajdi, Cimic, Nedim, Beck, Oliver, Bruns, Monique M, Schouten, Jeroen A, Rinia, Myra, Raaijmakers, Monique, Van Wezel, Hellen M, Heines, Serge J, Buise, Marc P, Simonis, Fabienne D, Schultz, Marcus J, Goodson, Jennifer C, rowne, Troy S B, Navarra, Leanlove, Hunt, Anna, Hutchison, Robyn A, Bailey, Mathew B, Newby, Lynette, Mcarthur, Colin, Kalkoff, Michael, Mcleod, Alex, Casement, Jonathan, Hacking, Danielle J, Andersen, Finn H, Dolva, Merete S, Laake, Jon H, Barratt-Due, Andreas, Noremark, Kim Andre L, Søreide, Eldar, Sjøbø, Brit Å, Guttormsen, Anne B, Yoshido, Hector H Leon, Aguilar, Ronald Zumaran, Oscanoa, Fredy A Montes, Alisasis, Alain U, Robles, Joanne B, Pasanting-Lim, Rossini Abbie B, Tan, Beatriz C, Andruszkiewicz, Pawel, Jakubowska, Karina, Cox, Cristina M, Alvarez, António M, Oliveira, Bruno S, Montanha, Gustavo M, Barros, Nelson C, Pereira, Carlos S, Messias, António M, Monteiro, Jorge M, Araujo, Ana M, Catorze, Nuno T, Marum, Susan M, Bouw, Maria J, Gomes, Rui M, Brito, Vania A, Castro, Silvia, Estilita, Joana M, Barros, Filipa M, Serra, Isabel M, Martinho, Aurelia M, Tomescu, Dana R, Marcu, Alexandra, Bedreag, Ovidiu H, Papurica, Marius, Corneci, Dan E, Negoita, Silvius Ioan, Grigoriev, Evgeny, Gritsan, Alexey I, Gazenkampf, Andrey A, Almekhlafi, Ghaleb, Albarrak, Mohamad M, Mustafa, Ghanem M, Maghrabi, Khalid A, Salahuddin, Nawal, Aisa, Tharwat M, Al Jabbary, Ahmed S, Tabhan, Edgardo, Arabi, Yaseen M, Trinidad, Olivia A, Al Dorzi, Hasan M, Tabhan, Edgardo E, Bolon, Stefan, Smith, Oliver, Mancebo, Jordi, Aguirre-Bermeo, Hernan, Lopez-Delgado, Juan C, Esteve, Francisco, Rialp, Gemma, Forteza, Catalina, De Haro, Candelaria, Artigas, Antonio, Albaiceta, Guillermo M, De Cima-Iglesias, Sara, Seoane-Quiroga, Leticia, Ceniceros-Barros, Alexandra, Ruiz-Aguilar, Antonio L, Claraco-Vega, Luis M, Soler, Juan Alfonso, Lorente, Maria del Carmen, Hermosa, Cecilia, Gordo, Federico, Prieto-González, Miryam, López-Messa, Juan B, Perez, Manuel P, Pere, Cesar P, Allue, Raquel Montoiro, Roche-Campo, Ferran, Ibañez-Santacruz, Marcos, Temprano, Susana, Pintado, Maria C, De Pablo, Raul, Gómez, Pilar Ricart Aroa, Ruiz, Silvia Rodriguez, Moles, Silvia Iglesias, Jurado, Mª Teresa, Arizmendi, Alfons, Piacentini, Enrique A, Franco, Nieves, Honrubia, Teresa, Perez Cheng, Meisy, Perez Losada, Elena, Blanco, Javier, Yuste, Luis J, Carbayo-Gorriz, Cecilia, Cazorla-Barranquero, Francisca G, Alonso, Javier G, Alda, Rosa S, Algaba, Ángela, Navarro, Gonzalo, Cereijo, Enrique, Diaz-Rodriguez, 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Karin E, Glietsch, Rita, Larsson, Niklas, Nygren, Ingela, Nunes, Silvia L, Morin, Anna-Karin, Kander, Thomas, Adolfsson, Anne, Zender, Hervé O, Leemann-Refondini, Corinne, Elatrous, Souheil, Bouchoucha, Slaheddine, Chouchene, Imed, Ouanes, Islem, Ben Souissi, Asma, Kamoun, Salma, Demirkiran, Oktay, Aker, Mustafa, Erbabacan, Emre, Ceylan, Ilkay, Girgin, Nermin Kelebek, Ozcelik, Menekse, Ünal, Necmettin, Meco, Basak Ceyda, Akyol, Onat O, Derman, Suleyman S, Kennedy, Barry, Parhar, Ken, Srinivasa, Latha, McAuley, Danny, Steinberg, Jack, Hopkins, Phil, Mellis, Clare, Stansil, Frank, Kakar, Vivek, Hadfield, Dan, Brown, Christine, Vercueil, Andre, Bhowmick, Kaushik, Humphreys, Sally K, Ferguson, Andrew, Mckee, Raymond, Raj, Ashok S, Fawkes, Danielle A, Watt, Philip, Twohey, Linda, Thomas, Rajeev R Jha Matthew, Morton, Alex, Kadaba, Varsha, Smith, Mark J, Hormis, Anil P, Kannan, Santhana G, Namih, Miriam, Reschreiter, Henrik, Camsooksai, Julie, Kumar, Alek, Rugonfalvi, Szabolcs, Nutt, Christopher, Oneill, Orla, Seasman, Colette, Dempsey, Ged, Scott, Christopher J, Ellis, Helen E, Mckechnie, Stuart, Hutton, Paula J, Di Tomasso, Nora N, Vitale, Michela N, Griffin, Ruth O, Dean, Michael N, Cranshaw, Julius H, Willett, Emma L, Ioannou, Nicholas, Gillis, Sarah, Csabi, Peter, Macfadyen, Rosaleen, Dawson, Heidi, Preez, Pieter D, Williams, Alexandra J, Boyd, Owen, De Gordoa, Laura Ortiz-Ruiz, Bramall, Jon, Symmonds, Sophie, Chau, Simon K, Wenham, Tim, Szakmany, Tamas, Toth-Tarsoly, Piroska, Mccalman, Katie H, Alexander, Peter, Stephenson, Lorraine, Collyer, Thomas, Chapman, Rhiannon, Cooper, Raphael, Allan, Russell M, Sim, Malcolm, Wrathall, David W, Irvine, Donald A, Zantua, Kim S, Adams, John C, Burtenshaw, Andrew J, Sellors, Gareth P, Welters, Ingeborg D, Williams, Karen E, Hessell, Robert J, Oldroyd, Matthew G, Battle, Ceri E, Pillai, Suresh, Kajtor, Istvan, Sivashanmugave, Mageswaran, Okane, Sinead C, Donnelly, Adrian, Frigyik, Aniko D, Careless, Jon P, May, Martin M, Stewart, Richard, Trinder, T John, Hagan, Samantha J, Wise, Matt P, Cole, Jade M, MacFie, Caroline C, Dowling, Anna T, Nin, Nicolás, Nuñez, Edgardo, Pittini, Gustavo, Rodriguez, Ruben, Imperio, María C, Santos, Cristina, França, Ana G, Ebeid, Alejandro, Deicas, Alberto, Serra, Carolina, Uppalapati, Aditya, Kamel, Ghassan, Banner-Goodspeed, Valerie M, Beitler, Jeremy R, Mukkera, Satyanarayana Reddy, Kulkarni, Shreedhar, Lee, Jarone, Mesar, Tomaz, Shinn Iii, John O, Gomaa, Dina, Tainter, Christopher, Cowley, R Adams, Yeatts, Dale J, Warren, Jessica, Lanspa, Michael J, Miller, Russel R, Grissom, Colin K, Brown, Samuel M, Bauer, Philippe R, Gosselin, Ryan J, Kitch, Barrett T, Cohen, Jason E, Beegle, Scott H, Gueret, Renaud M, Tulaimat, Aiman, Choudry, Shazia, Stigler, William, Batra, Hitesh, Huff, Nidhi G, Lamb, Keith D, Oetting, Trevor W, Mohr, Nicholas M, Judy, Claine, Saito, Shigeki, Kheir, Fayez M, Schlichting, Adam B, Delsing, Angela, Elmasri, Mary, Crouch, Daniel R, Ismail, Dina, Blakeman, Thomas C, Dreyer, Kyle R, Baron, Rebecca M, Grijalba, Carolina Quintana, Hou, Peter C, Seethala, Raghu, Aisiku, Imo, Henderson, Galen, Frendl, Gyorgy, Hou, Sen-Kuang, Owens, Robert L, Schomer, Ashley, Bumbasirevic, Vesna, Jovanovic, Bojan, Surbatovic, Maja, Veljovic, Milic, Rodgers, Helen, Dixon, Barry, Smith, Roger, Kol, Mark, Wong, Helen, Schmid, Werner, Hermans, Greet, Bourgeois, Marc, Anquez, Nathalie, Decruyenaere, Johan, DeCrop, Luc, Neto, Ary Serpa, Souza dos Santos, Rafaella, Beraldo, Daniel, dos Santos, Moreno Calcagnotto, Pellegrini, Jose Augusto Santos, Oliveira, Vanessa, Munhoz, Carlos, Peçanha, Ana Carolina, da Silva Ramos, Fernando José, Maia, Israel, Bahl, Marina, Biondi, Rodrigo, Prado, Daniel, Pinto, Sérgio Felix, Salgado, Jean, Falcão, Luis Fernando, Macruz, Tiago, Ruas, Kessia, Mecatti, Giovana Colozza, Caser, Eliane Bernadete, Gava, Isabela Ambrósio, Carreño, Nicolás, Morales, Mauricio, Avendaño, Rossana, Aguirre, Stefania, Sribar, Andrej, Klaric, Vlasta, Skilijic, Sonja, Dvorscak, Matea Bogdanovic, Krkusek, Marijana, Jurjevic, Matija, Karanovic, Nenad, Simurina, Tatjana, Stourac, Petr, Kratochvil, Milan, Schlegel, Christian, Treschan, Tanja A, Schaefer, Maximilian, Aytulun, Akut, Kienbaum, Peter, Jaafar, Rola, Collins, Daniel, Plant, Robert, Melchionda, Giuseppe, Di Lauro, Eduardo, Russotto, Vincenzo, Caione, Raffaele, Mestria, Donatella, Volta, Carlo Alberto, Seghelini, Elisa, Sales, Gabriele, D'Antini, Davide, Severgnini, Paolo, Bacuzzi, Alessandro, Peluso, Lorenzo, Verrastro, Pasquale, Raimondo, Pasquale, Gecaj-Gashi, Agreta, Tuinman, Pieter Roel, Alberts, Erna, van den Hul, Ingrid, Kuiper, Michael, de Wilde, Robert BP, Koopmans, Matty, Kose, Isil, Zincircioglu, Çiler, Dogan, Nazim, Aydin, Demet, Denker, Ahmet Sukru, Buyukkocak, Unase, Akgun, Nur, Turan, Güldem, Senturk, Evren, Demirtürk, Zerrin, Özcan, Perihan Ergin, Ekinci, Osman, Saylan, Sedat, Eren, Gulay, Ulger, Fatma, Dilek, Ahmet, Ulusoy, Hulya, Goktas, Ugur, Soyoral, Lokman, Toman, Huseyin, Orak, Yavuz, Kahveci, Feda, Mills, Gary H, Pinder, Angela, Walker, Rachel, Harrison, Jonathan, Snell, Jane, Pearson, Rachel, Sharman, Michael, Kaloo, Claire, Bynorth, Natalie, Matthews, Kelly, Hughes, Chloe, Rose, Alastair, Simeson, Karen, Niska, Lotta, Huneke, Nathan, Adderly, Jane, Padilla-Harris, Cheryl, Oliver, Rebecca, Brohi, Farooq, Wilson, Natalie, Talbot, Helen, Wilson, Deborah, Smith, Deborah, Dark, Paulo, Evans, Tracey, Fisher, Nicola, Montgomery, Jane, Fitzell, Pauline, Muench, Christoph, Hugill, Keith, Cirstea, Emanuel, Bentley, Andrew, Lynch, Katie, White, Ian, Cooper, Jonathan, Brazier, Melinda, Devile, Michael, Parris, Michael, Gill, Pardeep, Patel, Tasmin, Criswell, John, Trodd, Dawn, Griffin, Denise, Martin, Jane, Wreybrown, Caroline, Bewley, Jeremy, Sweet, Katie, Grimmer, Lisa, Kozlowski, Marta, James, Shanaz, Limb, James, Cowton, Amanda, Rogerson, David, Downes, Charlotte, Melbourne, Susan, Humphries, Ryan, Pulletz, Mark, Moreton, Sarah, Janes, Stephanie, Corner, Andrew, Linnett, Vanessa, Ritzema, Jenny, Watters, Malcolm, Windebank, Steve, Chenna, Shailaja, Howard-Griffin, Richard, Turner, Kate, Suresh, Sheeba, Blaylock, Heather, Bell, Stephanie, Blenk, Karl, Everett, Lynn, Hadfield, Daniel, Harris, Clair, Chan, Alexandre, Birch, Sian, Pegg, Claire, Plowright, Catherine, Cooper, Lucy, Hatton, Tom, McCullagh, Iain, Wright, Stephen, Scott, Carmen, Boyd, Christine, Holliday, Mark, Poultney, Una, Crowther, Hannah, Thornthwaite, Sarah, Hollister, Nigel, Hunt, Jane, Skinner, Amanda, Matsa, Ramprasad, Salt, Ruth, Matthews, Claire, Venner, Nicola, Barcraft-Barnes, Helena, Tbaily, Lee, Pogson, David, Mouland, Johanna, Rose, Steve, Lamb, Nicola, Tarmey, Nicholas, Knighton, John, Giles, Julian, Weller, Debbie, Reed, Isabelle, Hormis, Anil, Pearson, Sallyane, Harris, Meredith, Howe, Joanne, Paddle, Jonathan, Burt, Karen, Welters, Ingeborg, Walker, Anna, Youds, Laura, Hendry, Sam, Shaw, David, Williams, Karen, Hollands, Robin, Carnahan, Mandy, Stickley, Johanna, Miller, Claire, Donaldson, Denise, Tonks, Louise, Creagh-Brown, Ben, Hull, Daniel, Ortiz-Ruiz, Laura, Gopal, Shammer, Metherell, Stella, Spencer, Hazel, Frey, Christian, Brown, Carly, Clifford, Gayle, Leaver, Susannah, Ryan, Christine, Mellinghoff, Johannes Mellinghoff, Prudden, Sarah Prudden, Green, Helen Green, Roy, Alistair Roy, Furneval, Julie Furneval, Bell, Adam Bell, Lakhani, Sandeep Lakhani, Fasting, Lousie Fasting, Murray, Lorna Murray, Preller, Kobus, McInerney, Amy, Beavis, Sarah, Whileman, Amanda, Toms, Julie, Glenn, Sue, Ramali, Mohamed, Ghosh, Alison, Bullock, Clare, Barrell, Lisa, Young, Eoin, Robertson, Helen, Faulkner, Maria, MacNaughton, Peter, Tyson, Susan, Pulak, Paul, Sewell, Terri-Ann, Smalley, Christopher, Jacob, Reni, Alzugaray, Pedro, Vidal Melo, Marcos F, Joyce, Kristen, Needleman, Joseph, Ahsan, Areef, Faiz, Abul, Alam, AKM Shamsul, Khatoon, Syeda Nafisa, Nath, Ranjan Kumer, Rahman Chowdhury, Mohammed Abdur, Banik, Debabrata, Mondol, Montosh Kumar, Bhuiyan, Sakibur Rahman, Nazneed, Suraiya, Sultana, Rozina, Hamid, Tarikul, Hossain, Mozaffer, Reza, Syed Tariq, Asaduzzaman, Muhammad, Salim, Mohammad, Mostafa Kamal, Abu Hena, Taher, Sheikh Mohammed, Taohid, Taohidul Majid, Karmaker, Pranab, Roy, Sabyasachi, Das, Shantanu, Sarkar, Sohel Ahmed, Dutta, Monju Lal, Roy, Poulomi, Iyer, Shivakumar, Krishna, Bhuvana, Sampath, Sriram, Pattnaik, Rajyabardhan, Kasi, Chinni Krishna, Shah, Jignesh, Dongre, Anand, Reza Hashemian, Seyed Mohammad, Nooraei, Navid, Raessi Estabragh, Reza, Malekmohammad, Majid, Khoundabi, Batoul, Mobasher, Maziar, Mohd Yunos, Nor'azim, Kassim, Mahazir, Voon, Chern Min, Das, Stanis Sutharsa, Azauddin, Siti Nur Suhaila, Dorasamy, Dharshinie, Tai, Li Ling, Mat Nor, Mohd Basri, Zarudin, Nurhafizah, Hasan, Mohd Shahnaz, Jamaluddin, Mohamad Fadhil Hadi, Othman Jailani, Mohamad Irfan, Kayashta, Gyan, Adhikari, Aaradhana, Pangeni, Raju, Hashmi, Madiha, Joseph, Sonia, Akhtar, Aftab, Qadeer, Aayesha, Memon, Iqbal, Ali, Syed Muneeb, Idrees, Farah, Kamal, Saima, Hanif, Sadaf, Rehman, Atta Ur, Taqi, Arshad, Hussain, Tanveer, Farooq, Ahmed, Khaskheli, Saleh, Hayat, Muhammad, Indraratna, Kanishka, Beane, Abigail, Haniffa, Rashan, Samaranayake, Upeka, Mathanalagan, Sathiyamoorthy, Gunaratne, Asoka, Mithraratne, Nimangee, Thilakasiri, Kaushila, Pilimatalawwe, Chamila, Dilhani, Y A Hasitha, Fernando, Marie, Ranatunge, Kumudini, Samarasinghe, Loranthi, Vaas, Manori, Edirisooriya, Manoj, Sigera, Chathurani, Arumoli, Janaki, De Silva, Kesharie, Kudavidanage, Bimal, Pinto, Visanthi, Dissanayake, Lakshman, Chittawatanarat, Kaweesak, Kongpolprom, Napplika, Silachamroon, Udomsak, Pornsuriyasak, Prapaporn, Petnak, Tananchai, Singhatas, Pongsasit, Tangsujaritvijit, Viratch, Rungruanghiranya, Suthat, Piriyapatsom, Annop, Juntaping, Kanokkarn, Trongtrakul, Konlawij, Thungtitigul, Poungrat, Tajarernmuang, Pattraporn, Chatmongkolchart, Sunisa, Bhurayanontachai, Rungsun, Akaraborworn, Osaree, Navasakulpong, Asma, Surasit, Karjbundid, Thwaites, Louise, Nadjm, Behzad, Vu Quoc, Dat, Nguyen Thi Thanh, Ha, Nguyen Van, Kinh, Duong Bich, Thuy, Lam Minh, Yen, Pisani, Luigi, Algera, Anna Geke, Azevedo, Luciano, Paulus, Frederique, de Abreu, Marcelo Gama, Pelosi, Paolo, Dondorp, Arjen M, and Laffey, John G

Published
2022
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14. The Mean/Max Statistic in Extreme Value Analysis

Author

Rochet, Paul and Serra, Isabel

Subjects
Mathematics - Statistics Theory
Abstract

Most extreme events in real life can be faithfully modeled as random realizations from a Generalized Pareto distribution, which depends on two parameters: the scale and the shape. In many actual situations, one is mostly concerned with the shape parameter, also called tail index, as it contains the main information on the likelihood of extreme events. In this paper, we show that the mean/max statistic, that is the empirical mean divided by the maximal value of the sample, constitutes an ideal normalization to study the tail index independently of the scale. This statistic appears naturally when trying to distinguish between uniform and exponential distributions, the two transitional phases of the Generalized Pareto model. We propose a simple methodology based on the mean/max statistic to detect, classify and infer on the tail of the distribution of a sample. Applications to seismic events and detection of saturation in experimental measurements are presented.

Published
2016

15. Deviation from power law of the global earthquake seismic moment distribution

Author

Serra, Isabel and Corral, Álvaro

Subjects
Physics - Data Analysis, Statistics and Probability, Physics - Geophysics
Abstract

The distribution of seismic moment is of capital interest to evaluate earthquake hazard, in particular regarding the most extreme events. We make use of likelihood-ratio tests to compare the simple Gutenberg-Richter power-law distribution with two statistical models that incorporate an exponential tail: the so-called tapered Gutenberg-Richter and the truncated gamma, when fitted to the global CMT earthquake catalog. The outcome is that the truncated gamma model outperforms the other two models. If simulated samples of the truncated gamma are reshuffled in order to mimic the time occurrence of the order statistics of the empirical data, this model turns out to be able to explain the empirical data both before and after the great Sumatra-Andaman earthquake of 2004.

Published
2015

16. Ranking and significance of variable-length similarity-based time series motifs

Author

Serrà, Joan, Serra, Isabel, Corral, Álvaro, and Arcos, Josep Lluis

Subjects
Computer Science - Learning
Abstract

The detection of very similar patterns in a time series, commonly called motifs, has received continuous and increasing attention from diverse scientific communities. In particular, recent approaches for discovering similar motifs of different lengths have been proposed. In this work, we show that such variable-length similarity-based motifs cannot be directly compared, and hence ranked, by their normalized dissimilarities. Specifically, we find that length-normalized motif dissimilarities still have intrinsic dependencies on the motif length, and that lowest dissimilarities are particularly affected by this dependency. Moreover, we find that such dependencies are generally non-linear and change with the considered data set and dissimilarity measure. Based on these findings, we propose a solution to rank those motifs and measure their significance. This solution relies on a compact but accurate model of the dissimilarity space, using a beta distribution with three parameters that depend on the motif length in a non-linear way. We believe the incomparability of variable-length dissimilarities could go beyond the field of time series, and that similar modeling strategies as the one used here could be of help in a more broad context., Comment: 20 pages, 10 figures

Published
2015
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18. Executive Summary of the Consensus Document on the Diagnosis and Management of Patients with Primary Immunodeficiencies

Author

Cordero, Elisa, Goycochea-Valdivia, Walter, Mendez-Echevarria, Ana, Allende, Luis M., Alsina, Laia, Bravo García-Morato, Maria, Gil-Herrera, Juana, Gudiol, Carlota, Len-Abad, Oscar, López-Medrano, Francisco, Moreno-Pérez, David, Muñoz, Patricia, Olbrich, Peter, Sánchez-Ramón, Silvia, Soler-Palacín, Pere, Aguilera Cros, Clara, Arostegui, Juan Ignacio, Badell Serra, Isabel, Carbone, Javier, Fortún, Jesús, Gonzalez-Granado, Luis I., López-Granados, Eduardo, Lucena, José Manuel, Parody, Rocío, Ramakers, Jan, Regueiro, José R., Rivière, Jacques G., Roca-Oporto, Cristina, Rodríguez Pena, Rebeca, Santos-Pérez, Juan Luis, Rodríguez-Gallego, Carlos, and Neth, Olaf

Published
2020
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19. The effects of international mobility on teachers' power of curriculum agency.

Author

Mouraz, Ana, Doyle, Audrey, and Serra, Isabel

Subjects
CURRICULUM, TEACHERS, CULTURE, EDUCATIONAL change, EMPIRICAL research
Abstract

Across the world, countries have engaged in different iterations of curriculum change, and one of the common denominators of reform is the proposal of more agency for teachers around curriculum making. This is not an easy task for teachers. The purpose of this paper is to contribute to the discussion about the effects that international ERASMUS+ mobilities have had on the power of curricular agency of teachers from two European countries. This work is based on an empirical investigation of a qualitative nature which collected the testimonies of four school headmasters, a deputy principal and eleven teachers from Ireland and Portugal, teaching different curriculum matters, who were involved in the ERASMUS+ programme. Our findings evidence a very positive impact on secondary teachers' capacity to self‐organize and achieve agency in relation to curriculum making by adapting their knowledge and skills, learnt through the mobility, to their own culture and context through collaborative communities of practice. [ABSTRACT FROM AUTHOR]

Published
2024
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21. The full-tails gamma distribution applied to model extreme values

Author

del castillo, Joan, Daoudi, Jalila, and Serra, Isabel

Subjects
Mathematics - Statistics Theory, Quantitative Finance - Risk Management, Statistics - Applications
Abstract

In this article we show the relationship between the Pareto distribution and the gamma distribution. This shows that the second one, appropriately extended, explains some anomalies that arise in the practical use of extreme value theory. The results are useful to certain phenomena that are fitted by the Pareto distribution but, at the same time, they present a deviation from this law for very large values. Two examples of data analysis with the new model are provided. The first one is on the influence of climate variability on the occurrence of tropical cyclones. The second one on the analysis of aggregate loss distributions associated to operational risk management.

Published
2012

22. Solid organ transplantation after hematopoietic stem cell transplantation in childhood: A multicentric retrospective survey

Author

Faraci, Maura, Bertaina, Alice, Dalissier, Arnaud, Ifversen, Marianne, Schulz, Ansgar, Gennery, Andrew, Burkhardt, Birgit, Badell Serra, Isabel, Diaz-de-Heredia, Cristina, Lanino, Edoardo, Lankester, Arjan C., Gruhn, Bernd, Matthes-Martin, Susanne, Kühl, Joern S., Varotto, Stefania, Paillard, Catherine, Guilmatre, Audrey, Sastre, Ana, Abecasis, Manuel, Garwer, Birgit, Sedlacek, Petr, Boelens, Jaap J., Beohou, Eric, and Bader, Peter

Published
2019
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29. How does obstructive sleep apnea alter cerebral hemodynamics?

Author

Gregori-Pla, Clara, primary, Zirak, Peyman, additional, Cotta, Gianluca, additional, Bramon, Pau, additional, Blanco, Igor, additional, Serra, Isabel, additional, Mola, Anna, additional, Fortuna, Ana, additional, Solà-Soler, Jordi, additional, Giraldo Giraldo, Beatriz F, additional, Durduran, Turgut, additional, and Mayos, Mercedes, additional

Published
2023
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31. Transcranial, noninvasive evaluation of the potential misery perfusion during hyperventilation therapy of traumatic brain injury patients

Author

Tagliabue, Susanna, primary, Kacprzak, Michal, additional, Serra, Isabel, additional, Maruccia, Federica, additional, Fischer, Jonas Benedikt, additional, Riveiro, Marilyn, additional, Rey-Perez, Anna, additional, Exposito, Lourdes, additional, Lindner, Claus, additional, Báguena, Marcelino, additional, Durduran, Turgut, additional, and Poca, Maria A., additional

Published
2023
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33. SAFEXPLAIN: Safe and Explainable Critical Embedded Systems Based on AI

Author

Abella, Jaume, primary, Perez, Jon, additional, Englund, Cristofer, additional, Zonooz, Bahram, additional, Giordana, Gabriele, additional, Donzella, Carlo, additional, Cazorla, Francisco J., additional, Mezzetti, Enrico, additional, Serra, Isabel, additional, Brando, Axel, additional, Agirre, Irune, additional, Eizaguirre, Fernando, additional, Bui, Thanh Hai, additional, Arani, Elahe, additional, Sarfraz, Fahad, additional, Balasubramaniam, Ajay, additional, Badar, Ahmed, additional, Bloise, Ilaria, additional, Feruglio, Lorenzo, additional, Cinelli, Ilaria, additional, Brighenti, Davide, additional, and Cunial, Davide, additional

Published
2023
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34. Geo-economic variations in epidemiology, patterns of care, and outcomes in patients with acute respiratory distress syndrome: insights from the LUNG SAFE prospective cohort study

Author

Laffey, John G., Bellani, Giacomo, Pham, Tai, Fan, Eddy, Brochard, Laurent, Pesenti, Antonio, Esteban, Andres, Gattinoni, Luciano, van Haren, Frank, Larsson, Anders, McAuley, Daniel F., Ranieri, Marco, Rubenfeld, Gordon, Thompson, B Taylor, Wrigge, Hermann, Slutsky, Arthur S., Rios, Fernando, Sottiaux, Thierry, Depuydt, Pieter, Lora, Fredy S, Azevedo, Luciano C, Bugedo, Guillermo, Qiu, Haibo, Gonzalez, Marcos, Silesky, Juan, Cerny, Vladimir, Nielsen, Jonas, Jibaja, Manuel, Matamis, Dimitrios, Ranero, Jorge L., Amin, Pravin, Hashemian, S.M., Clarkson, Kevin, Kurahashi, Kiyoyasu, Villagomez, Asisclo, Zeggwagh, Amine Ali, Heunks, Leo M, Laake, Jon Henrik, Palo, Jose Emmanuel, Fernandes, Antero do Vale, Sandesc, Dorel, Arabi, Yaasen, Bumbasierevic, Vesna, Nin, Nicolas, Lorente, Jose A., Piquilloud, Lise, Abroug, Fekri, McNamee, Lia, Hurtado, Javier, Bajwa, Ed, Démpaire, Gabriel, Sula, Hektor, Nunci, Lordian, Cani, Alma, Zazu, Alan, Dellera, Christian, Alejandro, Risso V, Daldin, Julio, Fernandez, Ruben O, Cardonnet, Luis P, Bettini, Lisandro R., Bisso, Mariano Carboni, Osman, Emilio M., Setten, Mariano G., Lovazzano, Pablo, Alvarez, Javier, Villar, Veronica, Pozo, Norberto C., Grubissich, Nicolas, Plotnikow, Gustavo A., Vasquez, Daniela N., Ilutovich, Santiago, Tiribelli, Norberto, Chena, Ariel, Pellegrini, Carlos A., Saenz, María G., Estenssoro, Elisa, Brizuela, Matias, Gianinetto, Hernan, Gomez, Pablo E., Cerrato, Valeria I., Bezzi, Marco G., Borello, Silvina A., Loiacono, Flavia A., Fernandez, Adriana M., Knowles, Serena, Reynolds, Claire, Inskip, Deborah M., Miller, Jennene J, Kong, Jing, Whitehead, Christina, Bihari, Shailesh, Seven, Aylin, Krstevski, Amanda, Rodgers, Helen, Millar, Rebecca, Mckenna, Toni, Bailey, Irene, Hanlon, Gabrielle, Aneman, Anders, Lynch, Joan, Azad, Raman, Neal, John, Woods, Paul, Roberts, Brigit, Kol, Mark, Wong, Helen, Riss, Katharina, Staudinger, Thomas, Wittebole, Xavier, Berghe, Caroline, Bulpa, Pierre, Dive, Alain, Verstraete, Rik, Lebbinck, Herve, Vermassen, Joris, Meersseman, Philippe, Ceunen, Helga, Rosa, Jonas, Beraldo, Daniel, Piras, Claudio, Rampinelli, Adenilton, Nassar, Antonio, Mataloun, Sergio, Moock, Marcelo, Thompson, Marlus, Gonçalves, Claudio, Antônio, Ana, Ascoli, Aline, Biondi, Rodrigo, Fontenele, Danielle, Nobrega, Danielle, Sales, Vanessa, Shindhe, Suresh, Ismail, Dk, Beloncle, Francois, Davies, Kyle, Cirone, Rob, Manoharan, Venika, Ismail, Mehvish, Goligher, Ewan, Jassal, Mandeep, Nishikawa, Erin, Javeed, Areej, Curley, Gerard, Rittayamai, Nuttapol, Parotto, Matteo, Ferguson, Niall, Mehta, Sangeeta, Knoll, Jenny, Pronovost, Antoine, Canestrini, Sergio, Bruhn, Alejandro, Garcia, Patricio, Aliaga, Felipe, Farías, Pamela, Yumha, Jacob, Ortiz, Claudia, Salas, Javier, Saez, Alejandro, Vega, Luis, Labarca, Eduardo, Martinez, Felipe, Carreño, Nicolás, Lora, Pilar, Liu, Haitao, Liu, Ling, Tang, Rui, Luo, Xiaoming, An, Youzhong, Zhao, Huiying, Gao, Yan, Zhai, Zhe, Ye, Zheng, Wang, Wei, Li, Wenwen, Li, Qingdong, Zheng, Ruiqiang, Yu, Wenkui, Shen, Juanhong, Li, Xinyu, Yu, Tao, Lu, Weihua, Wu, Ya, Huang, Xiao, He, Zhenyang, Lu, Yuanhua, Han, Hui, Zhang, Fan, Sun, Renhua, Wang, Hua, Qin, Shu, Zhu, Bao, Zhao, Jun, Liu, Jian, Li, Bin, Liu, Jing, Zhou, Fa, Li, Qiong, Zhang, Xing, Li-Xin, Zhou, Xin-Hua, Qiang, Jiang, Liangyan, Gao, Yuan, Zhao, Xian, Li, Yuan, Li, Xiao, Wang, Chunting, Yao, Qingchun, Yu, Rongguo, Chen, Kai, Shao, Huanzhang, Qin, Bingyu, Huang, Qing, Zhu, Wei, Hang, Ai, Hua, Ma, Li, Yimin, Xu, Yonghao, Di, Yu, Ling, Long, Qin, Tie, Wang, Shou, Qin, Junping, Han, Yi, Zhou, Suming, Vargas, Monica, Jimenez, Juan, Rojas, Manuel, Solis-Quesada, Jaime, Ramirez-Alfaro, Christian, Máca, Jan, Sklienka, Peter, Gjedsted, Jakob, Christiansen, Aage, Villamagua, Boris, Llano, Miguel, Burtin, Philippe, Buzancais, Gautier, Beuret, Pascal, Pelletier, Nicolas, Mortaza, Satar, Mercat, Alain, Chelly, Jonathan, Jochmans, Sébastien, Terzi, Nicolas, Daubin, Cédric, Carteaux, Guillaume, de Prost, Nicolas, Chiche, Jean-Daniel, Daviaud, Fabrice, Fartoukh, Muriel, Barberet, Guillaume, Biehler, Jerome, Dellamonica, Jean, Doyen, Denis, Arnal, Jean-Michel, Briquet, Anais, Hraiech, Sami, Papazian, Laurent, Roux, Damien, Messika, Jonathan, Kalaitzis, Evangelos, Dangers, Laurence, Combes, Alain, Au, Siu-Ming, Béduneau, Gaetan, Carpentier, Dorothée, Zogheib, Elie, Dupont, Herve, Ricome, Sylvie, Santoli, Francesco, Besset, Sebastien, Michel, Philippe, Gelée, Bruno, Danin, Pierre-Eric, Goubaux, Bernard, Crova, Philippe, Phan, Nga, Berkelmans, Frantz, Badie, Julio, Tapponnier, Romain, Gally, Josette, Khebbeb, Samy, Herbrecht, Jean-Etienne, Schneider, Francis, Declercq, Pierre-Louis, Rigaud, Jean-Philippe, Duranteau, Jacques, Harrois, Anatole, Chabanne, Russell, Marin, Julien, Bigot, Charlene, Thibault, Sandrine, Ghazi, Mohammed, Boukhazna, Messabi, Zein, Salem, Richecoeur, Jack, Combaux, Daniele, Grelon, Fabien, Le Moal, Charlene, Sauvadet, Elise, Robine, Adrien, Lemiale, Virginie, Reuter, Danielle, Dres, Martin, Demoule, Alexandre, Goldgran-Toledano, Dany, Baboi, Loredana, Guérin, Claude, Lohner, Ralph, Kraßler, Jens, Schäfer, Susanne, Zacharowski, Kai, Meybohm, Patrick, Reske, Andreas, Simon, Philipp, Hopf, Hans-Bernd, Schuetz, Michael, Baltus, Thomas, Papanikolaou, Metaxia, Papavasilopoulou, Theonymfi, Zacharas, Giannis, Ourailogloy, Vasilis, Mouloudi, Eleni, Massa, Eleni, Nagy, Eva, Stamou, Electra, Kiourtzieva, Ellada, Oikonomou, Marina, Avila, Luis, Cortez, Cesar, Citalán, Johanna, Jog, Sameer, Sable, Safal, Shah, Bhagyesh, Gurjar, Mohan, Baronia, Arvind, Memon, Mohammedfaruk, Muthuchellappan, Radhakrishnan, Ramesh, Venkatapura, Shenoy, Anitha, Unnikrishnan, Ramesh, Dixit, Subhal, Rhayakar, Rachana, Ramakrishnan, Nagarajan, Bhardwaj, Vallish, Mahto, Heera, Sagar, Sudha, Palaniswamy, Vijayanand, Ganesan, Deeban, Hashemian, Seyed, Jamaati, Hamidreza, Heidari, Farshad, Meaney, Edel, Nichol, Alistair, Knapman, Karl, O'Croinin, Donall, Dunne, Eimhin, Breen, Dorothy, Jaafar, Rola, Dwyer, Rory, Amir, Fahd, Ajetunmobi, Olaitan, O'Muircheartaigh, Aogan, Black, Colin, Treanor, Nuala, Collins, Daniel, Altaf, Wahid, Zani, Gianluca, Fusari, Maurizio, Spadaro, Savino, Volta, Carlo, Graziani, Romano, Brunettini, Barbara, Palmese, Salvatore, Formenti, Paolo, Umbrello, Michele, Lombardo, Andrea, Pecci, Elisabetta, Botteri, Marc, Savioli, Monica, Protti, Alessandro, Mattei, Alessia, Schiavoni, Lorenzo, Tinnirello, Andrea, Todeschini, Manuel, Giarratano, Antonino, Cortegiani, Andrea, Sher, Sara, Rossi, Anna, Antonelli, Massimo, Montini, Luca, Casalena, Paolo, Scafetti, Sergio, Panarello, Giovanna, Occhipinti, Giovanna, Patroniti, Nicolò, Pozzi, Matteo, Biscione, Roberto, Poli, Michela, Raimondi, Ferdinando, Albiero, Daniela, Crapelli, Giulia, Beck, Eduardo, Pota, Vincenzo, Schiavone, Vincenzo, Molin, Alexandre, Tarantino, Fabio, Monti, Giacomo, Frati, Elena, Mirabella, Lucia, Cinnella, Gilda, Fossali, Tommaso, Colombo, Riccardo, Terragni, Pierpaolo, Pattarino, Ilaria, Mojoli, Francesco, Braschi, Antonio, Borotto, Erika, Cracchiolo, Andrea, Palma, Daniela, Raponi, Francesco, Foti, Giuseppe, Vascotto, Ettore, Coppadoro, Andrea, Brazzi, Luca, Floris, Leda, Iotti, Giorgio, Venti, Aaron, Yamaguchi, Osamu, Takagi, Shunsuke, Maeyama, Hiroki, Watanabe, Eizo, Yamaji, Yoshihiro, Shimizu, Kazuyoshi, Shiozaki, Kyoko, Futami, Satoru, Ryosuke, Sekine, Saito, Koji, Kameyama, Yoshinobu, Ueno, Keiko, Izawa, Masayo, Okuda, Nao, Suzuki, Hiroyuki, Harasawa, Tomofumi, Nasu, Michitaka, Takada, Tadaaki, Ito, Fumihito, Nunomiya, Shin, Koyama, Kansuke, Abe, Toshikazu, Andoh, Kohkichi, Kusumoto, Kohei, Hirata, Akira, Takaba, Akihiro, Kimura, Hiroyasu, Matsumoto, Shuhei, Higashijima, Ushio, Honda, Hiroyuki, Aoki, Nobumasa, Imai, Hiroshi, Ogino, Yasuaki, Mizuguchi, Ichiko, Ichikado, Kazuya, Nitta, Kenichi, Mochizuki, Katsunori, Hashida, Tomoaki, Tanaka, Hiroyuki, Nakamura, Tomoyuki, Niimi, Daisuke, Ueda, Takeshi, Kashiwa, Yozo, Uchiyama, Akinori, Sabelnikovs, Olegs, Oss, Peteris, Haddad, Youssef, Liew, Kong, Ñamendys-Silva, Silvio, Jarquin-Badiola, Yves, Sanchez-Hurtado, Luis, Gomez-Flores, Saira, Marin, Maria, Lemus, Jordana, Fierro, Jonathan, Cervantes, Mavy, Mejia, Francisco, Dector, Dulce M., Gonzalez, Daniel, Estrella, Claudia, Sanchez-Medina, Jorge, Ramirez-Gutierrez, Alvaro, George, Fernando, Aguirre, Janet, Buensuseso, Juan, Poblano, Manuel, Dendane, Tarek, Zeggwagh, Amine, Balkhi, Hicham, Elkhayari, Mina, Samkaoui, Nacer, Ezzouine, Hanane, Benslama, Abdellatif, Amor, Mourad, Maazouzi, Wajdi, Cimic, Nedim, Beck, Oliver, Bruns, Monique, Schouten, Jeroen, Rinia, Myra, Raaijmakers, Monique, Heunks, Leo, Van Wezel, Hellen, Heines, Serge, Strauch, Ulrich, Simonis, Fabienne, Goodson, Jennifer, Browne, Troy, Navarra, Leanlove, Hunt, Anna, Hutchison, Robyn, Bailey, Mathew, Newby, Lynette, Mcarthur, Colin, Kalkoff, Michael, Mcleod, Alex, Casement, Jonathan, Hacking, Danielle, Andersen, Finn, Dolva, Merete, Laake, Jon, Barratt-Due, Andreas, Noremark, Kim, Søreide, Eldar, Sjøbø, Brit, Guttormsen, Anne, Yoshido, Hector, Aguilar, Ronald, Oscanoa, Fredy, Alisasis, Alain, Robles, Joanne, Pasanting-Lim, Rossini, Tan, Beatriz, Andruszkiewicz, Pawel, Jakubowska, Karina, Coxo, Cristina, Alvarez, António, Oliveira, Bruno, Montanha, Gustavo, Barros, Nelson, Pereira, Carlos, Messias, António, Monteiro, Jorge, Araujo, Ana, Catorze, Nuno, Marum, Susan, Bouw, Maria, Gomes, Rui, Brito, Vania, Castro, Silvia, Estilita, Joana, Barros, Filipa, Serra, Isabel, Martinho, Aurelia, Tomescu, Dana, Marcu, Alexandra, Bedreag, Ovidiu, Papurica, Marius, Corneci, Dan, Negoita, Silvius, Grigoriev, Evgeny, Gritsan, Alexey, Gazenkampf, Andrey, Almekhlafi, Ghaleb, Albarrak, Mohamad, Mustafa, Ghanem, Maghrabi, Khalid, Salahuddin, Nawal, Aisa, Tharwat, Al Jabbary, Ahmed, Tabhan, Edgardo, Arabi, Yaseen, Trinidad, Olivia, Al Dorzi, Hasan, Bolon, Stefan, Smith, Oliver, Mancebo, Jordi, Aguirre-Bermeo, Hernan, Lopez-Delgado, Juan, Esteve, Francisco, Rialp, Gemma, Forteza, Catalina, De Haro, Candelaria, Albaiceta, Guillermo, De Cima-Iglesias, Sara, Seoane-Quiroga, Leticia, Ceniceros-Barros, Alexandra, Ruiz-Aguilar, Antonio, Claraco-Vega, Luis, Soler, Juan, del Carmen Lorente, Maria, Hermosa, Cecilia, Gordo, Federico, Prieto-González, Miryam, López-Messa, Juan, Perez, Manuel, Perez, Cesar, Allue, Raquel, Roche-Campo, Ferran, Ibañez-Santacruz, Marcos, Temprano, Susana, Pintado, Maria, De Pablo, Raul, Gómez, Pilar, Ruiz, Silvia, Moles, Silvia, Jurado, Teresa, Arizmendi, Alfons, Piacentini, Enrique, Franco, Nieves, Honrubia, Teresa, Cheng, Meisy, Losada, Elena, Blanco, Javier, Yuste, Luis, Carbayo-Gorriz, Cecilia, Cazorla-Barranquero, Francisca, Alonso, Javier, Alda, Rosa, Algaba, Ángela, Navarro, Gonzalo, Cereijo, Enrique, Diaz-Rodriguez, Esther, Marcos, Diego, Montero, Laura, Para, Luis, Sanchez, Roberto, Navalpotro, Miguel, Abad, Ricardo, González, Raquel, Toribio, Dácil, Castro, Alejandro, Artiga, Maria, Penuelas, Oscar, Roser, Tomas, Olga, Moreno, Curto, Elena, Sánchez, Rocío, Imma, Vallverdu, Elisabet, Garcia, Claverias, Laura, Magret, Monica, Pellicer, Ana, Rodriguez, Lucia, Sánchez-Ballesteros, Jesús, González-Salamanca, Ángela, Jimenez, Antonio, Huerta, Francisco, Diaz, Juan, Lopez, Esther, Moya, David, Alfonso, Alec, Luis, Palazon, Cesar, Palazon, Rafael, Sánchez, Virgilio, Corcoles, Recio, Noelia, Adamsson, Richard, Rylander, Christian, Holzgraefe, Bernhard, Broman, Lars, Wessbergh, Joanna, Persson, Linnea, Schiöler, Fredrik, Kedelv, Hans, Tibblin, Anna, Appelberg, Henrik, Hedlund, Lars, Helleberg, Johan, Eriksson, Karin, Glietsch, Rita, Larsson, Niklas, Nygren, Ingela, Nunes, Silvia, Morin, Anna-Karin, Kander, Thomas, Adolfsson, Anne, Zender, Hervé, Leemann-Refondini, Corinne, Elatrous, Souheil, Bouchoucha, Slaheddine, Chouchene, Imed, Ouanes, Islem, Souissi, Asma, Kamoun, Salma, Demirkiran, Oktay, Aker, Mustafa, Erbabacan, Emre, Ceylan, Ilkay, Girgin, Nermin, Ozcelik, Menekse, Ünal, Necmettin, Meco, Basak, Akyol, Onat, Derman, Suleyman, Kennedy, Barry, Parhar, Ken, Srinivasa, Latha, McAuley, Danny, Hopkins, Phil, Mellis, Clare, Kakar, Vivek, Hadfield, Dan, Vercueil, Andre, Bhowmick, Kaushik, Humphreys, Sally, Ferguson, Andrew, Mckee, Raymond, Raj, Ashok, Fawkes, Danielle, Watt, Philip, Twohey, Linda, Jha, Rajeev, Thomas, Matthew, Morton, Alex, Kadaba, Varsha, Smith, Mark, Hormis, Anil, Kannan, Santhana, Namih, Miriam, Reschreiter, Henrik, Camsooksai, Julie, Kumar, Alek, Rugonfalvi, Szabolcs, Nutt, Christopher, O'Neill, Orla, Seasman, Colette, Dempsey, Ged, Scott, Christopher, Ellis, Helen, MckKechnie, Stuart, Hutton, Paula, Di Tomasso, Nora, Vitale, Michela, Griffin, Ruth, Dean, Michael, Cranshaw, Julius, Willett, Emma, Ioannou, Nicholas, Gillis, Sarah, Csabi, Peter, Macfadyen, Rosaleen, Dawson, Heidi, Preez, Pieter, Williams, Alexandra, Boyd, Owen, De Gordoa, Laura, Bramall, Jon, Symmonds, Sophie, Chau, Simon, Wenham, Tim, Szakmany, Tamas, Toth-Tarsoly, Piroska, McCalman, Katie, Alexander, Peter, Stephenson, Lorraine, Collyer, Thomas, Chapman, Rhiannon, Cooper, Raphael, Allan, Russell, Sim, Malcolm, Wrathall, David, Irvine, Donald, Zantua, Kim, Adams, John, Burtenshaw, Andrew, Sellors, Gareth, Welters, Ingeborg, Williams, Karen, Hessell, Robert, Oldroyd, Matthew, Battle, Ceri, Pillai, Suresh, Kajtor, Istvan, Sivashanmugavel, Mageswaran, O'Kane, Sinead, Donnelly, Adrian, Frigyik, Aniko, Careless, Jon, May, Martin, Stewart, Richard, Trinder, T. John, Hagan, Samantha, Wise, Matt, Cole, Jade, MacFie, Caroline, Dowling, Anna, Nin, Nicolás, Nuñez, Edgardo, Pittini, Gustavo, Rodriguez, Ruben, Imperio, María, Santos, Cristina, França, Ana, Ebeid, Alejandro, Deicas, Alberto, Serra, Carolina, Uppalapati, Aditya, Kamel, Ghassan, Banner-Goodspeed, Valerie, Beitler, Jeremy, Mukkera, Satyanarayana, Kulkarni, Shreedhar, Lee, Jarone, Mesar, Tomaz, Shinn, John, Gomaa, Dina, Tainter, Christopher, Yeatts, Dale, Warren, Jessica, Lanspa, Michael, Miller, Russel, Grissom, Colin, Brown, Samuel, Bauer, Philippe, Gosselin, Ryan, Kitch, Barrett, Cohen, Jason, Beegle, Scott, Gueret, Renaud, Tulaimat, Aiman, Choudry, Shazia, Stigler, William, Batra, Hitesh, Huff, Nidhi, Lamb, Keith, Oetting, Trevor, Mohr, Nicholas, Judy, Claine, Saito, Shigeki, Kheir, Fayez, Schlichting, Adam, Delsing, Angela, Crouch, Daniel, Elmasri, Mary, Ismail, Dina, Dreyer, Kyle, Blakeman, Thomas, Baron, Rebecca, Grijalba, Carolina, Hou, Peter, Seethala, Raghu, Aisiku, Imo, Henderson, Galen, Hou, Sen-Kuang, Owens, Robert, Schomer, Ashley, Bumbasirevic, Vesna, Jovanovic, Bojan, Surbatovic, Maja, Veljovic, Milic, Laffey, John G, Madotto, Fabiana, Pham, Tài, Bajwa, Ednan K, Lorente, Jose A, Jiménez, Juan Ignacio Silesky, McAuley, Daniel F, and Slutsky, Arthur S

Published
2017
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35. Standardizing the Probabilistic Sources of Uncertainty for the sake of Safety Deep Learning

Author

Barcelona Supercomputing Center, Brando, Axel, Serra, Isabel, Mezzetti, Enrico, Cazorla Almeida, Francisco Javier, Abella Ferrer, Jaume, Barcelona Supercomputing Center, Brando, Axel, Serra, Isabel, Mezzetti, Enrico, Cazorla Almeida, Francisco Javier, and Abella Ferrer, Jaume

Abstract

Nowadays, critical functionalities are increasingly tackled by autonomous decision-making systems, which depend on Artificial Intelligence (e.g. Deep Learning) models. Still, most of these models are designed to maximize the generic performance rather than preventing potential irreversible errors. While robustness and reliability techniques have been developed, in the recent years, to fill this gap, the sources of uncertainty in those decision models are still ambiguous. With a view to standardizing the uncertainty sources, in this paper we present a formal methodology to disentangle those sources from a probabilistic viewpoint for any (regression and classification) supervised learning model. Once we associate a formula to each uncertainty type, we expose the terminology disagreement in the literature and we propose one that is aligned with other previous works. Finally, based on the proposed formulation, we present an integrated visualization method to represent all the uncertainty sources in a single figure to, ultimately, assisting the design of uncertainty-tailored actions, The research leading to these results has received funding from the Horizon Europe Programme under the SAFEXPLAIN Project (www.safexplain.eu), grant agreement num. 101069595 and the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme (grant agreement No. 772773). Additionally, this work has been partially supported by Grant PID2019-107255GB-C21 funded by MCIN/AEI/ 10.13039/501100011033., Peer Reviewed, Postprint (published version)

Published
2023

36. SAFEXPLAIN: Safe and Explainable Critical Embedded Systems Based on AI

Author

Barcelona Supercomputing Center, Abella Ferrer, Jaume, Perez, Jon, Englund, Cristofer, Zonooz, Bahram, Giordana, Gabriele, Cazorla Almeida, Francisco Javier, Mezzetti, Enrico, Serra, Isabel, Brando, Axel, Barcelona Supercomputing Center, Abella Ferrer, Jaume, Perez, Jon, Englund, Cristofer, Zonooz, Bahram, Giordana, Gabriele, Cazorla Almeida, Francisco Javier, Mezzetti, Enrico, Serra, Isabel, and Brando, Axel

Abstract

Deep Learning (DL) techniques are at the heart of most future advanced software functions in Critical Autonomous AI-based Systems (CAIS), where they also represent a major competitive factor. Hence, the economic success of CAIS industries (e.g., automotive, space, railway) depends on their ability to design, implement, qualify, and certify DL-based software products under bounded effort/cost. However, there is a fundamental gap between Functional Safety (FUSA) requirements on CAIS and the nature of DL solutions. This gap stems from the development process of DL libraries and affects high-level safety concepts such as (1) explainability and traceability, (2) suitability for varying safety requirements, (3) FUSA-compliant implementations, and (4) real-time constraints. As a matter of fact, the data-dependent and stochastic nature of DL algorithms clashes with current FUSA practice, which instead builds on deterministic, verifiable, and pass/fail test-based software. The SAFEXPLAIN project tackles these challenges and targets by providing a flexible approach to allow the certification - hence adoption - of DL-based solutions in CAIS building on: (1) DL solutions that provide end-to-end traceability, with specific approaches to explain whether predictions can be trusted and strategies to reach (and prove) correct operation, in accordance to certification standards; (2) alternative and increasingly sophisticated design safety patterns for DL with varying criticality and fault tolerance requirements; (3) DL library implementations that adhere to safety requirements; and (4) computing platform configurations, to regain determinism, and probabilistic timing analyses, to handle the remaining non-determinism., The research leading to these results has received funding from the Horizon Europe Programme under the SAFEXPLAIN Project (www.safexplain.eu), grant agreement num. 101069595. BSC authors have also been supported by the Spanish Ministry of Science and Innovation under grant PID2019- 107255GBC21/AEI/10.13039/501100011033., Peer Reviewed, "Article signat per 22 autors/es: Jaume Abella, Jon Perez, Cristofer Englund, Bahram Zonooz, Gabriele Giordana, Carlo Donzella, Francisco J. Cazorla, Enrico Mezzetti, Isabel Serra, Axel Brando, Irune Agirre, Fernando Eizaguirre, Thanh Hai Bui, Elahe Arani, Fahad Sarfraz, Ajay Balasubramaniam, Ahmed BadarIlaria Bloise, Lorenzo Feruglio, Ilaria Cinelli, Davide Brighenti, Davide Cunial", Postprint (author's final draft)

Published
2023

37. SAFEXPLAIN : Safe and Explainable Critical Embedded Systems Based on AI

Author

Abella, Jaume, Perez, Jon, Englund, Cristofer, Zonooz, Bahram, Giordana, Gabriele, Donzella, Carlo, Cazorla, Francisco J., Mezzetti, Enrico, Serra, Isabel, Brando, Axel, Agirre, Irune, Eizaguirre, Fernando, Bui, Thanh Hai, Arani, Elahe, Sarfraz, Fahad, Balasubramaniam, Ajay, Badar, Ahmed, Bloise, Ilaria, Feruglio, Lorenzo, Cinelli, Ilaria, Brighenti, Davide, Cunial, Davide, Abella, Jaume, Perez, Jon, Englund, Cristofer, Zonooz, Bahram, Giordana, Gabriele, Donzella, Carlo, Cazorla, Francisco J., Mezzetti, Enrico, Serra, Isabel, Brando, Axel, Agirre, Irune, Eizaguirre, Fernando, Bui, Thanh Hai, Arani, Elahe, Sarfraz, Fahad, Balasubramaniam, Ajay, Badar, Ahmed, Bloise, Ilaria, Feruglio, Lorenzo, Cinelli, Ilaria, Brighenti, Davide, and Cunial, Davide

Abstract

Deep Learning (DL) techniques are at the heart of most future advanced software functions in Critical Autonomous AI-based Systems (CAIS), where they also represent a major competitive factor. Hence, the economic success of CAIS industries (e.g., automotive, space, railway) depends on their ability to design, implement, qualify, and certify DL-based software products under bounded effort/cost. However, there is a fundamental gap between Functional Safety (FUSA) requirements on CAIS and the nature of DL solutions. This gap stems from the development process of DL libraries and affects high-level safety concepts such as (1) explainability and traceability, (2) suitability for varying safety requirements, (3) FUSA-compliant implementations, and (4) real-time constraints. As a matter of fact, the data-dependent and stochastic nature of DL algorithms clashes with current FUSA practice, which instead builds on deterministic, verifiable, and pass/fail test-based software. The SAFEXPLAIN project tackles these challenges and targets by providing a flexible approach to allow the certification - hence adoption - of DL-based solutions in CAIS building on: (1) DL solutions that provide end-to-end traceability, with specific approaches to explain whether predictions can be trusted and strategies to reach (and prove) correct operation, in accordance to certification standards; (2) alternative and increasingly sophisticated design safety patterns for DL with varying criticality and fault tolerance requirements; (3) DL library implementations that adhere to safety requirements; and (4) computing platform configurations, to regain determinism, and probabilistic timing analyses, to handle the remaining non-determinism. © 2023 EDAA., The research leading to these results has received funding from the Horizon Europe Programme under the SAFEXPLAIN Project (www.safexplain.eu), grant agreement num. 101069595. BSC authors have also been supported by the Spanish Ministry of Science and Innovation under grant PID2019-107255GBC21/AEI/10.13039/501100011033

Published
2023
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38. On Neural Networks Redundancy and Diversity for Their Use in Safety-Critical Systems

Author

Barcelona Supercomputing Center, Brando, Axel, Serra, Isabel, Mezzetti, Enrico, Cazorla Almeida, Francisco Javier, Perez Cerrolaza, Jon, Abella Ferrer, Jaume, Barcelona Supercomputing Center, Brando, Axel, Serra, Isabel, Mezzetti, Enrico, Cazorla Almeida, Francisco Javier, Perez Cerrolaza, Jon, and Abella Ferrer, Jaume

Abstract

An increasing number of critical functionalities integrated in embedded critical systems rely on deep learning (DL) technology. This article summarizes certain key aspects of DL’s intrinsic stochastic and training-data-dependent nature that are at odds with current domain-specific functional safety standards. We exemplify how redundancy and diversity of neural networks can help to reconcile DL technology and functional safety requirements., The research leading to these results has received funding from the European Research Council (ERC) grant agreement No. 772773 (SuPerCom), the Horizon Europe Programme under the SAFEXPLAIN Project (www.safexplain.eu), grant agreement num.101069595, and the Spanish Ministry of Science and Innovation under grant PID2019-107255GBC21/AEI/10.13039/501100011033., Peer Reviewed, Postprint (author's final draft)

Published
2023

39. Transcranial, noninvasive evaluation of the potential misery perfusion during hyperventilation therapy of traumatic brain injury patients

Author

Universitat Politècnica de Catalunya. Doctorat en Fotònica, Tagliabue, Susanna, Maruccia, Federica, Fischer, Jonas, Riveiro Vilaboa, Marilyn, Rey Pérez, Anna, Expósito, Lourdes, Lindner, Claus, Báguena Martínez, Marcelino, Durduran, Turgut, Poca, Maria, Serra, Isabel, Kacprzak, Michal, Universitat Politècnica de Catalunya. Doctorat en Fotònica, Tagliabue, Susanna, Maruccia, Federica, Fischer, Jonas, Riveiro Vilaboa, Marilyn, Rey Pérez, Anna, Expósito, Lourdes, Lindner, Claus, Báguena Martínez, Marcelino, Durduran, Turgut, Poca, Maria, Serra, Isabel, and Kacprzak, Michal

Abstract

Hyperventilation (HV) therapy uses vasoconstriction to reduce intracranial pressure (ICP) by reducing cerebral blood volume. However, as HV also lowers cerebral blood flow (CBF), it may provoke misery perfusion (MP) where the decrease in CBF is coupled with increased oxygen extraction fraction (OEF). MP may rapidly lead to the exhaustion of brain energy metabolites, making it vulnerable to ischemia. MP is difficult to detect at the bedside, which is where transcranial hybrid, near-infrared spectroscopies are promising since they noninvasively measure OEF and CBF., Peer Reviewed, Postprint (author's final draft)

Published
2023

41. Transcranial, noninvasive evaluation of the potential misery perfusion during hyperventilation therapy of traumatic brain injury patients

Author

Tagliabue, Susanna, Maruccia, Federica, Fischer, Jonas, Riveiro Vilaboa, Marilyn, Rey Pérez, Anna, Expósito, Lourdes, Lindner, Claus, Báguena Martínez, Marcelino, Durduran, Turgut, Poca, Maria, Serra, Isabel, Kacprzak, Michal, and Universitat Politècnica de Catalunya. Doctorat en Fotònica

Subjects
Anàlisi espectral, Física [Àrees temàtiques de la UPC], Intracranial pressure, Spectroscopy, Intracranial hypertension
Abstract

Hyperventilation (HV) therapy uses vasoconstriction to reduce intracranial pressure (ICP) by reducing cerebral blood volume. However, as HV also lowers cerebral blood flow (CBF), it may provoke misery perfusion (MP) where the decrease in CBF is coupled with increased oxygen extraction fraction (OEF). MP may rapidly lead to the exhaustion of brain energy metabolites, making it vulnerable to ischemia. MP is difficult to detect at the bedside, which is where transcranial hybrid, near-infrared spectroscopies are promising since they noninvasively measure OEF and CBF.

Published
2023

43. Comparison of cerebral metabolic rate of oxygen, blood flow, and bispectral index under general anesthesia

Author

Tagliabue, Susanna, primary, Lindner, Claus, additional, da Prat, Ivette Chochron, additional, Sanchez-Guerrero, Angela, additional, Serra, Isabel, additional, Kacprzak, Michał, additional, Maruccia, Federica, additional, Silva, Olga Martinez, additional, Weigel, Udo M., additional, de Nadal, Miriam, additional, Poca, Maria A., additional, and Durduran, Turgut, additional

Published
2023
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44. Correction to: Potentially modifiable factors contributing to outcome from acute respiratory distress syndrome: the LUNG SAFE study

Author

Laffey, John G., Bellani, Giacomo, Pham, Tài, Fan, Eddy, Madotto, Fabiana, Bajwa, Ednan K., Brochard, Laurent, Clarkson, Kevin, Esteban, Andres, Gattinoni, Luciano, van Haren, Frank, Heunks, Leo M., Kurahashi, Kiyoyasu, Laake, Jon Henrik, Larsson, Anders, McAuley, Daniel F., McNamee, Lia, Nin, Nicolas, Qiu, Haibo, Ranieri, Marco, Rubenfeld, Gordon D., Thompson, B. Taylor, Wrigge, Hermann, Slutsky, Arthur S., Pesenti, Antonio, Francois, Guy M., Rabboni, Francesca, Conti, Sara, Theresa, Uhc Mother, Sula, Hektor, Nunci, Lordian, Cani, Alma, Zazu, Alan, Dellera, Christian, Insaurralde, Carolina S., Alejandro, Risso V., Daldin, Julio, Vinzio, Mauricio, Fernandez, Ruben O., Cardonnet, Luis P., Bettini, Lisandro R., Bisso, Mariano Carboni, Osman, Emilio M., Setten, Mariano G., Lovazzano, Pablo, Alvarez, Javier, Villar, Veronica, Pozo, Norberto C., Grubissich, Nicolas, Plotnikow, Gustavo A., Vasquez, Daniela N., Ilutovich, Santiago, Tiribelli, Norberto, Chena, Ariel, Pellegrini, Carlos A., Saenz, María G., Estenssoro, Elisa, Brizuela, Matias, Gianinetto, Hernan, Gomez, Pablo E., Cerrato, Valeria I., Bezzi, Marco G., Borello, Silvina A., Loiacono, Flavia A., Fernandez, Adriana M., Knowles, Serena, Reynolds, Claire, Inskip, Deborah M., Miller, Jennene J., Kong, Jing, Whitehead, Christina, Bihari, Shailesh, Seven, Aylin, Krstevski, Amanda, Rodgers, Helen J., Millar, Rebecca T., Mckenna, Toni E., Bailey, Irene M., Hanlon, Gabrielle C., Aneman, Anders, Lynch, Joan M., Azad, Raman, Neal, John, Woods, Paul W., Roberts, Brigit L., Kol, Mark R., Wong, Helen S., Riss, Katharina C., Staudinger, Thomas, Wittebole, Xavier, Berghe, Caroline, Bulpa, Pierre A., Dive, Alain M., Verstraete, Rik, Lebbinck, Herve, Depuydt, Pieter, Vermassen, Joris, Meersseman, Philippe, Ceunen, Helga, Rosa, Jonas I., Beraldo, Daniel O., Piras, Claudio, Rampinelli, Adenilton M., Nassar, Jr., Antonio P., Mataloun, Sergio, Moock, Marcelo, Thompson, Marlus M., Gonçalves, Claudio H., Antônio, Ana Carolina P., Ascoli, Aline, Biondi, Rodrigo S., Fontenele, Danielle C., Nobrega, Danielle, Sales, Vanessa M., Shindhe, Suresh, Aiman, Maizatul, Ismail, B. Pg Hj, Beloncle, Francois, Davies, Kyle G., Cirone, Rob, Manoharan, Venika, Ismail, Mehvish, Goligher, Ewan C., Jassal, Mandeep, Nishikawa, Erin, Javeed, Areej, Curley, Gerard, Rittayamai, Nuttapol, Parotto, Matteo, Ferguson, Niall D., Mehta, Sangeeta, Knoll, Jenny, Pronovost, Antoine, Canestrini, Sergio, Bruhn, Alejandro R., Garcia, Patricio H., Aliaga, Felipe A., Farías, Pamela A., Yumha, Jacob S., Ortiz, Claudia A., Salas, Javier E., Saez, Alejandro A., Vega, Luis D., Labarca, Eduardo F., Martinez, Felipe T., Carreño, Nicolás G., Lora, Pilar, Liu, Haitao, Liu, Ling, Tang, Rui, Luo, Xiaoming, An, Youzhong, Zhao, Huiying, Gao, Yan, Zhai, Zhe, Ye, Zheng L., Wang, Wei, Li, Wenwen, Li, Qingdong, Zheng, Ruiqiang, Yu, Wenkui, Shen, Juanhong, Li, Xinyu, Yu, Tao, Lu, Weihua, Wu, Ya Q., Huang, Xiao B., He, Zhenyang, Lu, Yuanhua, Han, Hui, Zhang, Fan, Sun, Renhua, Wang, Hua X., Qin, Shu H., Zhu, Bao H., Zhao, Jun, Liu, Jian, Li, Bin, Liu, Jing L., Zhou, Fa C., Li, Qiong J., Zhang, Xing Y., Li-Xin, Zhou, Xin-Hua, Qiang, Jiang, Liangyan, Gao, Yuan N., Zhao, Xian Y., Li, Yuan Y., Li, Xiao L., Wang, Chunting, Yao, Qingchun, Yu, Rongguo, Chen, Kai, Shao, Huanzhang, Qin, Bingyu, Huang, Qing Q., Zhu, Wei H., Hang, Ai Y., Hua, Ma X., Li, Yimin, Xu, Yonghao, Di, Yu D., Ling, Long L., Qin, Tie H., Wang, Shou H., Qin, Junping, Han, Yi, Zhou, Suming, Vargas, Monica P., Silesky Jimenez, Juan I., González Rojas, Manuel A., Solis-Quesada, Jaime E., Ramirez-Alfaro, Christian M., Máca, Jan, Sklienka, Peter, Gjedsted, Jakob, Christiansen, Aage, Nielsen, Jonas, Villamagua, Boris G., Llano, Miguel, Burtin, Philippe, Buzancais, Gautier, Beuret, Pascal, Pelletier, Nicolas, Mortaza, Satar, Mercat, Alain, Chelly, Jonathan, Jochmans, Sébastien, Terzi, Nicolas, Daubin, Cédric, Carteaux, Guillaume, de Prost, Nicolas, Chiche, Jean-Daniel, Daviaud, Fabrice, Fartoukh, Muriel, Barberet, Guillaume, Biehler, Jerome, Dellamonica, Jean, Doyen, Denis, Arnal, Jean-Michel, Briquet, Anais, Hraiech, Sami, Papazian, Laurent, Follin, Arnaud, Roux, Damien, Messika, Jonathan, Kalaitzis, Evangelos, Dangers, Laurence, Combes, Alain, Au, Siu-Ming, Béduneau, Gaetan, Carpentier, Dorothée, Zogheib, Elie H., Dupont, Herve, Ricome, Sylvie, Santoli, Francesco L., Besset, Sebastien L., Michel, Philippe, Gelée, Bruno, Danin, Pierre-Eric, Goubaux, Bernard, Crova, Philippe J., Phan, Nga T., Berkelmans, Frantz, Badie, Julio C., Tapponnier, Romain, Gally, Josette, Khebbeb, Samy, Herbrecht, Jean-Etienne, Schneider, Francis, Declercq, Pierre-Louis M., Rigaud, Jean-Philippe, Duranteau, Jacques, Harrois, Anatole, Chabanne, Russell, Marin, Julien, Bigot, Charlene, Thibault, Sandrine, Ghazi, Mohammed, Boukhazna, Messabi, Zein, Salem Ould, Richecoeur, Jack R., Combaux, Daniele M., Grelon, Fabien, Le Moal, Charlene, Sauvadet, Elise P., Robine, Adrien, Lemiale, Virginie, Reuter, Danielle, Dres, Martin, Demoule, Alexandre, Goldgran-Toledano, Dany, Baboi, Loredana, Guérin, Claude, Lohner, Ralph, Kraßler, Jens, Schäfer, Susanne, Zacharowski, Kai D., Meybohm, Patrick, Reske, Andreas W., Simon, Philipp, Hopf, Hans-Bernd F., Schuetz, Michael, Baltus, Thomas, Papanikolaou, Metaxia N., Papavasilopoulou, Theonymfi G., Zacharas, Giannis A., Ourailogloy, Vasilis, Mouloudi, Eleni K., Massa, Eleni V., Nagy, Eva O., Stamou, Electra E., Kiourtzieva, Ellada V., Oikonomou, Marina A., Avila, Luis E., Cortez, Cesar A., Citalán, Johanna E., Jog, Sameer A., Sable, Safal D., Shah, Bhagyesh, Gurjar, Mohan, Baronia, Arvind K., Memon, Mohammedfaruk, Muthuchellappan, Radhakrishnan, Ramesh, Venkatapura J., Shenoy, Anitha, Unnikrishnan, Ramesh, Dixit, Subhal B., Rhayakar, Rachana V., Ramakrishnan, Nagarajan, Bhardwaj, Vallish K., Mahto, Heera L., Sagar, Sudha V., Palaniswamy, Vijayanand, Ganesan, Deeban, Hashemian, Seyed Mohammadreza, Jamaati, Hamidreza, Heidari, Farshad, Meaney, Edel A., Nichol, Alistair, Knapman, Karl M., O’Croinin, Donall, Dunne, Eimhin S., Breen, Dorothy M., Clarkson, Kevin P., Jaafar, Rola F., Dwyer, Rory, Amir, Fahd, Ajetunmobi, Olaitan O., O’Muircheartaigh, Aogan C., Black, Colin S., Treanor, Nuala, Collins, Daniel V., Altaf, Wahid, Zani, Gianluca, Fusari, Maurizio, Spadaro, Savino, Volta, Carlo A., Graziani, Romano, Brunettini, Barbara, Palmese, Salvatore, Formenti, Paolo, Umbrello, Michele, Lombardo, Andrea, Pecci, Elisabetta, Botteri, Marco, Savioli, Monica, Protti, Alessandro, Mattei, Alessia, Schiavoni, Lorenzo, Tinnirello, Andrea, Todeschini, Manuel, Giarratano, Antonino, Cortegiani, Andrea, Sher, Sara, Rossi, Anna, Antonelli, Massimo M., Montini, Luca M., Casalena, Paolo, Scafetti, Sergio, Panarello, Giovanna, Occhipinti, Giovanna, Patroniti, Nicolò, Pozzi, Matteo, Biscione, Roberto R., Poli, Michela M., Raimondi, Ferdinando, Albiero, Daniela, Crapelli, Giulia, Beck, Eduardo, Pota, Vincenzo, Schiavone, Vincenzo, Molin, Alexandre, Tarantino, Fabio, Monti, Giacomo, Frati, Elena, Mirabella, Lucia, Cinnella, Gilda, Fossali, Tommaso, Colombo, Riccardo, Pattarino, Pierpaolo Terragni Ilaria, Mojoli, Francesco, Braschi, Antonio, Borotto, Erika E., Cracchiolo, Andrea N., Palma, Daniela M., Raponi, Francesco, Foti, Giuseppe, Vascotto, Ettore R., Coppadoro, Andrea, Brazzi, Luca, Floris, Leda, Iotti, Giorgio A., Venti, Aaron, Yamaguchi, Osamu, Takagi, Shunsuke, Maeyama, Hiroki N., Watanabe, Eizo, Yamaji, Yoshihiro, Shimizu, Kazuyoshi, Shiozaki, Kyoko, Futami, Satoru, Ryosuke, Sekine, Saito, Koji, Kameyama, Yoshinobu, Ueno, Keiko, Izawa, Masayo, Okuda, Nao, Suzuki, Hiroyuki, Harasawa, Tomofumi, Nasu, Michitaka, Takada, Tadaaki, Ito, Fumihito, Nunomiya, Shin, Koyama, Kansuke, Abe, Toshikazu, Andoh, Kohkichi, Kusumoto, Kohei, Hirata, Akira, Takaba, Akihiro, Kimura, Hiroyasu, Matsumoto, Shuhei, Higashijima, Ushio, Honda, Hiroyuki, Aoki, Nobumasa, Imai, Hiroshi, Ogino, Yasuaki, Mizuguchi, Ichiko, Ichikado, Kazuya, Nitta, Kenichi, Mochizuki, Katsunori, Hashida, Tomoaki, Tanaka, Hiroyuki, Nakamura, Tomoyuki, Niimi, Daisuke, Ueda, Takeshi, Kashiwa, Yozo, Uchiyama, Akinori, Sabelnikovs, Olegs, Oss, Peteris, Haddad, Youssef, Liew, Kong Y., Ñamendys-Silva, Silvio A., Jarquin-Badiola, Yves D., Sanchez-Hurtado, Luis A., Gomez-Flores, Saira S., Marin, Maria C., Villagomez, Asisclo J., Lemus, Jordana S., Fierro, Jonathan M., Cervantes, Mavy Ramirez, Mejia, Francisco Javier Flores, Dector, Dulce, Dector, Dulce M., Gonzalez, Daniel R., Estrella, Claudia R., Sanchez-Medina, Jorge R., Ramirez-Gutierrez, Alvaro, George, Fernando G., Aguirre, Janet S., Buensuseso, Juan A., Poblano, Manuel, Dendane, Tarek, Zeggwagh, Amine Ali, Balkhi, Hicham, Elkhayari, Mina, Samkaoui, Nacer, Ezzouine, Hanane, Benslama, Abdellatif, Amor, Mourad, Maazouzi, Wajdi, Cimic, Nedim, Beck, Oliver, Bruns, Monique M., Schouten, Jeroen A., Rinia, Myra, Raaijmakers, Monique, Van Wezel, Hellen M., Heines, Serge J., Strauch, Ulrich, Buise, Marc P., Simonis, Fabienne D., Schultz, Marcus J., Goodson, Jennifer C., Browne, Troy S., Navarra, Leanlove, Hunt, Anna, Hutchison, Robyn A., Bailey, Mathew B., Newby, Lynette, Mcarthur, Colin, Kalkoff, Michael, Mcleod, Alex, Casement, Jonathan, Hacking, Danielle J., Andersen, Finn H., Dolva, Merete S., Barratt-Due, Andreas, Noremark, Kim Andre L., Søreide, Eldar, Sjøbø, Brit Å., Guttormsen, Anne B., Leon Yoshido, Hector H., Aguilar, Ronald Zumaran, Montes Oscanoa, Fredy A., Alisasis, Alain U., Robles, Joanne B., Pasanting-Lim, Rossini Abbie B., Tan, Beatriz C., Andruszkiewicz, Pawel, Jakubowska, Karina, Coxo, Cristina M., Alvarez, António M., Oliveira, Bruno S., Montanha, Gustavo M., Barros, Nelson C., Pereira, Carlos S., Messias, António M., Monteiro, Jorge M., Araujo, Ana M., Catorze, Nuno T., Marum, Susan M., Bouw, Maria J., Gomes, Rui M., Brito, Vania A., Castro, Silvia, Estilita, Joana M., Barros, Filipa M., Serra, Isabel M., Martinho, Aurelia M., Tomescu, Dana R., Marcu, Alexandra, Bedreag, Ovidiu H., Papurica, Marius, Corneci, Dan E., Negoita, Silvius Ioan, Grigoriev, Evgeny, Gritsan, Alexey I., Gazenkampf, Andrey A., Almekhlafi, Ghaleb, Albarrak, Mohamad M., Mustafa, Ghanem M., Maghrabi, Khalid A., Salahuddin, Nawal, Aisa, Tharwat M., Al Jabbary, Ahmed S., Tabhan, Edgardo, Arabi, Yaseen M., Arabi, Yaseen M., Trinidad, Olivia A., Al Dorzi, Hasan M., Tabhan, Edgardo E., Bolon, Stefan, Smith, Oliver, Mancebo, Jordi, Aguirre-Bermeo, Hernan, Lopez-Delgado, Juan C., Esteve, Francisco, Rialp, Gemma, Forteza, Catalina, De Haro, Candelaria, Artigas, Antonio, Albaiceta, Guillermo M., De Cima-Iglesias, Sara, Seoane-Quiroga, Leticia, Ceniceros-Barros, Alexandra, Ruiz-Aguilar, Antonio L., Claraco-Vega, Luis M., Soler, Juan Alfonso, del Carmen Lorente, Maria, Hermosa, Cecilia, Gordo, Federico, Prieto-González, Miryam, López-Messa, Juan B., Perez, Manuel P., Perez, Cesar P., Allue, Raquel Montoiro, Roche-Campo, Ferran, Ibañez-Santacruz, Marcos, Temprano, Susana, Pintado, Maria C., De Pablo, Raul, Gómez, Pilar Ricart Aroa, Ruiz, Silvia Rodriguez, Moles, Silvia Iglesias, Jurado, Mª Teresa, Arizmendi, Alfons, Piacentini, Enrique A., Franco, Nieves, Honrubia, Teresa, Cheng, Meisy Perez, Losada, Elena Perez, Blanco, Javier, Yuste, Luis J., Carbayo-Gorriz, Cecilia, Cazorla-Barranquero, Francisca G., Alonso, Javier G., Alda, Rosa S., Algaba, Ángela, Navarro, Gonzalo, Cereijo, Enrique, Diaz-Rodriguez, Esther, Marcos, Diego Pastor, Montero, Laura Alvarez, Para, Luis Herrera, Sanchez, Roberto Jimenez, Navalpotro, Miguel Angel Blasco, Abad, Ricardo Diaz, González, Raquel Montiel, Toribio, Dácil Parrilla, Castro, Alejandro G., Artiga, Maria Jose D., Penuelas, Oscar, Roser, Tomas P., Olga, Moreno F., Curto, Elena Gallego, Sánchez, Rocío Manzano, Imma, Vallverdu P., Elisabet, Garcia M., Claverias, Laura, Magret, Monica, Pellicer, Ana M., Rodriguez, Lucia L., Sánchez-Ballesteros, Jesús, González-Salamanca, Ángela, Jimenez, Antonio G., Huerta, Francisco P., Sotillo Diaz, Juan Carlos J., Lopez, Esther Bermejo, Llinares Moya, David D., Tallet Alfonso, Alec A., Luis, Palazon Sanchez Eugenio, Cesar, Palazon Sanchez, Rafael, Sánchez I., Virgilio, Corcoles G., Recio, Noelia N., Adamsson, Richard O., Rylander, Christian C., Holzgraefe, Bernhard, Broman, Lars M., Wessbergh, Joanna, Persson, Linnea, Schiöler, Fredrik, Kedelv, Hans, Tibblin, Anna Oscarsson, Appelberg, Henrik, Hedlund, Lars, Helleberg, Johan, Eriksson, Karin E., Glietsch, Rita, Larsson, Niklas, Nygren, Ingela, Nunes, Silvia L., Morin, Anna-Karin, Kander, Thomas, Adolfsson, Anne, Piquilloud, Lise, Zender, Hervé O., Leemann-Refondini, Corinne, Elatrous, Souheil, Bouchoucha, Slaheddine, Chouchene, Imed, Ouanes, Islem, Souissi, Asma Ben, Kamoun, Salma, Demirkiran, Oktay, Aker, Mustafa, Erbabacan, Emre, Ceylan, Ilkay, Girgin, Nermin Kelebek, Ozcelik, Menekse, Ünal, Necmettin, Meco, Basak Ceyda, Akyol, Onat O., Derman, Suleyman S., Kennedy, Barry, Parhar, Ken, Srinivasa, Latha, McAuley, Danny, Hopkins, Phil, Mellis, Clare, Kakar, Vivek, Hadfield, Dan, Vercueil, Andre, Bhowmick, Kaushik, Humphreys, Sally K., Ferguson, Andrew, Mckee, Raymond, Raj, Ashok S., Fawkes, Danielle A., Watt, Philip, Twohey, Linda, JhaMatthew Thomas, Rajeev R., Morton, Alex, Kadaba, Varsha, Smith, Mark J., Hormis, Anil P., Kannan, Santhana G., Namih, Miriam, Reschreiter, Henrik, Camsooksai, Julie, Kumar, Alek, Rugonfalvi, Szabolcs, Nutt, Christopher, Oneill, Orla, Seasman, Colette, Dempsey, Ged, Scott, Christopher J., Ellis, Helen E., Mckechnie, Stuart, Hutton, Paula J., Di Tomasso, Nora N., Vitale, Michela N., Griffin, Ruth O., Dean, Michael N., Cranshaw, Julius H., Willett, Emma L., Ioannou, Nicholas, Service, Gstt Severe Respiratory Failure, Gillis, Sarah, Csabi, Peter, Macfadyen, Rosaleen, Dawson, Heidi, Preez, Pieter D., Williams, Alexandra J., Boyd, Owen, De Gordoa, Laura Ortiz-Ruiz, Bramall, Jon, Symmonds, Sophie, Chau, Simon K., Wenham, Tim, Szakmany, Tamas, Toth-Tarsoly, Piroska, Mccalman, Katie H., Alexander, Peter, Stephenson, Lorraine, Collyer, Thomas, Chapman, Rhiannon, Cooper, Raphael, Allan, Russell M., Sim, Malcolm, Wrathall, David W., Irvine, Donald A., Zantua, Kim S., Adams, John C., Burtenshaw, Andrew J., Sellors, Gareth P., Welters, Ingeborg D., Williams, Karen E., Hessell, Robert J., Oldroyd, Matthew G., Battle, Ceri E., Pillai, Suresh, Kajtor, Istvan, Sivashanmugavel, Mageswaran, Okane, Sinead C., Donnelly, Adrian, Frigyik, Aniko D., Careless, Jon P., May, Martin M., Stewart, Richard, John Trinder, T., Hagan, Samantha J., Wise, Matt P., Cole, Jade M., MacFie, Caroline C., Dowling, Anna T., Hurtado, Javier, Hurtado, Javier, Nuñez, Edgardo, Pittini, Gustavo, Rodriguez, Ruben, Imperio, María C., Santos, Cristina, França, Ana G., Ebeid, Alejandro, Deicas, Alberto, Serra, Carolina, Uppalapati, Aditya, Kamel, Ghassan, Banner-Goodspeed, Valerie M., Beitler, Jeremy R., Mukkera, Satyanarayana Reddy, Kulkarni, Shreedhar, Lee, Jarone, Mesar, Tomaz, Shinn Iii, John O., Gomaa, Dina, Tainter, Christopher, Lee, Jarone, Mesar, Tomaz, Lee, Jarone, Yeatts, Dale J., Warren, Jessica, Lanspa, Michael J., Miller, Russel R., Grissom, Colin K., Brown, Samuel M., Bauer, Philippe R., Gosselin, Ryan J., Kitch, Barrett T., Cohen, Jason E., Beegle, Scott H., Gueret, Renaud M., Tulaimat, Aiman, Choudry, Shazia, Stigler, William, Batra, Hitesh, Huff, Nidhi G., Lamb, Keith D., Oetting, Trevor W., Mohr, Nicholas M., Judy, Claine, Saito, Shigeki, Kheir, Fayez M., Kheir, Fayez, Schlichting, Adam B., Delsing, Angela, Crouch, Daniel R., Elmasri, Mary, Crouch, Daniel R., Ismail, Dina, Dreyer, Kyle R., Blakeman, Thomas C., Dreyer, Kyle R., Gomaa, Dina, Baron, Rebecca M., Grijalba, Carolina Quintana, Hou, Peter C., Seethala, Raghu, Aisiku, Imo, Henderson, Galen, Frendl, Gyorgy, Hou, Sen-Kuang, Owens, Robert L., Schomer, Ashley, Bumbasirevic, Vesna, Jovanovic, Bojan, Surbatovic, Maja, Veljovic, Milic, McAuley, Danny, Rios, Fernando, Sottiaux, T., Depuydt, P., Lora, Fredy S., Azevedo, Luciano Cesar, Bugedo, Guillermo, Gonzalez, Marcos, Silesky, Juan, Cerny, Vladimir, Nielsen, Jonas, Jibaja, Manuel, Matamis, Dimitrios, Ranero, Jorge Luis, Amin, Pravin, Hashemian, S. M., Villagomez, Asisclo, Zeggwagh, Amine Ali, Palo, Jose Emmanuel, do Vale Fernandes, Antero, Sandesc, Dorel, Arabi, Yaasen, Bumbasierevic, Vesna, Lorente, Jose A., Piquilloud, Lise, Abroug, Fekri, Hurtado, Javier, Démpaire, Gabriel, The LUNG SAFE Investigators, and the ESICM Trials Group

Published
2017
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46. Standardizing the Probabilistic Sources of Uncertainty for the sake of Safety Deep Learning

Author

Brando, Axel, Serra, Isabel, Mezzetti, Enrico, Cazorla Almeida, Francisco Javier, Abella Ferrer, Jaume, and Barcelona Supercomputing Center

Subjects
Robustness (Control systems), Deep Learning, Aleatoric, Uncertainty, Uncertainty Sources, Informàtica::Intel·ligència artificial [Àrees temàtiques de la UPC], Safety, Robustness, Reliability, Domain, Supervised learning, Epistemic, Aprenentatge profund
Abstract

Nowadays, critical functionalities are increasingly tackled by autonomous decision-making systems, which depend on Artificial Intelligence (e.g. Deep Learning) models. Still, most of these models are designed to maximize the generic performance rather than preventing potential irreversible errors. While robustness and reliability techniques have been developed, in the recent years, to fill this gap, the sources of uncertainty in those decision models are still ambiguous. With a view to standardizing the uncertainty sources, in this paper we present a formal methodology to disentangle those sources from a probabilistic viewpoint for any (regression and classification) supervised learning model. Once we associate a formula to each uncertainty type, we expose the terminology disagreement in the literature and we propose one that is aligned with other previous works. Finally, based on the proposed formulation, we present an integrated visualization method to represent all the uncertainty sources in a single figure to, ultimately, assisting the design of uncertainty-tailored actions The research leading to these results has received funding from the Horizon Europe Programme under the SAFEXPLAIN Project (www.safexplain.eu), grant agreement num. 101069595 and the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme (grant agreement No. 772773). Additionally, this work has been partially supported by Grant PID2019-107255GB-C21 funded by MCIN/AEI/ 10.13039/501100011033.

Published
2023

47. SAFEXPLAIN: Safe and Explainable Critical Embedded Systems Based on AI

Author

Abella Ferrer, Jaume, Perez, Jon, Englund, Cristofer, Zonooz, Bahram, Giordana, Gabriele, Cazorla Almeida, Francisco Javier, Mezzetti, Enrico, Serra, Isabel, Brando, Axel, and Barcelona Supercomputing Center

Subjects
Intelligent agents (Computer software), Rail transportation, Deep learning (Machine learning), Libraries, Xarxes neuronals (Informàtica), Informàtica::Intel·ligència artificial [Àrees temàtiques de la UPC], Timing, Buildings, Safety, Software algorithms, Informàtica::Intel·ligència artificial::Sistemes experts [Àrees temàtiques de la UPC], Software
Abstract

Deep Learning (DL) techniques are at the heart of most future advanced software functions in Critical Autonomous AI-based Systems (CAIS), where they also represent a major competitive factor. Hence, the economic success of CAIS industries (e.g., automotive, space, railway) depends on their ability to design, implement, qualify, and certify DL-based software products under bounded effort/cost. However, there is a fundamental gap between Functional Safety (FUSA) requirements on CAIS and the nature of DL solutions. This gap stems from the development process of DL libraries and affects high-level safety concepts such as (1) explainability and traceability, (2) suitability for varying safety requirements, (3) FUSA-compliant implementations, and (4) real-time constraints. As a matter of fact, the data-dependent and stochastic nature of DL algorithms clashes with current FUSA practice, which instead builds on deterministic, verifiable, and pass/fail test-based software. The SAFEXPLAIN project tackles these challenges and targets by providing a flexible approach to allow the certification - hence adoption - of DL-based solutions in CAIS building on: (1) DL solutions that provide end-to-end traceability, with specific approaches to explain whether predictions can be trusted and strategies to reach (and prove) correct operation, in accordance to certification standards; (2) alternative and increasingly sophisticated design safety patterns for DL with varying criticality and fault tolerance requirements; (3) DL library implementations that adhere to safety requirements; and (4) computing platform configurations, to regain determinism, and probabilistic timing analyses, to handle the remaining non-determinism. The research leading to these results has received funding from the Horizon Europe Programme under the SAFEXPLAIN Project (www.safexplain.eu), grant agreement num. 101069595. BSC authors have also been supported by the Spanish Ministry of Science and Innovation under grant PID2019- 107255GBC21/AEI/10.13039/501100011033. Peer Reviewed "Article signat per 22 autors/es: Jaume Abella, Jon Perez, Cristofer Englund, Bahram Zonooz, Gabriele Giordana, Carlo Donzella, Francisco J. Cazorla, Enrico Mezzetti, Isabel Serra, Axel Brando, Irune Agirre, Fernando Eizaguirre, Thanh Hai Bui, Elahe Arani, Fahad Sarfraz, Ajay Balasubramaniam, Ahmed BadarIlaria Bloise, Lorenzo Feruglio, Ilaria Cinelli, Davide Brighenti, Davide Cunial"

Published
2023

49. Genetic analyses of aplastic anemia and idiopathic pulmonary fibrosis patients with short telomeres, possible implication of DNA-repair genes

Author

Arias-Salgado, Elena G., Galvez, Eva, Planas-Cerezales, Lurdes, Pintado-Berninches, Laura, Vallespin, Elena, Martinez, Pilar, Carrillo, Jaime, Iarriccio, Laura, Ruiz-Llobet, Anna, Catalá, Albert, Badell-Serra, Isabel, Gonzalez-Granado, Luis I., Martín-Nalda, Andrea, Martínez-Gallo, Mónica, Galera-Miñarro, Ana, Rodríguez-Vigil, Carmen, Bastos-Oreiro, Mariana, Perez de Nanclares, Guiomar, Leiro-Fernández, Virginia, Uria, Maria-Luz, Diaz-Heredia, Cristina, Valenzuela, Claudia, Martín, Sara, López-Muñiz, Belén, Lapunzina, Pablo, Sevilla, Julian, Molina-Molina, María, Perona, Rosario, and Sastre, Leandro

Published
2019
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50. Validation and utility of ARDS subphenotypes identified by machine-learning models using clinical data: an observational, multicohort, retrospective analysis

Author

Maddali, Manoj V, Churpek, Matthew, Pham, Tai, Rezoagli, Emanuele, Zhuo, Hanjing, Zhao, Wendi, June, He, Delucchi, Kevin L, Wang, Chunxue, Wickersham, Nancy, Mcneil, J Brennan, Jauregui, Alejandra, Serena, Ke, Vessel, Kathryn, Gomez, Antonio, Hendrickson, Carolyn M, Kangelaris, Kirsten N, Sarma, Aartik, Leligdowicz, Aleksandra, Liu, Kathleen D, Matthay, Michael A, Ware, Lorraine B, Laffey, John G, Bellani, Giacomo, Calfee, Carolyn S, Sinha, Pratik, Rios, Fernando, Van Haren, Frank, Sottiaux, T, Lora, Fredy S, Azevedo, Luciano C, Depuydt, P, Fan, Eddy, Bugedo, Guillermo, Qiu, Haibo, Gonzalez, Marcos, Silesky, Juan, Cerny, Vladimir, Nielsen, Jonas, Jibaja, Manuel, Pham, Tài, Wrigge, Hermann, Matamis, Dimitrios, Ranero, Jorge Luis, Hashemian, S. M, Amin, Pravin, Clarkson, Kevin, Kurahashi, Kiyoyasu, Villagomez, Asisclo, Zeggwagh, Amine Ali, Heunks, Leo M, Laake, Jon Henrik, Palo, Jose Emmanuel, do Vale Fernandes, Antero, Sandesc, Dorel, Arabi, Yaasen, Bumbasierevic, Vesna, Nin, Nicolas, Lorente, Jose A, Larsson, Anders, Piquilloud, Lise, Abroug, Fekri, Mcauley, Daniel F, Mcnamee, Lia, Hurtado, Javier, Bajwa, Ed, Démpaire, Gabriel, Francois, Guy M, Sula, Hektor, Nunci, Lordian, Cani, Alma, Zazu, Alan, Dellera, Christian, Insaurralde, Carolina S, Alejandro, Risso V, Daldin, Julio, Vinzio, Mauricio, Fernandez, Ruben O, Cardonnet, Luis P, Bettini, Lisandro R, Bisso, Mariano Carboni, Osman, Emilio M, Setten, Mariano G, Lovazzano, Pablo, Alvarez, Javier, Villar, Veronica, Milstein, Cesar, Pozo, Norberto C, Grubissich, Nicolas, Plotnikow, Gustavo A, Vasquez, Daniela N, Ilutovich, Santiago, Tiribelli, Norberto, Chena, Ariel, Pellegrini, Carlos A, Saenz, María G, Estenssoro, Elisa, Brizuela, Matias, Gianinetto, Hernan, Gomez, Pablo E, Cerrato, Valeria I, Bezzi, Marco G, Borello, Silvina A, Loiacono, Flavia A, Fernandez, Adriana M, Knowles, Serena, Reynolds, Claire, Inskip, Deborah M, Miller, Jennene J, Kong, Jing, Whitehead, Christina, Bihari, Shailesh, Seven, Aylin, Krstevski, Amanda, Rodgers, Helen J, Millar, Rebecca T, Mckenna, Toni E, Bailey, Irene M, Hanlon, Gabrielle C, Aneman, Anders, Lynch, Joan M, Azad, Raman, Neal, John, Woods, Paul W, Roberts, Brigit L, Kol, Mark R, Wong, Helen S, Riss, Katharina C, Staudinger, Thomas, Wittebole, Xavier, Berghe, Caroline, Bulpa, Pierre A, Dive, Alain M, Verstraete, Rik, Lebbinck, Herve, Depuydt, Pieter, Vermassen, Joris, Meersseman, Philippe, Ceunen, Helga, Rosa, Jonas I, Beraldo, Daniel O, Piras, Claudio, Ampinelli, Adenilton M R, Nassar Jr, Antonio P, Mataloun, Sergio, Moock, Marcelo, Thompson, Marlus M, Gonçalves, Claudio H, Antônio, Ana Carolina P, Ascoli, Aline, Biondi, Rodrigo S, Fontenele, Danielle C, Nobrega, Danielle, Sales, Vanessa M, Shindhe, Suresh, Ismail, Dk Maizatul Aiman B Pg Hj, Laffey, John, Beloncle, Francois, Davies, Kyle G, Cirone, Rob, Manoharan, Venika, Ismail, Mehvish, Goligher, Ewan C, Jassal, Mandeep, Nishikawa, Erin, Javeed, Areej, Curley, Gerard, Rittayamai, Nuttapol, Parotto, Matteo, Ferguson, Niall D, Mehta, Sangeeta, Knoll, Jenny, Pronovost, Antoine, Canestrini, Sergio, Bruhn, Alejandro R, Garcia, Patricio H, Aliaga, Felipe A, Farías, Pamela A, Yumha, Jacob S, Ortiz, Claudia A, Salas, Javier E, Saez, Alejandro A, Vega, Luis D, Labarca, Eduardo F, Martinez, Felipe T, Carreño, Nicolás G, Lora, Pilar, Liu, Haitao, Liu, Ling, Tang, Rui, Luo, Xiaoming, Youzhong, An, Zhao, Huiying, Gao, Yan, Zhai, Zhe, Zheng L, Ye, Wang, Wei, Wenwen, Li, Qingdong, Li, Zheng, Ruiqiang, Wenkui, Yu, Shen, Juanhong, Xinyu, Li, Tao, Yu, Weihua, Lu, Ya Q, Wu, Huang, Xiao B, Zhenyang, He, Yuanhua, Lu, Han, Hui, Zhang, Fan, Sun, Renhua, Wang, Hua X, Qin, Shu H, Zhu, Bao H, Zhao, Jun, Liu, Jian, Bin, Li, Liu, Jing L, Zhou, Fa C, Qiong J, Li, Zhang, Xing Y, Li-Xin, Zhou, Xin-Hua, Qiang, Jiang, Liangyan, Gao, Yuan N, Zhao, Xian Y, Yuan Y, Li, Xiao L, Li, Wang, Chunting, Yao, Qingchun, Rongguo, Yu, Chen, Kai, Shao, Huanzhang, Qin, Bingyu, Huang, Qing Q, Zhu, Wei H, Hang, Ai Y, Hua, Ma X, Yimin, Li, Yonghao, Xu, Yu D, Di, Ling, Long L, Qin, Tie H, Wang, Shou H, Qin, Junping, Han, Yi, Zhou, Suming, Vargas, Monica P, Silesky Jimenez, Juan I, González Rojas, Manuel A, Solis-Quesada, Jaime E, Ramirez-Alfaro, Christian M, Máca, Jan, Sklienka, Peter, Gjedsted, Jakob, Christiansen, Aage, Villamagua, Boris G, Llano, Miguel, Burtin, Philippe, Buzancais, Gautier, Beuret, Pascal, Pelletier, Nicolas, Mortaza, Satar, Mercat, Alain, Chelly, Jonathan, Jochmans, Sébastien, Terzi, Nicolas, Daubin, Cédric, Carteaux, Guillaume, de Prost, Nicolas, Chiche, Jean-Daniel, Daviaud, Fabrice, Fartoukh, Muriel, Barberet, Guillaume, Biehler, Jerome, Dellamonica, Jean, Doyen, Denis, Arnal, Jean-Michel, Briquet, Anais, Hraiech, Sami, Papazian, Laurent, Follin, Arnaud, Roux, Damien, Messika, Jonathan, Kalaitzis, Evangelos, Dangers, Laurence, Combes, Alain, Siu-Ming, Au, Béduneau, Gaetan, Carpentier, Dorothée, Zogheib, Elie H, Dupont, Herve, Ricome, Sylvie, Santoli, Francesco L, Besset, Sebastien L, Michel, Philippe, Gelée, Bruno, Danin, Pierre-Eric, Goubaux, Bernard, Crova, Philippe J, Phan, Nga T, Berkelmans, Frantz, Badie, Julio C, Tapponnier, Romain, Gally, Josette, Khebbeb, Samy, Herbrecht, Jean-Etienne, Schneider, Francis, Declercq, Pierre-Louis M, Rigaud, Jean-Philippe, Duranteau, Jacques, Harrois, Anatole, Chabanne, Russell, Marin, Julien, Bigot, Charlene, Thibault, Sandrine, Ghazi, Mohammed, Boukhazna, Messabi, Ould Zein, Salem, Richecoeur, Jack R, Combaux, Daniele M, Grelon, Fabien, Le Moal, Charlene, Sauvadet, Elise P, Robine, Adrien, Lemiale, Virginie, Reuter, Danielle, Dres, Martin, Demoule, Alexandre, Goldgran-Toledano, Dany, Baboi, Loredana, Guérin, Claude, Lohner, Ralph, Kraßler, Jens, Schäfer, Susanne, Zacharowski, Kai D, Meybohm, Patrick, Reske, Andreas W, Simon, Philipp, Hopf, Hans-Bernd F, Schuetz, Michael, Baltus, Thomas, Papanikolaou, Metaxia N, Papavasilopoulou, Theonymfi G, Zacharas, Giannis A, Ourailogloy, Vasilis, Mouloudi, Eleni K, Massa, Eleni V, Nagy, Eva O, Stamou, Electra E, Kiourtzieva, Ellada V, Oikonomou, Marina A, Avila, Luis E, Cortez, Cesar A, Citalán, Johanna E, Jog, Sameer A, Sable, Safal D, Shah, Bhagyesh, Gurjar, Mohan, Baronia, Arvind K, Memon, Mohammedfaruk, Muthuchellappan, Radhakrishnan, Ramesh, Venkatapura J, Shenoy, Anitha, Unnikrishnan, Ramesh, Dixit, Subhal B, Rhayakar, Rachana V, Ramakrishnan, Nagarajan, Bhardwaj, Vallish K, Mahto, Heera L, Sagar, Sudha V, Palaniswamy, Vijayanand, Ganesan, Deeban, Mohammadreza Hashemian, Seyed, Jamaati, Hamidreza, Heidari, Farshad, Meaney, Edel A, Nichol, Alistair, Knapman, Karl M, O'Croinin, Donall, Dunne, Eimhin S, Breen, Dorothy M, Clarkson, Kevin P, Jaafar, Rola F, Dwyer, Rory, Amir, Fahd, Ajetunmobi, Olaitan O, O'Muircheartaigh, Aogan C, Black, Colin S, Treanor, Nuala, Collins, Daniel V, Altaf, Wahid, Zani, Gianluca, Fusari, Maurizio, Spadaro, Savino, Volta, Carlo A, Graziani, Romano, Brunettini, Barbara, Palmese, Salvatore, Formenti, Paolo, Umbrello, Michele, Lombardo, Andrea, Pecci, Elisabetta, Botteri, Marco, Savioli, Monica, Protti, Alessandro, Mattei, Alessia, Schiavoni, Lorenzo, Tinnirello, Andrea, Todeschini, Manuel, Giarratano, Antonino, Cortegiani, Andrea, Sher, Sara, Rossi, Anna, Antonelli, Massimo M, Montini, Luca M, Casalena, Paolo, Scafetti, Sergio, Panarello, Giovanna, Occhipinti, Giovanna, Patroniti, Nicolò, Pozzi, Matteo, Biscione, Roberto R, Poli, Michela M, Raimondi, Ferdinando, Albiero, Daniela, Crapelli, Giulia, Beck, Eduardo, Pota, Vincenzo, Schiavone, Vincenzo, Molin, Alexandre, Tarantino, Fabio, Monti, Giacomo, Frati, Elena, Mirabella, Lucia, Cinnella, Gilda, Fossali, Tommaso, Colombo, Riccardo, Terragni, Pierpaolo, Pattarino, Ilaria, Mojoli, Francesco, Braschi, Antonio, Borotto, Erika E, Cracchiolo, Andrea N, Palma, Daniela M, Raponi, Francesco, Foti, Giuseppe, Vascotto, Ettore R, Coppadoro, Andrea, Brazzi, Luca, Floris, Leda, Iotti, Giorgio A, Venti, Aaron, Yamaguchi, Osamu, Takagi, Shunsuke, Maeyama, Hiroki N, Watanabe, Eizo, Yamaji, Yoshihiro, Shimizu, Kazuyoshi, Shiozaki, Kyoko, Futami, Satoru, Ryosuke, Sekine, Saito, Koji, Kameyama, Yoshinobu, Ueno, Keiko, Izawa, Masayo, Okuda, Nao, Suzuki, Hiroyuki, Harasawa, Tomofumi, Nasu, Michitaka, Takada, Tadaaki, Ito, Fumihito, Nunomiya, Shin, Koyama, Kansuke, Abe, Toshikazu, Andoh, Kohkichi, Kusumoto, Kohei, Hirata, Akira, Takaba, Akihiro, Kimura, Hiroyasu, Matsumoto, Shuhei, Higashijima, Ushio, Honda, Hiroyuki, Aoki, Nobumasa, Imai, Hiroshi, Ogino, Yasuaki, Mizuguchi, Ichiko, Ichikado, Kazuya, Nitta, Kenichi, Mochizuki, Katsunori, Hashida, Tomoaki, Tanaka, Hiroyuki, Nakamura, Tomoyuki, Niimi, Daisuke, Ueda, Takeshi, Kashiwa, Yozo, Uchiyama, Akinori, Sabelnikovs, Olegs, Oss, Peteris, Haddad, Youssef, Liew, Kong Y, Ñamendys-Silva, Silvio A, Jarquin-Badiola, Yves D, Sanchez-Hurtado, Luis A, Gomez-Flores, Saira S, Marin, Maria C, Villagomez, Asisclo J, Lemus, Jordana S, Fierro, Jonathan M, Cervantes, Mavy Ramirez, Mejia, Francisco Javier Flores, Gonzalez, Daniel R, Dector, Dulce M, Estrella, Claudia R, Sanchez-Medina, Jorge R, Ramirez-Gutierrez, Alvaro, George, Fernando G, Aguirre, Janet S, Buensuseso, Juan A, Poblano, Manuel, Dendane, Tarek, Balkhi, Hicham, Elkhayari, Mina, Samkaoui, Nacer, Ezzouine, Hanane, Benslama, Abdellatif, Amor, Mourad, Maazouzi, Wajdi, Cimic, Nedim, Beck, Oliver, Bruns, Monique M, Schouten, Jeroen A, Rinia, Myra, Raaijmakers, Monique, Van Wezel, Hellen M, Heines, Serge J, Buise, Marc P, Simonis, Fabienne D, Schultz, Marcus J, Goodson, Jennifer C, Rowne, Troy S B, Navarra, Leanlove, Hunt, Anna, Hutchison, Robyn A, Bailey, Mathew B, Newby, Lynette, Mcarthur, Colin, Kalkoff, Michael, Mcleod, Alex, Casement, Jonathan, Hacking, Danielle J, Andersen, Finn H, Dolva, Merete S, Laake, Jon H, Barratt-Due, Andreas, Noremark, Kim Andre L, Søreide, Eldar, Sjøbø, Brit Å, Guttormsen, Anne B, Yoshido, Hector H Leon, Aguilar, Ronald Zumaran, Oscanoa, Fredy A Montes, Alisasis, Alain U, Robles, Joanne B, Pasanting-Lim, Rossini Abbie B, Tan, Beatriz C, Andruszkiewicz, Pawel, Jakubowska, Karina, Cox, Cristina M, Alvarez, António M, Oliveira, Bruno S, Montanha, Gustavo M, Barros, Nelson C, Pereira, Carlos S, Messias, António M, Monteiro, Jorge M, Araujo, Ana M, Catorze, Nuno T, Marum, Susan M, Bouw, Maria J, Gomes, Rui M, Brito, Vania A, Castro, Silvia, Estilita, Joana M, Barros, Filipa M, Serra, Isabel M, Martinho, Aurelia M, Tomescu, Dana R, Marcu, Alexandra, Bedreag, Ovidiu H, Papurica, Marius, Corneci, Dan E, Negoita, Silvius Ioan, Grigoriev, Evgeny, Gritsan, Alexey I, Gazenkampf, Andrey A, Almekhlafi, Ghaleb, Albarrak, Mohamad M, Mustafa, Ghanem M, Maghrabi, Khalid A, Salahuddin, Nawal, Aisa, Tharwat M, Al Jabbary, Ahmed S, Tabhan, Edgardo, Arabi, Yaseen M, Trinidad, Olivia A, Al Dorzi, Hasan M, Tabhan, Edgardo E, Bolon, Stefan, Smith, Oliver, Mancebo, Jordi, Aguirre-Bermeo, Hernan, Lopez-Delgado, Juan C, Esteve, Francisco, Rialp, Gemma, Forteza, Catalina, De Haro, Candelaria, Artigas, Antonio, Albaiceta, Guillermo M, De Cima-Iglesias, Sara, Seoane-Quiroga, Leticia, Ceniceros-Barros, Alexandra, Ruiz-Aguilar, Antonio L, Claraco-Vega, Luis M, Soler, Juan Alfonso, Lorente, Maria del Carmen, Hermosa, Cecilia, Gordo, Federico, Prieto-González, Miryam, López-Messa, Juan B, Perez, Manuel P, Pere, Cesar P, Allue, Raquel Montoiro, Roche-Campo, Ferran, Ibañez-Santacruz, Marcos, Temprano, Susana, Pintado, Maria C, De Pablo, Raul, Gómez, Pilar Ricart Aroa, Ruiz, Silvia Rodriguez, Moles, Silvia Iglesias, Jurado, Mª Teresa, Arizmendi, Alfons, Piacentini, Enrique A, Franco, Nieves, Honrubia, Teresa, Perez Cheng, Meisy, Perez Losada, Elena, Blanco, Javier, Yuste, Luis J, Carbayo-Gorriz, Cecilia, Cazorla-Barranquero, Francisca G, Alonso, Javier G, Alda, Rosa S, Algaba, Ángela, Navarro, Gonzalo, Cereijo, Enrique, Diaz-Rodriguez, Esther, Marcos, Diego Pastor, Montero, Laura Alvarez, Para, Luis Herrera, Sanchez, Roberto Jimenez, Blasco Navalpotro, Miguel Angel, Abad, Ricardo Diaz, Montiel González, Raquel, Toribio, Dácil Parrilla, Castro, Alejandro G, Artiga, Maria Jose D, Penuelas, Oscar, Roser, Tomas P, Olga, Moreno F, Curto, Elena Gallego, Sánchez, Rocío Manzano, Imma, Vallverdu P, Elisabet, Garcia M, Claverias, Laura, Magret, Monica, Pellicer, Ana M, Rodriguez, Lucia L, Sánchez-Ballesteros, Jesús, González-Salamanca, Ángela, Jimenez, Antonio G, Huerta, Francisco P, Diaz, Juan Carlos J Sotillo, Lopez, Esther Bermejo, Moya, David D Llinares, Alfonso, Alec A Tallet, Eugenio Luis, Palazon Sanchez, Cesar, Palazon Sanchez, Rafael, Sánchez I, Virgilio, Corcoles G, Recio, Noelia N, Adamsson, Richard O, Rylander, Christian C, Holzgraefe, Bernhard, Broman, Lars M, Wessbergh, Joanna, Persson, Linnea, Schiöler, Fredrik, Kedelv, Hans, Tibblin, Anna Oscarsson, Appelberg, Henrik, Hedlund, Lars, Helleberg, Johan, Eriksson, Karin E, Glietsch, Rita, Larsson, Niklas, Nygren, Ingela, Nunes, Silvia L, Morin, Anna-Karin, Kander, Thomas, Adolfsson, Anne, Zender, Hervé O., Leemann-Refondini, Corinne, Elatrous, Souheil, Bouchoucha, Slaheddine, Chouchene, Imed, Ouanes, Islem, Ben Souissi, Asma, Kamoun, Salma, Demirkiran, Oktay, Aker, Mustafa, Erbabacan, Emre, Ceylan, Ilkay, Girgin, Nermin Kelebek, Ozcelik, Menekse, Ünal, Necmettin, Meco, Basak Ceyda, Akyol, Onat O, Derman, Suleyman S, Kennedy, Barry, Parhar, Ken, Srinivasa, Latha, Mcauley, Danny, Steinberg, Jack, Hopkins, Phil, Mellis, Clare, Stansil, Frank, Kakar, Vivek, Hadfield, Dan, Brown, Christine, Vercueil, Andre, Bhowmick, Kaushik, Humphreys, Sally K, Ferguson, Andrew, Mckee, Raymond, Raj, Ashok S, Fawkes, Danielle A, Watt, Philip, Twohey, Linda, Thomas, Rajeev R Jha Matthew, Morton, Alex, Kadaba, Varsha, Smith, Mark J, Hormis, Anil P, Kannan, Santhana G, Namih, Miriam, Reschreiter, Henrik, Camsooksai, Julie, Kumar, Alek, Rugonfalvi, Szabolcs, Nutt, Christopher, Oneill, Orla, Seasman, Colette, Dempsey, Ged, Scott, Christopher J, Ellis, Helen E, Mckechnie, Stuart, Hutton, Paula J, Di Tomasso, Nora N, Vitale, Michela N, Griffin, Ruth O, Dean, Michael N, Cranshaw, Julius H, Willett, Emma L, Ioannou, Nicholas, Gillis, Sarah, Csabi, Peter, Macfadyen, Rosaleen, Dawson, Heidi, Preez, Pieter D, Williams, Alexandra J, Boyd, Owen, De Gordoa, Laura Ortiz-Ruiz, Bramall, Jon, Symmonds, Sophie, Chau, Simon K, Wenham, Tim, Szakmany, Tamas, Toth-Tarsoly, Piroska, Mccalman, Katie H, Alexander, Peter, Stephenson, Lorraine, Collyer, Thomas, Chapman, Rhiannon, Cooper, Raphael, Allan, Russell M, Sim, Malcolm, Wrathall, David W, Irvine, Donald A, Zantua, Kim S, Adams, John C, Burtenshaw, Andrew J, Sellors, Gareth P, Welters, Ingeborg D, Williams, Karen E, Hessell, Robert J, Oldroyd, Matthew G, Battle, Ceri E, Pillai, Suresh, Kajtor, Istvan, Sivashanmugave, Mageswaran, Okane, Sinead C, Donnelly, Adrian, Frigyik, Aniko D, Careless, Jon P, May, Martin M, Stewart, Richard, Trinder, T John, Hagan, Samantha J, Wise, Matt P, Cole, Jade M, Macfie, Caroline C, Dowling, Anna T, Nuñez, Edgardo, Pittini, Gustavo, Rodriguez, Ruben, Imperio, María C, Santos, Cristina, França, Ana G., Ebeid, Alejandro, Deicas, Alberto, Serra, Carolina, Uppalapati, Aditya, Kamel, Ghassan, Banner-Goodspeed, Valerie M, Beitler, Jeremy R, Mukkera, Satyanarayana Reddy, Kulkarni, Shreedhar, Lee, Jarone, Mesar, Tomaz, Shinn Iii, John O, Gomaa, Dina, Tainter, Christopher, Cowley, R Adams, Yeatts, Dale J, Warren, Jessica, Lanspa, Michael J, Miller, Russel R, Grissom, Colin K, Brown, Samuel M, Bauer, Philippe R, Gosselin, Ryan J, Kitch, Barrett T, Cohen, Jason E, Beegle, Scott H, Gueret, Renaud M, Tulaimat, Aiman, Choudry, Shazia, Stigler, William, Batra, Hitesh, Huff, Nidhi G, Lamb, Keith D, Oetting, Trevor W, Mohr, Nicholas M, Judy, Claine, Saito, Shigeki, Kheir, Fayez M, Schlichting, Adam B, Delsing, Angela, Elmasri, Mary, Crouch, Daniel R, Ismail, Dina, Blakeman, Thomas C, Dreyer, Kyle R, Baron, Rebecca M, Grijalba, Carolina Quintana, Hou, Peter C, Seethala, Raghu, Aisiku, Imo, Henderson, Galen, Frendl, Gyorgy, Hou, Sen-Kuang, Owens, Robert L, Schomer, Ashley, Bumbasirevic, Vesna, Jovanovic, Bojan, Surbatovic, Maja, Veljovic, Milic, Brazzi, L, Maddali, M. V., Churpek, M., Pham, T., Rezoagli, E., Zhuo, H., Zhao, W., He, J., Delucchi, K. L., Wang, C., Wickersham, N., Mcneil, J. B., Jauregui, A., Ke, S., Vessel, K., Gomez, A., Hendrickson, C. M., Kangelaris, K. N., Sarma, A., Leligdowicz, A., Liu, K. D., Matthay, M. A., Ware, L. B., Laffey, J. G., Bellani, G., Calfee, C. S., Sinha, P., Rios, F., Van Haren, F., Sottiaux, T., Lora, F. S., Azevedo, L. C., Depuydt, P., Fan, E., Bugedo, G., Qiu, H., Gonzalez, M., Silesky, J., Cerny, V., Nielsen, J., Jibaja, M., Wrigge, H., Matamis, D., Ranero, J. L., Hashemian, S. M., Amin, P., Clarkson, K., Kurahashi, K., Villagomez, A., Zeggwagh, A. A., Heunks, L. M., Laake, J. H., Palo, J. E., do Vale Fernandes, A., Sandesc, D., Arabi, Y., Bumbasierevic, V., Nin, N., Lorente, J. A., Larsson, A., Piquilloud, L., Abroug, F., Mcauley, D. F., Mcnamee, L., Hurtado, J., Bajwa, E., Dempaire, G., Francois, G. M., Sula, H., Nunci, L., Cani, A., Zazu, A., Dellera, C., Insaurralde, C. S., Alejandro, R. V., Daldin, J., Vinzio, M., Fernandez, R. O., Cardonnet, L. P., Bettini, L. R., Bisso, M. C., Osman, E. M., Setten, M. G., Lovazzano, P., Alvarez, J., Villar, V., Milstein, C., Pozo, N. C., Grubissich, N., Plotnikow, G. A., Vasquez, D. N., Ilutovich, S., Tiribelli, N., Chena, A., Pellegrini, C. A., Saenz, M. G., Estenssoro, E., Brizuela, M., Gianinetto, H., Gomez, P. E., Cerrato, V. I., Bezzi, M. G., Borello, S. A., Loiacono, F. A., Fernandez, A. M., Knowles, S., Reynolds, C., Inskip, D. M., Miller, J. J., Kong, J., Whitehead, C., Bihari, S., Seven, A., Krstevski, A., Rodgers, H. J., Millar, R. T., Mckenna, T. E., Bailey, I. M., Hanlon, G. C., Aneman, A., Lynch, J. M., Azad, R., Neal, J., Woods, P. W., Roberts, B. L., Kol, M. R., Wong, H. S., Riss, K. C., Staudinger, T., Wittebole, X., Berghe, C., Bulpa, P. A., Dive, A. M., Verstraete, R., Lebbinck, H., Vermassen, J., Meersseman, P., Ceunen, H., Rosa, J. I., Beraldo, D. O., Piras, C., Ampinelli, A. M. R., Nassar Jr, A. P., Mataloun, S., Moock, M., Thompson, M. M., Goncalves, C. H., Antonio, A. C. P., Ascoli, A., Biondi, R. S., Fontenele, D. C., Nobrega, D., Sales, V. M., Shindhe, S., Ismail, D. M. A. B. P. H., Laffey, J., Beloncle, F., Davies, K. G., Cirone, R., Manoharan, V., Ismail, M., Goligher, E. C., Jassal, M., Nishikawa, E., Javeed, A., Curley, G., Rittayamai, N., Parotto, M., Ferguson, N. D., Mehta, S., Knoll, J., Pronovost, A., Canestrini, S., Bruhn, A. R., Garcia, P. H., Aliaga, F. A., Farias, P. A., Yumha, J. S., Ortiz, C. A., Salas, J. E., Saez, A. A., Vega, L. D., Labarca, E. F., Martinez, F. T., Carreno, N. G., Lora, P., Liu, H., Liu, L., Tang, R., Luo, X., An, Y., Zhao, H., Gao, Y., Zhai, Z., Ye, Z. L., Wang, W., Li, W., Li, Q., Zheng, R., Yu, W., Shen, J., Li, X., Yu, T., Lu, W., Wu, Y. Q., Huang, X. B., He, Z., Lu, Y., Han, H., Zhang, F., Sun, R., Wang, H. X., Qin, S. H., Zhu, B. H., Zhao, J., Liu, J., Li, B., Liu, J. L., Zhou, F. C., Li, Q. J., Zhang, X. Y., Li-Xin, Z., Xin-Hua, Q., Jiang, L., Gao, Y. N., Zhao, X. Y., Li, Y. Y., Li, X. L., Yao, Q., Yu, R., Chen, K., Shao, H., Qin, B., Huang, Q. Q., Zhu, W. H., Hang, A. Y., Hua, M. X., Li, Y., Xu, Y., Di, Y. D., Ling, L. L., Qin, T. H., Wang, S. H., Qin, J., Han, Y., Zhou, S., Vargas, M. P., Silesky Jimenez, J. I., Gonzalez Rojas, M. A., Solis-Quesada, J. E., Ramirez-Alfaro, C. M., Maca, J., Sklienka, P., Gjedsted, J., Christiansen, A., Villamagua, B. G., Llano, M., Burtin, P., Buzancais, G., Beuret, P., Pelletier, N., Mortaza, S., Mercat, A., Chelly, J., Jochmans, S., Terzi, N., Daubin, C., Carteaux, G., de Prost, N., Chiche, J. -D., Daviaud, F., Fartoukh, M., Barberet, G., Biehler, J., Dellamonica, J., Doyen, D., Arnal, J. -M., Briquet, A., Hraiech, S., Papazian, L., Follin, A., Roux, D., Messika, J., Kalaitzis, E., Dangers, L., Combes, A., Au, S. -M., Beduneau, G., Carpentier, D., Zogheib, E. H., Dupont, H., Ricome, S., Santoli, F. L., Besset, S. 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Subjects
Pulmonary and Respiratory Medicine, Clinical Sciences, Acute Lung Injury, Article, Machine Learning, Positive-Pressure Respiration, Rare Diseases, Clinical Research, Retrospective Studie, Settore MED/41 - ANESTESIOLOGIA, Humans, Lung, Acute Respiratory Distress Syndrome, Retrospective Studies, Respiratory Distress Syndrome, Other Medical and Health Sciences, LUNG SAFE Investigators and the ESICM Trials Group, lnfectious Diseases and Global Health Radboud Institute for Health Sciences [Radboudumc 4], Phenotype, Good Health and Well Being, Area Under Curve, ARDS: Phenotype, Respiratory, Public Health and Health Services, ARDS, Human
Abstract

Item does not contain fulltext BACKGROUND: Two acute respiratory distress syndrome (ARDS) subphenotypes (hyperinflammatory and hypoinflammatory) with distinct clinical and biological features and differential treatment responses have been identified using latent class analysis (LCA) in seven individual cohorts. To facilitate bedside identification of subphenotypes, clinical classifier models using readily available clinical variables have been described in four randomised controlled trials. We aimed to assess the performance of these models in observational cohorts of ARDS. METHODS: In this observational, multicohort, retrospective study, we validated two machine-learning clinical classifier models for assigning ARDS subphenotypes in two observational cohorts of patients with ARDS: Early Assessment of Renal and Lung Injury (EARLI; n=335) and Validating Acute Lung Injury Markers for Diagnosis (VALID; n=452), with LCA-derived subphenotypes as the gold standard. The primary model comprised only vital signs and laboratory variables, and the secondary model comprised all predictors in the primary model, with the addition of ventilatory variables and demographics. Model performance was assessed by calculating the area under the receiver operating characteristic curve (AUC) and calibration plots, and assigning subphenotypes using a probability cutoff value of 0·5 to determine sensitivity, specificity, and accuracy of the assignments. We also assessed the performance of the primary model in EARLI using data automatically extracted from an electronic health record (EHR; EHR-derived EARLI cohort). In Large Observational Study to Understand the Global Impact of Severe Acute Respiratory Failure (LUNG SAFE; n=2813), a multinational, observational ARDS cohort, we applied a custom classifier model (with fewer variables than the primary model) to determine the prognostic value of the subphenotypes and tested their interaction with the positive end-expiratory pressure (PEEP) strategy, with 90-day mortality as the dependent variable. FINDINGS: The primary clinical classifier model had an area under receiver operating characteristic curve (AUC) of 0·92 (95% CI 0·90-0·95) in EARLI and 0·88 (0·84-0·91) in VALID. Performance of the primary model was similar when using exclusively EHR-derived predictors compared with manually curated predictors (AUC=0·88 [95% CI 0·81-0·94] vs 0·92 [0·88-0·97]). In LUNG SAFE, 90-day mortality was higher in patients assigned the hyperinflammatory subphenotype than in those with the hypoinflammatory phenotype (414 [57%] of 725 vs 694 [33%] of 2088; p

Published
2022

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