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2. A RAC-GEF network critical for early intestinal tumourigenesis

Author

Pickering, K. A., Gilroy, K., Cassidy, J. W., Fey, S. K., Najumudeen, A. K., Zeiger, L. B., Vincent, D. F., Gay, D. M., Johansson, J., Fordham, R. P., Miller, B., Clark, W., Hedley, A., Unal, E. B., Kiel, C., McGhee, E., Machesky, L. M., Nixon, C., Johnsson, A. E., Bain, M., Strathdee, D., van Hoof, S. R., Medema, J. P., Anderson, K. I., Brachmann, S. M., Stucke, V. M., Malliri, A., Drysdale, M., Turner, M., Serrano, L., Myant, K., Campbell, A. D., and Sansom, O. J.

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2021
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4. Penumbral imaging and functional outcome in patients with anterior circulation ischaemic stroke treated with endovascular thrombectomy versus medical therapy: a meta-analysis of individual patient-level data

Author

Berkhemer, Olvert A, Fransen, Puck SS, Beumer, Debbie, van den Berg, Lucie A, Lingsma, Hester F, Yoo, Albert J, Schonewille, Wouter J, Vos, Jan Albert, Nederkoorn, Paul J, Wermer, Marieke JH, van Walderveen, Marianne AA, Staals, Julie, Hofmeijer, Jeannette, van Oostayen, Jacques A., Lycklama à Nijeholt, Geert J., Boiten, Jelis, Brouwer, Patrick A., Emmer, Bart J., de Bruijn, Sebastiaan F., van Dijk, Lukas C., Kappelle, Jaap, Lo, Rob H, van Dijk, Ewoud J., de Vries, Joost, de Kort, Paul L.M., van Rooij, Willem Jan J., van den Berg, Jan S.P., van Hasselt, Boudewijn A.A.M., Aerden, Leo A.M., Dallinga, René J., Visser, Marieke C., Bot, Joseph C.J., Vroomen, Patrick C., Eshghi, Omid, Schreuder, Tobien H.C.M.L., Heijboer, Roel J.J., Keizer, Koos, Tielbeek, Alexander V., den Hertog, Heleen M., Gerrits, Dick G., van den Berg-Vos, Renske M., Karas, Giorgos B., Steyerberg, Ewout W., Flach, Zwenneke, Marquering, Henk A., Sprengers, Marieke E.S., Jenniskens, Sjoerd F.M., Beenen, Ludo F.M., van den Berg, René, Koudstaal, Peter J., van Zwam, Wim H., Roos, Yvo B.W.E.M., van der Lugt, Aad, van Oostenbrugge, Robert J., Majoie, Charles B.L.M., Dippel, Diederik W.J., Brown, Martin M., Liebig, Thomas, Stijnen, Theo, Andersson, Tommy, Mattle, Heinrich, Wahlgren, Nils, van der Heijden, Esther, Ghannouti, Naziha, Fleitour, Nadine, Hooijenga, Imke, Puppels, Corina, Pellikaan, Wilma, Geerling, Annet, Lindl-Velema, Annemieke, van Vemde, Gina, de Ridder, Ans, Greebe, Paut, de Bont-Stikkelbroeck, José, de Meris, Joke, Janssen, Kirsten, Struijk, Willy, Licher, Silvan, Boodt, Nikki, Ros, Adriaan, Venema, Esmee, Slokkers, Ilse, Ganpat, Raymie-Jayce, Mulder, Maxim, Saiedie, Nawid, Heshmatollah, Alis, Schipperen, Stefanie, Vinken, Stefan, van Boxtel, Tiemen, Koets, Jeroen, Boers, Merel, Santos, Emilie, Borst, Jordi, Jansen, Ivo, Kappelhof, Manon, Lucas, Marit, Geuskens, Ralph, Barros, Renan Sales, Dobbe, Roeland, Csizmadia, Marloes, Hill, MD, Goyal, M, Demchuk, AM, Menon, BK, Eesa, M, Ryckborst, KJ, Wright, MR, Kamal, NR, Andersen, L, Randhawa, PA, Stewart, T, Patil, S, Minhas, P, Almekhlafi, M, Mishra, S, Clement, F, Sajobi, T, Shuaib, A, Montanera, WJ, Roy, D, Silver, FL, Jovin, TG, Frei, DF, Sapkota, B, Rempel, JL, Thornton, J, Williams, D, Tampieri, D, Poppe, AY, Dowlatshahi, D, Wong, JH, Mitha, AP, Subramaniam, S, Hull, G, Lowerison, MW, Salluzzi, M, Maxwell, M, Lacusta, S, Drupals, E, Armitage, K, Barber, PA, Smith, EE, Morrish, WF, Coutts, SB, Derdeyn, C, Demaerschalk, B, Yavagal, D, Martin, R, Brant, R, Yu, Y, Willinsky, RA, Weill, A, Kenney, C, Aram, H, Stys, PK, Watson, TW, Klein, G, Pearson, D, Couillard, P, Trivedi, A, Singh, D, Klourfeld, E, Imoukhuede, O, Nikneshan, D, Blayney, S, Reddy, R, Choi, P, Horton, M, Musuka, T, Dubuc, V, Field, TS, Desai, J, Adatia, S, Alseraya, A, Nambiar, V, van Dijk, R, Newcommon, NJ, Schwindt, B, Butcher, KS, Jeerakathil, T, Buck, B, Khan, K, Naik, SS, Emery, DJ, Owen, RJ, Kotylak, TB, Ashforth, RA, Yeo, TA, McNally, D, Siddiqui, M, Saqqur, M, Hussain, D, Kalashyan, H, Manosalva, A, Kate, M, Gioia, L, Hasan, S, Mohammad, A, Muratoglu, M, Cullen, A, Brennan, P, O'Hare, A, Looby, S, Hyland, D, Duff, S, McCusker, M, Hallinan, B, Lee, S, McCormack, J, Moore, A, O'Connor, M, Donegan, C, Brewer, L, Martin, A, Murphy, S, O'Rourke, K, Smyth, S, Kelly, P, Lynch, T, Daly, T, O'Brien, P, O'Driscoll, A, Martin, M, Collins, R, Coughlan, T, McCabe, D, O'Neill, D, Mulroy, M, Lynch, O, Walsh, T, O'Donnell, M, Galvin, T, Harbison, J, McElwaine, P, Mulpeter, K, McLoughlin, C, Reardon, M, Harkin, E, Dolan, E, Watts, M, Cunningham, N, Fallon, C, Gallagher, S, Cotter, P, Crowe, M, Doyle, R, Noone, I, Lapierre, M, Coté, VA, Lanthier, S, Odier, C, Durocher, A, Raymond, J, Daneault, N, Deschaintre, Y, Jankowitz, B, Baxendell, L, Massaro, L, Jackson-Graves, C, Decesare, S, Porter, P, Armbruster, K, Adams, A, Billigan, J, Oakley, J, Ducruet, A, Jadhav, A, Giurgiutiu, D-V, Aghaebrahim, A, Reddy, V, Hammer, M, Starr, M, Totoraitis, V, Wechsler, L, Streib, S, Rangaraju, S, Campbell, D, Rocha, M, Gulati, D, Krings, T, Kalman, L, Cayley, A, Williams, J, Wiegner, R, Casaubon, LK, Jaigobin, C, del Campo, JM, Elamin, E, Schaafsma, JD, Agid, R, Farb, R, ter Brugge, K, Sapkoda, BL, Baxter, BW, Barton, K, Knox, A, Porter, A, Sirelkhatim, A, Devlin, T, Dellinger, C, Pitiyanuvath, N, Patterson, J, Nichols, J, Quarfordt, S, Calvert, J, Hawk, H, Fanale, C, Bitner, A, Novak, A, Huddle, D, Bellon, R, Loy, D, Wagner, J, Chang, I, Lampe, E, Spencer, B, Pratt, R, Bartt, R, Shine, S, Dooley, G, Nguyen, T, Whaley, M, McCarthy, K, Teitelbaum, J, Poon, W, Campbell, N, Cortes, M, Lum, C, Shamloul, R, Robert, S, Stotts, G, Shamy, M, Steffenhagen, N, Blacquiere, D, Hogan, M, AlHazzaa, M, Basir, G, Lesiuk, H, Iancu, D, Santos, M, Choe, H, Weisman, DC, Jonczak, K, Blue-Schaller, A, Shah, Q, MacKenzie, L, Klein, B, Kulandaivel, K, Kozak, O, Gzesh, DJ, Harris, LJ, Khoury, JS, Mandzia, J, Pelz, D, Crann, S, Fleming, L, Hesser, K, Beauchamp, B, Amato-Marzialli, B, Boulton, M, Lopez- Ojeda, P, Sharma, M, Lownie, S, Chan, R, Swartz, R, Howard, P, Golob, D, Gladstone, D, Boyle, K, Boulos, M, Hopyan, J, Yang, V, Da Costa, L, Holmstedt, CA, Turk, AS, Navarro, R, Jauch, E, Ozark, S, Turner, R, Phillips, S, Shankar, J, Jarrett, J, Gubitz, G, Maloney, W, Vandorpe, R, Schmidt, M, Heidenreich, J, Hunter, G, Kelly, M, Whelan, R, Peeling, L, Burns, PA, Hunter, A, Wiggam, I, Kerr, E, Watt, M, Fulton, A, Gordon, P, Rennie, I, Flynn, P, Smyth, G, O'Leary, S, Gentile, N, Linares, G, McNelis, P, Erkmen, K, Katz, P, Azizi, A, Weaver, M, Jungreis, C, Faro, S, Shah, P, Reimer, H, Kalugdan, V, Saposnik, G, Bharatha, A, Li, Y, Kostyrko, P, Marotta, T, Montanera, W, Sarma, D, Selchen, D, Spears, J, Heo, JH, Jeong, K, Kim, DJ, Kim, BM, Kim, YD, Song, D, Lee, K-J, Yoo, J, Bang, OY, Rho, S, Lee, J, Jeon, P, Kim, KH, Cha, J, Kim, SJ, Ryoo, S, Lee, MJ, Sohn, S-I, Kim, C-H, Ryu, H-G, Hong, J-H, Chang, H-W, Lee, C-Y, Rha, J, Davis, Stephen M, Donnan, Geoffrey A, Campbell, Bruce CV, Mitchell, Peter J, Churilov, Leonid, Yan, Bernard, Dowling, Richard, Yassi, Nawaf, Oxley, Thomas J, Wu, Teddy Y, Silver, Gabriel, McDonald, Amy, McCoy, Rachael, Kleinig, Timothy J, Scroop, Rebecca, Dewey, Helen M, Simpson, Marion, Brooks, Mark, Coulton, Bronwyn, Krause, Martin, Harrington, Timothy J, Steinfort, Brendan, Faulder, Kenneth, Priglinger, Miriam, Day, Susan, Phan, Thanh, Chong, Winston, Holt, Michael, Chandra, Ronil V, Ma, Henry, Young, Dennis, Wong, Kitty, Wijeratne, Tissa, Tu, Hans, Mackay, Elizabeth, Celestino, Sherisse, Bladin, Christopher F, Loh, Poh Sien, Gilligan, Amanda, Ross, Zofia, Coote, Skye, Frost, Tanya, Parsons, Mark W, Miteff, Ferdinand, Levi, Christopher R, Ang, Timothy, Spratt, Neil, Kaauwai, Lara, Badve, Monica, Rice, Henry, de Villiers, Laetitia, Barber, P. Alan, McGuinness, Ben, Hope, Ayton, Moriarty, Maurice, Bennett, Patricia, Wong, Andrew, Coulthard, Alan, Lee, Andrew, Jannes, Jim, Field, Deborah, Sharma, Gagan, Salinas, Simon, Cowley, Elise, Snow, Barry, Kolbe, John, Stark, Richard, King, John, Macdonnell, Richard, Attia, John, D'Este, Cate, Saver, Jeffrey L, Goyal, Mayank, Diener, Hans-Christoph, Levy, Elad I., Bonafé, Alain, Mendes Pereira, Vitor, Jahan, Reza, Albers, Gregory W., Cognard, Christophe, Cohen, David J., Hacke, Werner, Jansen, Olav, Jovin, Tudor G., Mattle, Heinrich P., Nogueira, Raul G., Siddiqui, Adnan H., Yavagal, Dileep R., von Kummer, Rüdiger, Smith, Wade, Turjman, Francis, Hamilton, Scott, Chiacchierini, Richard, Amar, Arun, Sanossian, Nerses, Loh, Yince, Baxter, B, Reddy, VK, Horev, A, Star, M, Siddiqui, A, Hopkins, LN, Snyder, K, Sawyer, R, Hall, S, Costalat, V, Riquelme, C, Machi, P, Omer, E, Arquizan, C, Mourand, I, Charif, M, Ayrignac, X, Menjot de Champfleur, N, Leboucq, N, Gascou, G, Moynier, M, du Mesnil de Rochemont, R, Singer, O, Berkefeld, J, Foerch, C, Lorenz, M, Pfeilschifer, W, Hattingen, E, Wagner, M, You, SJ, Lescher, S, Braun, H, Dehkharghani, S, Belagaje, SR, Anderson, A, Lima, A, Obideen, M, Haussen, D, Dharia, R, Frankel, M, Patel, V, Owada, K, Saad, A, Amerson, L, Horn, C, Doppelheuer, S, Schindler, K, Lopes, DK, Chen, M, Moftakhar, R, Anton, C, Smreczak, M, Carpenter, JS, Boo, S, Rai, A, Roberts, T, Tarabishy, A, Gutmann, L, Brooks, C, Brick, J, Domico, J, Reimann, G, Hinrichs, K, Becker, M, Heiss, E, Selle, C, Witteler, A, Al-Boutros, S, Danch, M-J, Ranft, A, Rohde, S, Burg, K, Weimar, C, Zegarac, V, Hartmann, C, Schlamann, M, Göricke, S, Ringlestein, A, Wanke, I, Mönninghoff, C, Dietzold, M, Budzik, R, Davis, T, Eubank, G, Hicks, WJ, Pema, P, Vora, N, Mejilla, J, Taylor, M, Clark, W, Rontal, A, Fields, J, Peterson, B, Nesbit, G, Lutsep, H, Bozorgchami, H, Priest, R, Ologuntoye, O, Barnwell, S, Dogan, A, Herrick, K, Takahasi, C, Beadell, N, Brown, B, Jamieson, S, Hussain, MS, Russman, A, Hui, F, Wisco, D, Uchino, K, Khawaja, Z, Katzan, I, Toth, G, Cheng-Ching, E, Bain, M, Man, S, Farrag, A, George, P, John, S, Shankar, L, Drofa, A, Dahlgren, R, Bauer, A, Itreat, A, Taqui, A, Cerejo, R, Richmond, A, Ringleb, P, Bendszus, M, Möhlenbruch, M, Reiff, T, Amiri, H, Purrucker, J, Herweh, C, Pham, M, Menn, O, Ludwig, I, Acosta, I, Villar, C, Morgan, W, Sombutmai, C, Hellinger, F, Allen, E, Bellew, M, Gandhi, R, Bonwit, E, Aly, J, Ecker, RD, Seder, D, Morris, J, Skaletsky, M, Belden, J, Baker, C, Connolly, LS, Papanagiotou, P, Roth, C, Kastrup, A, Politi, M, Brunner, F, Alexandrou, M, Merdivan, H, Ramsey, C, Given II, C, Renfrow, S, Deshmukh, V, Sasadeusz, K, Vincent, F, Thiesing, JT, Putnam, J, Bhatt, A, Kansara, A, Caceves, D, Lowenkopf, T, Yanase, L, Zurasky, J, Dancer, S, Freeman, B, Scheibe-Mirek, T, Robison, J, Roll, J, Clark, D, Rodriguez, M, Fitzsimmons, B-FM, Zaidat, O, Lynch, JR, Lazzaro, M, Larson, T, Padmore, L, Das, E, Farrow-Schmidt, A, Hassan, A, Tekle, W, Cate, C, Jansen, O, Cnyrim, C, Wodarg, F, Wiese, C, Binder, A, Riedel, C, Rohr, A, Lang, N, Laufs, H, Krieter, S, Remonda, L, Diepers, M, Añon, J, Nedeltchev, K, Kahles, T, Biethahn, S, Lindner, M, Chang, V, Gächter, C, Esperon, C, Guglielmetti, M, Arenillas Lara, JF, Martínez Galdámez, M, Calleja Sanz, AI, Cortijo Garcia, E, Garcia Bermejo, P, Perez, S, Mulero Carrillo, P, Crespo Vallejo, E, Ruiz Piñero, M, Lopez Mesonero, L, Reyes Muñoz, FJ, Brekenfeld, C, Buhk, J-H, Krützelmann, A, Thomalla, G, Cheng, B, Beck, C, Hoppe, J, Goebell, E, Holst, B, Grzyska, U, Wortmann, G, Starkman, S, Duckwiler, G, Jahan, R, Rao, N, Sheth, S, Ng, K, Noorian, A, Szeder, V, Nour, M, McManus, M, Huang, J, Tarpley, J, Tateshima, S, Gonzalez, N, Ali, L, Liebeskind, D, Hinman, J, Calderon-Arnulphi, M, Liang, C, Guzy, J, Koch, S, DeSousa, K, Gordon-Perue, G, Elhammady, M, Peterson, E, Pandey, V, Dharmadhikari, S, Khandelwal, P, Malik, A, Pafford, R, Gonzalez, P, Ramdas, K, Andersen, G, Damgaard, D, Von Weitzel-Mudersbach, P, Simonsen, C, Ruiz de Morales Ayudarte, N, Poulsen, M, Sørensen, L, Karabegovich, S, Hjørringgaard, M, Hjort, N, Harbo, T, Sørensen, K, Deshaies, E, Padalino, D, Swarnkar, A, Latorre, JG, Elnour, E, El-Zammar, Z, Villwock, M, Farid, H, Balgude, A, Cross, L, Hansen, K, Holtmannspötter, M, Kondziella, D, Hoejgaard, J, Taudorf, S, Soendergaard, H, Wagner, A, Cronquist, M, Stavngaard, T, Cortsen, M, Krarup, LH, Hyldal, T, Haring, H-P, Guggenberger, S, Hamberger, M, Trenkler, J, Sonnberger, M, Nussbaumer, K, Dominger, C, Bach, E, Jagadeesan, BD, Taylor, R, Kim, J, Shea, K, Tummala, R, Zacharatos, H, Sandhu, D, Ezzeddine, M, Grande, A, Hildebrandt, D, Miller, K, Scherber, J, Hendrickson, A, Jumaa, M, Zaidi, S, Hendrickson, T, Snyder, V, Killer-Oberpfalzer, M, Mutzenbach, J, Weymayr, F, Broussalis, E, Stadler, K, Jedlitschka, A, Malek, A, Mueller-Kronast, N, Beck, P, Martin, C, Summers, D, Day, J, Bettinger, I, Holloway, W, Olds, K, Arkin, S, Akhtar, N, Boutwell, C, Crandall, S, Schwartzman, M, Weinstein, C, Brion, B, Prothmann, S, Kleine, J, Kreiser, K, Boeckh-Behrens, T, Poppert, H, Wunderlich, S, Koch, ML, Biberacher, V, Huberle, A, Gora-Stahlberg, G, Knier, B, Meindl, T, Utpadel-Fischler, D, Zech, M, Kowarik, M, Seifert, C, Schwaiger, B, Puri, A, Hou, S, Wakhloo, A, Moonis, M, Henninger, N, Goddeau, R, Massari, F, Minaeian, A, Lozano, JD, Ramzan, M, Stout, C, Patel, A, Tunguturi, A, Onteddu, S, Carandang, R, Howk, M, Ribó, M, Sanjuan, E, Rubiera, M, Pagola, J, Flores, A, Muchada, M, Meler, P, Huerga, E, Gelabert, S, Coscojuela, P, Tomasello, A, Rodriguez, D, Santamarina, E, Maisterra, O, Boned, S, Seró, L, Rovira, A, Molina, CA, Millán, M, Muñoz, L, Pérez de la Ossa, N, Gomis, M, Dorado, L, López-Cancio, E, Palomeras, E, Munuera, J, García Bermejo, P, Remollo, S, Castaño, C, García-Sort, R, Cuadras, P, Puyalto, P, Hernández-Pérez, M, Jiménez, M, Martínez-Piñeiro, A, Lucente, G, Dávalos, A, Chamorro, A, Urra, X, Obach, V, Cervera, A, Amaro, S, Llull, L, Codas, J, Balasa, M, Navarro, J, Ariño, H, Aceituno, A, Rudilosso, S, Renu, A, Macho, JM, San Roman, L, Blasco, J, López, A, Macías, N, Cardona, P, Quesada, H, Rubio, F, Cano, L, Lara, B, de Miquel, MA, Aja, L, Serena, J, Cobo, E, Albers, Gregory W, Lees, Kennedy R, Arenillas, J, Roberts, R, Al-Ajlan, F, Zimmel, L, Patel, S, Martí-Fàbregas, J, Salvat-Plana, M, Bracard, S, Ducrocq, Xavier, Anxionnat, René, Baillot, Pierre-Alexandre, Barbier, Charlotte, Derelle, Anne-Laure, Lacour, Jean-Christophe, Richard, Sébastien, Samson, Yves, Sourour, Nader, Baronnet-Chauvet, Flore, Clarencon, Frédéric, Crozier, Sophie, Deltour, Sandrine, Di Maria, Federico, Le Bouc, Raphael, Leger, Anne, Mutlu, Gurkan, Rosso, Charlotte, Szatmary, Zoltan, Yger, Marion, Zavanone, Chiara, Bakchine, Serge, Pierot, Laurent, Caucheteux, Nathalie, Estrade, Laurent, Kadziolka, Krzysztof, Leautaud, Alexandre, Renkes, Céline, Serre, Isabelle, Desal, Hubert, Guillon, Benoît, Boutoleau-Bretonniere, Claire, Daumas-Duport, Benjamin, De Gaalon, Solène, Derkinderen, Pascal, Evain, Sarah, Herisson, Fanny, Laplaud, David-Axel, Lebouvier, Thibaud, Lintia-Gaultier, Alina, Pouclet-Courtemanche, Hélène, Rouaud, Tiphaine, Rouaud Jaffrenou, Violaine, Schunck, Aurélia, Sevin-Allouet, Mathieu, Toulgoat, Frederique, Wiertlewski, Sandrine, Gauvrit, Jean-Yves, Ronziere, Thomas, Cahagne, Vincent, Ferre, Jean-Christophe, Pinel, Jean-François, Raoult, Hélène, Mas, Jean-Louis, Meder, Jean-François, Al Najjar-Carpentier, Amen-Adam, Birchenall, Julia, Bodiguel, Eric, Calvet, David, Domigo, Valérie, Godon-Hardy, Sylvie, Guiraud, Vincent, Lamy, Catherine, Majhadi, Loubna, Morin, Ludovic, Naggara, Olivier, Trystram, Denis, Turc, Guillaume, Berge, Jérôme, Sibon, Igor, Menegon, Patrice, Barreau, Xavier, Rouanet, François, Debruxelles, Sabrina, Kazadi, Annabelle, Renou, Pauline, Fleury, Olivier, Pasco-Papon, Anne, Dubas, Frédéric, Caroff, Jildaz, Godard Ducceschi, Sophie, Hamon, Marie-Aurélie, Lecluse, Alderic, Marc, Guillaume, Giroud, Maurice, Ricolfi, Frédéric, Bejot, Yannick, Chavent, Adrien, Gentil, Arnaud, Kazemi, Apolline, Osseby, Guy-Victor, Voguet, Charlotte, Mahagne, Marie-Hélène, Sedat, Jacques, Chau, Yves, Suissa, Laurent, Lachaud, Sylvain, Houdart, Emmanuel, Stapf, Christian, Buffon Porcher, Frédérique, Chabriat, Hugues, Guedin, Pierre, Herve, Dominique, Jouvent, Eric, Mawet, Jérôme, Saint-Maurice, Jean-Pierre, Schneble, Hans-Martin, Nighoghossian, Norbert, Berhoune, Nadia-Nawel, Bouhour, Françoise, Cho, Tae-Hee, Derex, Laurent, Felix, Sandra, Gervais-Bernard, Hélène, Gory, Benjamin, Manera, Luis, Mechtouff, Laura, Ritzenthaler, Thomas, Riva, Roberto, Salaris Silvio, Fabrizio, Tilikete, Caroline, Blanc, Raphael, Obadia, Michaël, Bartolini, Mario Bruno, Gueguen, Antoine, Piotin, Michel, Pistocchi, Silvia, Redjem, Hocine, Drouineau, Jacques, Neau, Jean-Philippe, Godeneche, Gaelle, Lamy, Matthias, Marsac, Emilia, Velasco, Stephane, Clavelou, Pierre, Chabert, Emmanuel, Bourgois, Nathalie, Cornut-Chauvinc, Catherine, Ferrier, Anna, Gabrillargues, Jean, Jean, Betty, Marques, Anna-Raquel, Vitello, Nicolas, Detante, Olivier, Barbieux, Marianne, Boubagra, Kamel, Favre Wiki, Isabelle, Garambois, Katia, Tahon, Florence, Ashok, Vasdev, Coskun, Oguzhan, Rodesch, Georges, Lapergue, Bertrand, Bourdain, Frédéric, Evrard, Serge, Graveleau, Philippe, Decroix, Jean Pierre, Wang, Adrien, Sellal, François, Ahle, Guido, Carelli, Gabriela, Dugay, Marie-Hélène, Gaultier, Claude, Lebedinsky, Ariel Pablo, Lita, Lavinia, Musacchio, Raul Mariano, Renglewicz-Destuynder, Catherine, Tournade, Alain, Vuillemet, Françis, Montoro, Francisco Macian, Mounayer, Charbel, Faugeras, Frederic, Gimenez, Laetitia, Labach, Catherine, Lautrette, Géraldine, Denier, Christian, Saliou, Guillaume, Chassin, Olivier, Dussaule, Claire, Melki, Elsa, Ozanne, Augustin, Puccinelli, Francesco, Sachet, Marina, Sarov, Mariana, Bonneville, Jean-François, Moulin, Thierry, Biondi, Alessandra, De Bustos Medeiros, Elisabeth, Vuillier, Fabrice, Courtheoux, Patrick, Viader, Fausto, Apoil-Brissard, Marion, Bataille, Mathieu, Bonnet, Anne-Laure, Cogez, Julien, Touze, Emmanuel, Leclerc, Xavier, Leys, Didier, Aggour, Mohamed, Aguettaz, Pierre, Bodenant, Marie, Cordonnier, Charlotte, Deplanque, Dominique, Girot, Marie, Henon, Hilde, Kalsoum, Erwah, Lucas, Christian, Pruvo, Jean-Pierre, Zuniga, Paolo, Arquizan, Caroline, Costalat, Vincent, Machi, Paolo, Mourand, Isabelle, Riquelme, Carlos, Bounolleau, Pierre, Arteaga, Charles, Faivre, Anthony, Bintner, Marc, Tournebize, Patrice, Charlin, Cyril, Darcel, Françoise, Gauthier-Lasalarie, Pascale, Jeremenko, Marcia, Mouton, Servane, Zerlauth, Jean-Baptiste, Lamy, Chantal, Hervé, Deramond, Hassan, Hosseini, Gaston, André, Barral, Francis-Guy, Garnier, Pierre, Beaujeux, Rémy, Wolff, Valérie, Herbreteau, Denis, Debiais, Séverine, Murray, Alicia, Ford, Gary, Muir, Keith W, White, Philip, Clifton, Andy, Freeman, Janet, Ford, Ian, Markus, Hugh, Wardlaw, Joanna, Molyneux, Andy, Robinson, Thompson, Lewis, Steff, Norrie, John, Robertson, Fergus, Perry, Richard, Dixit, Anand, Cloud, Geoffrey, Clifton, Andrew, Madigan, Jeremy, Roffe, Christine, Nayak, Sanjeev, Lobotesis, Kyriakos, Smith, Craig, Herwadkar, Amit, Kandasamy, Naga, Goddard, Tony, Bamford, John, Subramanian, Ganesh, Lenthall, Rob, Littleton, Edward, Lamin, Sal, Storey, Kelley, Ghatala, Rita, Banaras, Azra, Aeron-Thomas, John, Hazel, Bath, Maguire, Holly, Veraque, Emelda, Harrison, Louise, Keshvara, Rekha, Cunningham, James, Campbell, Bruce C V, Majoie, Charles B L M, Menon, Bijoy K, van Zwam, Wim H, van Oostenbrugge, Robert J, Demchuk, Andrew M, Guillemin, Francis, Dávalos, Antoni, Butcher, Kenneth S, Cherifi, Aboubaker, Marquering, Henk A, Macho Fernández, Juan M, Oppenheim, Catherine, Roos, Yvo B W E M, Shankar, Jai, Lingsma, Hester, Hernández-Pérez, María, Bharatha, Aditya, Levy, Elad I, Soudant, Marc, Aja, Lucia, Krings, Timo, Tisserand, Marie, San Román, Luis, Tomasello, Alejandro, Brown, Scott, Liebeskind, David S, Bracard, Serge, Dippel, Diederik W J, Jovin, Tudor G, and Hill, Michael D

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2019
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5. Imaging features and safety and efficacy of endovascular stroke treatment: a meta-analysis of individual patient-level data

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Berkhemer, Olvert A, Fransen, Puck SS, Beumer, Debbie, van den Berg, Lucie A, Lingsma, Hester F, Yoo, Albert J, Schonewille, Wouter J, Vos, Jan Albert, Nederkoorn, Paul J, Wermer, Marieke JH, van Walderveen, Marianne AA, Staals, Julie, Hofmeijer, Jeannette, van Oostayen, Jacques A., Lycklama à Nijeholt, Geert J., Boiten, Jelis, Brouwer, Patrick A., Emmer, Bart J., de Bruijn, Sebastiaan F., van Dijk, Lukas C., Kappelle, Jaap, Lo, Rob H, van Dijk, Ewoud J., de Vries, Joost, de Kort, Paul L.M., van Rooij, Willem Jan J., van den Berg, Jan S.P., van Hasselt, Boudewijn A.A.M., Aerden, Leo A.M., Dallinga, René J., Visser, Marieke C., Bot, Joseph C.J., Vroomen, Patrick C., Eshghi, Omid, Schreuder, Tobien H.C.M.L., Heijboer, Roel J.J., Keizer, Koos, Tielbeek, Alexander V., den Hertog, Heleen M., Gerrits, Dick G., van den Berg-Vos, Renske M., Karas, Giorgos B., Steyerberg, Ewout W., Flach, Zwenneke, Marquering, Henk A., Sprengers, Marieke E.S., Jenniskens, Sjoerd F.M., Beenen, Ludo F.M., van den Berg, René, Koudstaal, Peter J., van Zwam, Wim H., Roos, Yvo B.W.E.M., van der Lugt, Aad, van Oostenbrugge, Robert J., Majoie, Charles B.L.M., Dippel, Diederik W.J., Brown, Martin M., Liebig, Thomas, Stijnen, Theo, Andersson, Tommy, Mattle, Heinrich, Wahlgren, Nils, van der Heijden, Esther, Ghannouti, Naziha, Fleitour, Nadine, Hooijenga, Imke, Puppels, Corina, Pellikaan, Wilma, Geerling, Annet, Lindl-Velema, Annemieke, van Vemde, Gina, de Ridder, Ans, Greebe, Paut, de Bont-Stikkelbroeck, José, de Meris, Joke, Janssen, Kirsten, Struijk, Willy, Licher, Silvan, Boodt, Nikki, Ros, Adriaan, Venema, Esmee, Slokkers, Ilse, Ganpat, Raymie-Jayce, Mulder, Maxim, Saiedie, Nawid, Heshmatollah, Alis, Schipperen, Stefanie, Vinken, Stefan, van Boxtel, Tiemen, Koets, Jeroen, Boers, Merel, Santos, Emilie, Borst, Jordi, Jansen, Ivo, Kappelhof, Manon, Lucas, Marit, Geuskens, Ralph, Barros, Renan Sales, Dobbe, Roeland, Csizmadia, Marloes, Hill, MD, Goyal, M, Demchuk, AM, Menon, BK, Eesa, M, Ryckborst, KJ, Wright, MR, Kamal, NR, Andersen, L, Randhawa, PA, Stewart, T, Patil, S, Minhas, P, Almekhlafi, M, Mishra, S, Clement, F, Sajobi, T, Shuaib, A, Montanera, WJ, Roy, D, Silver, FL, Jovin, TG, Frei, DF, Sapkota, B, Rempel, JL, Thornton, J, Williams, D, Tampieri, D, Poppe, AY, Dowlatshahi, D, Wong, JH, Mitha, AP, Subramaniam, S, Hull, G, Lowerison, MW, Salluzzi, M, Maxwell, M, Lacusta, S, Drupals, E, Armitage, K, Barber, PA, Smith, EE, Morrish, WF, Coutts, SB, Derdeyn, C, Demaerschalk, B, Yavagal, D, Martin, R, Brant, R, Yu, Y, Willinsky, RA, Weill, A, Kenney, C, Aram, H, Stys, PK, Watson, TW, Klein, G, Pearson, D, Couillard, P, Trivedi, A, Singh, D, Klourfeld, E, Imoukhuede, O, Nikneshan, D, Blayney, S, Reddy, R, Choi, P, Horton, M, Musuka, T, Dubuc, V, Field, TS, Desai, J, Adatia, S, Alseraya, A, Nambiar, V, van Dijk, R, Newcommon, NJ, Schwindt, B, Butcher, KS, Jeerakathil, T, Buck, B, Khan, K, Naik, SS, Emery, DJ, Owen, RJ, Kotylak, TB, Ashforth, RA, Yeo, TA, McNally, D, Siddiqui, M, Saqqur, M, Hussain, D, Kalashyan, H, Manosalva, A, Kate, M, Gioia, L, Hasan, S, Mohammad, A, Muratoglu, M, Cullen, A, Brennan, P, O'Hare, A, Looby, S, Hyland, D, Duff, S, McCusker, M, Hallinan, B, Lee, S, McCormack, J, Moore, A, O'Connor, M, Donegan, C, Brewer, L, Martin, A, Murphy, S, O'Rourke, K, Smyth, S, Kelly, P, Lynch, T, Daly, T, O'Brien, P, O'Driscoll, A, Martin, M, Collins, R, Coughlan, T, McCabe, D, O'Neill, D, Mulroy, M, Lynch, O, Walsh, T, O'Donnell, M, Galvin, T, Harbison, J, McElwaine, P, Mulpeter, K, McLoughlin, C, Reardon, M, Harkin, E, Dolan, E, Watts, M, Cunningham, N, Fallon, C, Gallagher, S, Cotter, P, Crowe, M, Doyle, R, Noone, I, Lapierre, M, Coté, VA, Lanthier, S, Odier, C, Durocher, A, Raymond, J, Daneault, N, Deschaintre, Y, Jankowitz, B, Baxendell, L, Massaro, L, Jackson-Graves, C, Decesare, S, Porter, P, Armbruster, K, Adams, A, Billigan, J, Oakley, J, Ducruet, A, Jadhav, A, Giurgiutiu, D-V, Aghaebrahim, A, Reddy, V, Hammer, M, Starr, M, Totoraitis, V, Wechsler, L, Streib, S, Rangaraju, S, Campbell, D, Rocha, M, Gulati, D, Krings, T, Kalman, L, Cayley, A, Williams, J, Wiegner, R, Casaubon, LK, Jaigobin, C, del Campo, JM, Elamin, E, Schaafsma, JD, Agid, R, Farb, R, ter Brugge, K, Sapkoda, BL, Baxter, BW, Barton, K, Knox, A, Porter, A, Sirelkhatim, A, Devlin, T, Dellinger, C, Pitiyanuvath, N, Patterson, J, Nichols, J, Quarfordt, S, Calvert, J, Hawk, H, Fanale, C, Bitner, A, Novak, A, Huddle, D, Bellon, R, Loy, D, Wagner, J, Chang, I, Lampe, E, Spencer, B, Pratt, R, Bartt, R, Shine, S, Dooley, G, Nguyen, T, Whaley, M, McCarthy, K, Teitelbaum, J, Poon, W, Campbell, N, Cortes, M, Lum, C, Shamloul, R, Robert, S, Stotts, G, Shamy, M, Steffenhagen, N, Blacquiere, D, Hogan, M, AlHazzaa, M, Basir, G, Lesiuk, H, Iancu, D, Santos, M, Choe, H, Weisman, DC, Jonczak, K, Blue-Schaller, A, Shah, Q, MacKenzie, L, Klein, B, Kulandaivel, K, Kozak, O, Gzesh, DJ, Harris, LJ, Khoury, JS, Mandzia, J, Pelz, D, Crann, S, Fleming, L, Hesser, K, Beauchamp, B, 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Geoffrey A, Campbell, Bruce CV, Mitchell, Peter J, Churilov, Leonid, Yan, Bernard, Dowling, Richard, Yassi, Nawaf, Oxley, Thomas J, Wu, Teddy Y, Silver, Gabriel, McDonald, Amy, McCoy, Rachael, Kleinig, Timothy J, Scroop, Rebecca, Dewey, Helen M, Simpson, Marion, Brooks, Mark, Coulton, Bronwyn, Krause, Martin, Harrington, Timothy J, Steinfort, Brendan, Faulder, Kenneth, Priglinger, Miriam, Day, Susan, Phan, Thanh, Chong, Winston, Holt, Michael, Chandra, Ronil V, Ma, Henry, Young, Dennis, Wong, Kitty, Wijeratne, Tissa, Tu, Hans, Mackay, Elizabeth, Celestino, Sherisse, Bladin, Christopher F, Loh, Poh Sien, Gilligan, Amanda, Ross, Zofia, Coote, Skye, Frost, Tanya, Parsons, Mark W, Miteff, Ferdinand, Levi, Christopher R, Ang, Timothy, Spratt, Neil, Kaauwai, Lara, Badve, Monica, Rice, Henry, de Villiers, Laetitia, Barber, P. Alan, McGuinness, Ben, Hope, Ayton, Moriarty, Maurice, Bennett, Patricia, Wong, Andrew, Coulthard, Alan, Lee, Andrew, Jannes, Jim, Field, Deborah, Sharma, Gagan, Salinas, Simon, Cowley, Elise, Snow, Barry, Kolbe, John, Stark, Richard, King, John, Macdonnell, Richard, Attia, John, D'Este, Cate, Saver, Jeffrey L, Goyal, Mayank, Diener, Hans-Christoph, Levy, Elad I., Bonafé, Alain, Mendes Pereira, Vitor, Jahan, Reza, Albers, Gregory W., Cognard, Christophe, Cohen, David J., Hacke, Werner, Jansen, Olav, Jovin, Tudor G., Mattle, Heinrich P., Nogueira, Raul G., Siddiqui, Adnan H., Yavagal, Dileep R., von Kummer, Rüdiger, Smith, Wade, Turjman, Francis, Hamilton, Scott, Chiacchierini, Richard, Amar, Arun, Sanossian, Nerses, Loh, Yince, Baxter, B, Reddy, VK, Horev, A, Star, M, Siddiqui, A, Hopkins, LN, Snyder, K, Sawyer, R, Hall, S, Costalat, V, Riquelme, C, Machi, P, Omer, E, Arquizan, C, Mourand, I, Charif, M, Ayrignac, X, Menjot de Champfleur, N, Leboucq, N, Gascou, G, Moynier, M, du Mesnil 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Ajlan, Fahad S, Reddy, Vivek, Dowlatshahi, Dar, Sourour, Nader-Antoine, Oppenheim, Catherine, Mitha, Alim P, Weimar, Christian, van Oostenbrugge, Robert J, Cobo, Erik, Demchuk, Andrew M, Boers, Anna M M, Ford, Gary A, Brown, B Scott, Jovin, Tudor, van Zwam, Wim H, Hill, Michael D, White, Phil, and Bracard, Serge

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2018
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6. Effect of general anaesthesia on functional outcome in patients with anterior circulation ischaemic stroke having endovascular thrombectomy versus standard care: a meta-analysis of individual patient data

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Berkhemer, Olvert A, Fransen, Puck SS, Beumer, Debbie, van den Berg, Lucie A, Lingsma, Hester F, Yoo, Albert J, Schonewille, Wouter J, Vos, Jan Albert, Nederkoorn, Paul J, Wermer, Marieke JH, van Walderveen, Marianne AA, Staals, Julie, Hofmeijer, Jeannette, van Oostayen, Jacques A., Lycklama à Nijeholt, Geert J., Boiten, Jelis, Brouwer, Patrick A., Emmer, Bart J., de Bruijn, Sebastiaan F., van Dijk, Lukas C., Kappelle, Jaap, Lo, Rob H, van Dijk, Ewoud J., de Vries, Joost, de Kort, Paul L.M., van Rooij, Willem Jan J., van den Berg, Jan S.P., van Hasselt, Boudewijn A.A.M., Aerden, Leo A.M., Dallinga, René J., Visser, Marieke C., Bot, Joseph C.J., Vroomen, Patrick C., Eshghi, Omid, Schreuder, Tobien H.C.M.L., Heijboer, Roel J.J., Keizer, Koos, Tielbeek, Alexander V., den Hertog, Heleen M., Gerrits, Dick G., van den Berg-Vos, Renske M., Karas, Giorgos B., Steyerberg, Ewout W., Flach, Zwenneke, Marquering, Henk A., Sprengers, Marieke E.S., Jenniskens, Sjoerd F.M., Beenen, Ludo F.M., van den Berg, René, Koudstaal, Peter J., van Zwam, Wim H., Roos, Yvo B.W.E.M., van der Lugt, Aad, van Oostenbrugge, Robert J., Majoie, Charles B.L.M., Dippel, Diederik W.J., Brown, Martin M., Liebig, Thomas, Stijnen, Theo, Andersson, Tommy, Mattle, Heinrich, Wahlgren, Nils, van der Heijden, Esther, Ghannouti, Naziha, Fleitour, Nadine, Hooijenga, Imke, Puppels, Corina, Pellikaan, Wilma, Geerling, Annet, Lindl-Velema, Annemieke, van Vemde, Gina, de Ridder, Ans, Greebe, Paut, de Bont-Stikkelbroeck, José, de Meris, Joke, Janssen, Kirsten, Struijk, Willy, Licher, Silvan, Boodt, Nikki, Ros, Adriaan, Venema, Esmee, Slokkers, Ilse, Ganpat, Raymie-Jayce, Mulder, Maxim, Saiedie, Nawid, Heshmatollah, Alis, Schipperen, Stefanie, Vinken, Stefan, van Boxtel, Tiemen, Koets, Jeroen, Boers, Merel, Santos, Emilie, Borst, Jordi, Jansen, Ivo, Kappelhof, Manon, Lucas, Marit, Geuskens, Ralph, Barros, Renan Sales, Dobbe, Roeland, Csizmadia, Marloes, Hill, MD, Goyal, M, Demchuk, AM, Menon, BK, Eesa, M, Ryckborst, KJ, Wright, MR, Kamal, NR, Andersen, L, Randhawa, PA, Stewart, T, Patil, S, Minhas, P, Almekhlafi, M, Mishra, S, Clement, F, Sajobi, T, Shuaib, A, Montanera, WJ, Roy, D, Silver, FL, Jovin, TG, Frei, DF, Sapkota, B, Rempel, JL, Thornton, J, Williams, D, Tampieri, D, Poppe, AY, Dowlatshahi, D, Wong, JH, Mitha, AP, Subramaniam, S, Hull, G, Lowerison, MW, Salluzzi, M, Maxwell, M, Lacusta, S, Drupals, E, Armitage, K, Barber, PA, Smith, EE, Morrish, WF, Coutts, SB, Derdeyn, C, Demaerschalk, B, Yavagal, D, Martin, R, Brant, R, Yu, Y, Willinsky, RA, Weill, A, Kenney, C, Aram, H, Stys, PK, Watson, TW, Klein, G, Pearson, D, Couillard, P, Trivedi, A, Singh, D, Klourfeld, E, Imoukhuede, O, Nikneshan, D, Blayney, S, Reddy, R, Choi, P, Horton, M, Musuka, T, Dubuc, V, Field, TS, Desai, J, Adatia, S, Alseraya, A, Nambiar, V, van Dijk, R, Newcommon, NJ, Schwindt, B, Butcher, KS, Jeerakathil, T, Buck, B, Khan, K, Naik, SS, Emery, DJ, Owen, RJ, Kotylak, TB, Ashforth, RA, Yeo, TA, McNally, D, Siddiqui, M, 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Boutwell, C, Crandall, S, Schwartzman, M, Weinstein, C, Brion, B, Prothmann, S, Kleine, J, Kreiser, K, Boeckh-Behrens, T, Poppert, H, Wunderlich, S, Koch, ML, Biberacher, V, Huberle, A, Gora-Stahlberg, G, Knier, B, Meindl, T, Utpadel-Fischler, D, Zech, M, Kowarik, M, Seifert, C, Schwaiger, B, Puri, A, Hou, S, Wakhloo, A, Moonis, M, Henninger, N, Goddeau, R, Massari, F, Minaeian, A, Lozano, JD, Ramzan, M, Stout, C, Patel, A, Tunguturi, A, Onteddu, S, Carandang, R, Howk, M, Ribó, M, Sanjuan, E, Rubiera, M, Pagola, J, Flores, A, Muchada, M, Meler, P, Huerga, E, Gelabert, S, Coscojuela, P, Tomasello, A, Rodriguez, D, Santamarina, E, Maisterra, O, Boned, S, Seró, L, Rovira, A, Molina, CA, Millán, M, Muñoz, L, Pérez de la Ossa, N, Gomis, M, Dorado, L, López-Cancio, E, Palomeras, E, Munuera, J, García Bermejo, P, Remollo, S, Castaño, C, García-Sort, R, Cuadras, P, Puyalto, P, Hernández-Pérez, M, Jiménez, M, Martínez-Piñeiro, A, Lucente, G, Dávalos, A, Chamorro, A, Urra, X, Obach, V, Cervera, A, Amaro, S, Llull, L, Codas, J, Balasa, M, Navarro, J, Ariño, H, Aceituno, A, Rudilosso, S, Renu, A, Macho, JM, San Roman, L, Blasco, J, López, A, Macías, N, Cardona, P, Quesada, H, Rubio, F, Cano, L, Lara, B, de Miquel, MA, Aja, L, Serena, J, Cobo, E, Albers, Gregory W, Lees, Kennedy R, Arenillas, J, Roberts, R, Al-Ajlan, F, Zimmel, L, Patel, S, Martí-Fàbregas, J, Salvat-Plana, M, Bracard, S, Ducrocq, Xavier, Anxionnat, René, Baillot, Pierre-Alexandre, Barbier, Charlotte, Derelle, Anne-Laure, Lacour, Jean-Christophe, Richard, Sébastien, Samson, Yves, Sourour, Nader, Baronnet-Chauvet, Flore, Clarencon, Frédéric, Crozier, Sophie, Deltour, Sandrine, Di Maria, Federico, Le Bouc, Raphael, Leger, Anne, Mutlu, Gurkan, Rosso, Charlotte, Szatmary, Zoltan, Yger, Marion, Zavanone, Chiara, Bakchine, Serge, Pierot, Laurent, Caucheteux, Nathalie, Estrade, Laurent, Kadziolka, Krzysztof, Leautaud, Alexandre, Renkes, Céline, Serre, Isabelle, Desal, Hubert, Guillon, Benoît, Boutoleau-Bretonniere, Claire, Daumas-Duport, Benjamin, De Gaalon, Solène, Derkinderen, Pascal, Evain, Sarah, Herisson, Fanny, Laplaud, David-Axel, Lebouvier, Thibaud, Lintia-Gaultier, Alina, Pouclet-Courtemanche, Hélène, Rouaud, Tiphaine, Rouaud Jaffrenou, Violaine, Schunck, Aurélia, Sevin-Allouet, Mathieu, Toulgoat, Frederique, Wiertlewski, Sandrine, Gauvrit, Jean-Yves, Ronziere, Thomas, Cahagne, Vincent, Ferre, Jean-Christophe, Pinel, Jean-François, Raoult, Hélène, Mas, Jean-Louis, Meder, Jean-François, Al Najjar-Carpentier, Amen-Adam, Birchenall, Julia, Bodiguel, Eric, Calvet, David, Domigo, Valérie, Godon-Hardy, Sylvie, Guiraud, Vincent, Lamy, Catherine, Majhadi, Loubna, Morin, Ludovic, Naggara, Olivier, Trystram, Denis, Turc, Guillaume, Berge, Jérôme, Sibon, Igor, Menegon, Patrice, Barreau, Xavier, Rouanet, François, Debruxelles, Sabrina, Kazadi, Annabelle, Renou, Pauline, Fleury, Olivier, Pasco-Papon, Anne, Dubas, Frédéric, Caroff, Jildaz, Godard Ducceschi, Sophie, Hamon, Marie-Aurélie, Lecluse, Alderic, Marc, Guillaume, Giroud, Maurice, Ricolfi, Frédéric, Bejot, Yannick, Chavent, Adrien, Gentil, Arnaud, Kazemi, Apolline, Osseby, Guy-Victor, Voguet, Charlotte, Mahagne, Marie-Hélène, Sedat, Jacques, Chau, Yves, Suissa, Laurent, Lachaud, Sylvain, Houdart, Emmanuel, Stapf, Christian, Buffon Porcher, Frédérique, Chabriat, Hugues, Guedin, Pierre, Herve, Dominique, Jouvent, Eric, Mawet, Jérôme, Saint-Maurice, Jean-Pierre, Schneble, Hans-Martin, Nighoghossian, Norbert, Berhoune, Nadia-Nawel, Bouhour, Françoise, Cho, Tae-Hee, Derex, Laurent, Felix, Sandra, Gervais-Bernard, Hélène, Gory, Benjamin, Manera, Luis, Mechtouff, Laura, Ritzenthaler, Thomas, Riva, Roberto, Salaris Silvio, Fabrizio, Tilikete, Caroline, Blanc, Raphael, Obadia, Michaël, Bartolini, Mario Bruno, Gueguen, Antoine, Piotin, Michel, Pistocchi, Silvia, Redjem, Hocine, Drouineau, Jacques, Neau, Jean-Philippe, Godeneche, Gaelle, Lamy, Matthias, Marsac, Emilia, Velasco, Stephane, Clavelou, Pierre, Chabert, Emmanuel, Bourgois, Nathalie, Cornut-Chauvinc, Catherine, Ferrier, Anna, Gabrillargues, Jean, Jean, Betty, Marques, Anna-Raquel, Vitello, Nicolas, Detante, Olivier, Barbieux, Marianne, Boubagra, Kamel, Favre Wiki, Isabelle, Garambois, Katia, Tahon, Florence, Ashok, Vasdev, Coskun, Oguzhan, Rodesch, Georges, Lapergue, Bertrand, Bourdain, Frédéric, Evrard, Serge, Graveleau, Philippe, Decroix, Jean Pierre, Wang, Adrien, Sellal, François, Ahle, Guido, Carelli, Gabriela, Dugay, Marie-Hélène, Gaultier, Claude, Lebedinsky, Ariel Pablo, Lita, Lavinia, Musacchio, Raul Mariano, Renglewicz-Destuynder, Catherine, Tournade, Alain, Vuillemet, Françis, Montoro, Francisco Macian, Mounayer, Charbel, Faugeras, Frederic, Gimenez, Laetitia, Labach, Catherine, Lautrette, Géraldine, Denier, Christian, Saliou, Guillaume, Chassin, Olivier, Dussaule, Claire, Melki, Elsa, Ozanne, Augustin, Puccinelli, Francesco, Sachet, Marina, Sarov, Mariana, Bonneville, Jean-François, Moulin, Thierry, Biondi, Alessandra, De Bustos Medeiros, Elisabeth, Vuillier, Fabrice, Courtheoux, Patrick, Viader, Fausto, Apoil-Brissard, Marion, Bataille, Mathieu, Bonnet, Anne-Laure, Cogez, Julien, Touze, Emmanuel, Leclerc, Xavier, Leys, Didier, Aggour, Mohamed, Aguettaz, Pierre, Bodenant, Marie, Cordonnier, Charlotte, Deplanque, Dominique, Girot, Marie, Henon, Hilde, Kalsoum, Erwah, Lucas, Christian, Pruvo, Jean-Pierre, Zuniga, Paolo, Arquizan, Caroline, Costalat, Vincent, Machi, Paolo, Mourand, Isabelle, Riquelme, Carlos, Bounolleau, Pierre, Arteaga, Charles, Faivre, Anthony, Bintner, Marc, Tournebize, Patrice, Charlin, Cyril, Darcel, Françoise, Gauthier-Lasalarie, Pascale, Jeremenko, Marcia, Mouton, Servane, Zerlauth, Jean-Baptiste, Lamy, Chantal, Hervé, Deramond, Hassan, Hosseini, Gaston, André, Barral, Francis-Guy, Garnier, Pierre, Beaujeux, Rémy, Wolff, Valérie, Herbreteau, Denis, Debiais, Séverine, Murray, Alicia, Ford, Gary, Muir, Keith W, White, Philip, Brown, Martin M, Clifton, Andy, Freeman, Janet, Ford, Ian, Markus, Hugh, Wardlaw, Joanna, Molyneux, Andy, Robinson, Thompson, Lewis, Steff, Norrie, John, Robertson, Fergus, Perry, Richard, Dixit, Anand, Cloud, Geoffrey, Clifton, Andrew, Madigan, Jeremy, Roffe, Christine, Nayak, Sanjeev, Lobotesis, Kyriakos, Smith, Craig, Herwadkar, Amit, Kandasamy, Naga, Goddard, Tony, Bamford, John, Subramanian, Ganesh, Lenthall, Rob, Littleton, Edward, Lamin, Sal, Storey, Kelley, Ghatala, Rita, Banaras, Azra, Aeron-Thomas, John, Hazel, Bath, Maguire, Holly, Veraque, Emelda, Harrison, Louise, Keshvara, Rekha, Cunningham, James, Campbell, Bruce C V, van Zwam, Wim H, Menon, Bijoy K, Dippel, Diederik W J, Demchuk, Andrew M, Bracard, Serge, Dávalos, Antoni, Majoie, Charles B L M, Ford, Gary A, de la Ossa, Natalia Pérez, Kelly, Michael, Bourcier, Romain, Roos, Yvo B W E M, Bang, Oh Young, Nogueira, Raul G, Devlin, Thomas G, Clarençon, Frédéric, Burns, Paul, Carpenter, Jeffrey, Yavagal, Dileep R, Pereira, Vitor Mendes, Quesada, Helena, Epstein, Jonathan, Rubiera, Marta, Urra, Xabier, Micard, Emilien, Brown, Scott, Guillemin, Francis, van Oostenbrugge, Robert J, Jovin, Tudor G, and Hill, Michael D

Published
2018
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13. WhisperX: time-accurate speech transcription of long-form audio

Author

Bain, M, Huh, J, Han, T, and Zisserman, A

Subjects
FOS: Computer and information sciences, Sound (cs.SD), Audio and Speech Processing (eess.AS), FOS: Electrical engineering, electronic engineering, information engineering, Computer Science - Sound, Electrical Engineering and Systems Science - Audio and Speech Processing
Abstract

Large-scale, weakly-supervised speech recognition models, such as Whisper, have demonstrated impressive results on speech recognition across domains and languages. However, their application to long audio transcription via buffered or sliding window approaches is prone to drifting, hallucination & repetition; and prohibits batched transcription due to their sequential nature. Further, timestamps corresponding each utterance are prone to inaccuracies and word-level timestamps are not available out-of-the-box. To overcome these challenges, we present WhisperX, a time-accurate speech recognition system with word-level timestamps utilising voice activity detection and forced phoneme alignment. In doing so, we demonstrate state-of-the-art performance on long-form transcription and word segmentation benchmarks. Additionally, we show that pre-segmenting audio with our proposed VAD Cut & Merge strategy improves transcription quality and enables a twelve-fold transcription speedup via batched inference., Accepted to INTERSPEECH 2023

Published
2023

14. Treatment of large and giant posterior communicating artery aneurysms with the Surpass streamline flow diverter: results from the SCENT trial

Author

Kan, P., Mohanty, A., Meyers, P.M., Coon, A.L., Wakhloo, A.K., Marosfoi, M., Bain, M., Vries, J. de, Ebersole, K., Lanzino, G., Taussky, P., Hanel, R.A., Kan, P., Mohanty, A., Meyers, P.M., Coon, A.L., Wakhloo, A.K., Marosfoi, M., Bain, M., Vries, J. de, Ebersole, K., Lanzino, G., Taussky, P., and Hanel, R.A.

Abstract

Item does not contain fulltext, BACKGROUND: The Surpass flow diverter was developed to treat intracranial aneurysms not amenable to standard treatment. Indications for use allow placement in the internal carotid artery to the terminus, including the communicating artery segment. METHODS: The Surpass Intracranial Aneurysm Embolization System Pivotal Trial to Treat Large or Giant Wide Neck Aneurysms (SCENT) trial is an international, multicenter, prospective, non-randomized trial comparing the outcomes of Surpass flow diverter treatment with historic control designed to evaluate the effectiveness and safety of Surpass for the treatment of wide neck (≥4 mm) large or giant intracranial aneurysms ≥10 mm. The primary effectiveness endpoint is the percentage of subjects with 100% aneurysm occlusion without significant stenosis of the parent artery and without retreatment of the target aneurysm at 12 months. The primary safety endpoint is the percentage of subjects experiencing neurologic death or major ipsilateral stroke at 12 months. We report the effectiveness and safety of flow diversion in the subgroup of posterior communicating artery (PComA) aneurysms. RESULTS: Of the 180 patients treated, 38 harbored a PComA aneurysm. Mean aneurysm size was 12.2 mm and mean neck width was 4.8 mm. The mean number of Surpass devices used was 1.1 per procedure, with 94.7% of aneurysms treated with one flow diverter. The 12 month primary effectiveness rate was 73.7% (28/38). At 36 months, 68.4% (26/38) of aneurysms remained completely occluded. The 12 month major ipsilateral stroke or neurological death rate was 10.5%. No patients with PComA occlusion after flow diverter placement (54.5%) had clinical sequelae. CONCLUSIONS: SCENT demonstrated acceptable 12 month effectiveness of flow diversion in PComA aneurysms. Despite associated PComA occlusions in many cases, arterial occlusions were clinically silent. TRIAL REGISTRATION NUMBER: URL: https://www. CLINICALTRIALS: gov. Unique identifier: NCT01716117.

Published
2023

18. AutoAD: Movie Description in Context

Author

Han, T, Bain, M, Nagrani, A, Varol, G, Xie, W, and Zisserman, A

Subjects
FOS: Computer and information sciences, Computer Vision and Pattern Recognition (cs.CV), Computer Science - Computer Vision and Pattern Recognition
Abstract

The objective of this paper is an automatic Audio Description (AD) model that ingests movies and outputs AD in text form. Generating high-quality movie AD is challenging due to the dependency of the descriptions on context, and the limited amount of training data available. In this work, we leverage the power of pretrained foundation models, such as GPT and CLIP, and only train a mapping network that bridges the two models for visually-conditioned text generation. In order to obtain high-quality AD, we make the following four contributions: (i) we incorporate context from the movie clip, AD from previous clips, as well as the subtitles; (ii) we address the lack of training data by pretraining on large-scale datasets, where visual or contextual information is unavailable, e.g. text-only AD without movies or visual captioning datasets without context; (iii) we improve on the currently available AD datasets, by removing label noise in the MAD dataset, and adding character naming information; and (iv) we obtain strong results on the movie AD task compared with previous methods., Comment: CVPR2023 Highlight. Project page: https://www.robots.ox.ac.uk/~vgg/research/autoad/

Published
2023
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23. Phenotypic variability in two siblings with monogenic diabetes due to the same ABCC8 gene mutation

Author

Cattoni, A, Jackson, C, Bain, M, Houghton, J, Wei, C, Cattoni A., Jackson C., Bain M., Houghton J., Wei C., Cattoni, A, Jackson, C, Bain, M, Houghton, J, Wei, C, Cattoni A., Jackson C., Bain M., Houghton J., and Wei C.

Abstract

ABCC8 gene mutations with different inheritance patterns have been well described to cause transient and permanent forms of neonatal diabetes with onset of hyperglycemia commonly before the age of 6 months, and rare cases between 6 and 12 months. However, recent analyses have also demonstrated ABCC8 gene mutations in patients with monogenic diabetes (maturity onset diabetes of the young, MODY), with milder clinical phenotypes and later onset of hyperglycemia. We report two siblings with diabetes mellitus due to a novel homozygous p.(Phe1068Ile) (c.3202T>A) missense mutation of the ABCC8 gene, but significantly different phenotypes. The index case was diagnosed with diabetes due to an incidental finding of hyperglycemia at the age of 3 years, while her younger sibling presented with severe hyperglycemia and hyperosmolar dehydration at the age of 10 weeks. The possibility of a significant discordance in the correlation between genotype and phenotype needs to be taken into account when ABCC8 mutation dependent diabetes occurs within the same family. Genetic screening in children with diabetes from consanguineous family needs consideration, especially in case of negative autoantibodies and early onset of hyperglycemia.

Published
2019

24. Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval

Author

Bain, M, Nagrani, A, Varol, G, Zisserman, A, Varol, Gul, Laboratoire d'Informatique Gaspard-Monge (LIGM), École des Ponts ParisTech (ENPC)-Centre National de la Recherche Scientifique (CNRS)-Université Gustave Eiffel, Visual Geometry Group (VGG), and University of Oxford [Oxford]

Subjects
FOS: Computer and information sciences, [INFO.INFO-CV] Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV], Computer Vision and Pattern Recognition (cs.CV), Computer Science - Computer Vision and Pattern Recognition, [INFO.INFO-CV]Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV]
Abstract

Our objective in this work is video-text retrieval - in particular a joint embedding that enables efficient text-to-video retrieval. The challenges in this area include the design of the visual architecture and the nature of the training data, in that the available large scale video-text training datasets, such as HowTo100M, are noisy and hence competitive performance is achieved only at scale through large amounts of compute. We address both these challenges in this paper. We propose an end-to-end trainable model that is designed to take advantage of both large-scale image and video captioning datasets. Our model is an adaptation and extension of the recent ViT and Timesformer architectures, and consists of attention in both space and time. The model is flexible and can be trained on both image and video text datasets, either independently or in conjunction. It is trained with a curriculum learning schedule that begins by treating images as 'frozen' snapshots of video, and then gradually learns to attend to increasing temporal context when trained on video datasets. We also provide a new video-text pretraining dataset WebVid-2M, comprised of over two million videos with weak captions scraped from the internet. Despite training on datasets that are an order of magnitude smaller, we show that this approach yields state-of-the-art results on standard downstream video-retrieval benchmarks including MSR-VTT, MSVD, DiDeMo and LSMDC., ICCV 2021. Update: Scaling up extension, WebVid10M release

Published
2021

34. From Reward to Histone: Combining Temporal-Difference Learning and Epigenetic Inheritance for Swarm’s Coevolving Decision Making

Author

Mukhlish, F, Page, J, Bain, M, Mukhlish, F, Page, J, and Bain, M

Abstract

Applying intelligence to a group of simple robots known as swarm robots has become an exciting technology in assisting or replacing humans to fulfil complex, dangerous and harsh missions. However, building a strategy for a swarm to thrive in a dynamic environment is challenging because of control decentralisation and interactions between agents. The decision- making process in a robotic task commonly takes place in sequential stages. By understanding the subsequent action-reaction process, a strategy to make optimal decisions in a respective environment can be learnt. Hence, using the concept of epigenetic inheritance, novel evolutionary-learning mechanisms for a swarm will be discussed in this paper. Reinforcement evolutionary learning using epigenetic inheritance (RELEpi) is proposed in this article. This method utilizes reward, temporal difference and epigenetic inheritance to approximate optimal action and behaviour policies. The proposed method opens possibilities to combine reward-based learning and evolutionary methods as a stacked process where histone value is used rather than fitness function. The formulation consists of methylation and epigenetic mechanisms, inspired by the epigenome studies. The methylation process helps the accumulation of the reward to histone value of the gene. Epigenetic mechanisms give the ability to mate genetic information along with their histone value.

Published
2020

35. Reward-based epigenetic learning algorithm for a decentralised multi-agent system

Author

Mukhlish, F, Page, J, Bain, M, Mukhlish, F, Page, J, and Bain, M

Abstract

Purpose: This paper aims to propose a novel epigenetic learning (EpiLearn) algorithm, which is designed specifically for a decentralised multi-agent system such as swarm robotics. Design/methodology/approach: First, this paper begins with overview of swarm robotics and the challenges in designing swarm behaviour automatically. This should indicate the direction of improvements required to enhance an automatic swarm design. Second, the evolutionary learning (EpiLearn) algorithm for a swarm system using an epigenetic layer is formulated and discussed. The algorithm is then tested through various test functions to investigate its performance. Finally, the results are discussed along with possible future research directions. Findings: Through various test functions, the algorithm can solve non-local and many local minima problems. This article also shows that by using a reward system, the algorithm can handle the deceptive problem which often occurs in dynamic problems. Moreover, utilization of rewards from the environment in the form of a methylation process on the epigenetic layer improves the performance of traditional evolutionary algorithms applied to automatic swarm design. Finally, this article shows that a regeneration process that embeds an epigenetic layer in the inheritance process performs better than a traditional crossover operator in a swarm system. Originality/value: This paper proposes a novel method for automatic swarm design by taking into account the importance of multi-agent settings and environmental characteristics surrounding the swarm. The novel evolutionary learning (EpiLearn) algorithm using an epigenetic layer gives the swarm the ability to perform co-evolution and co-learning.

Published
2020

36. An Assessment of Work Environment Factors Correlating with Burnout Status of Physicians Employed with the Public Hospitals Authority in The Bahamas.

Author

Wallace – Bain, M., Gonzales, M., Roberts – Carter, R., Zonicle – Newton, S., Farquharson, Carnille, Frankson, MAC, and Pinder – Butler, S.

Subjects
PUBLIC hospitals, MASLACH Burnout Inventory, WORK environment, PSYCHOLOGICAL burnout, PHYSICIANS, EMERGENCY physicians
Abstract

Objective: To identify the prevalence and factors associated with the Burnout Syndrome in physicians working in the Public Hospitals Authority (PHA), Nassau, Bahamas. Methods: A cross-sectional study was done in 2014 utilising a self-administered survey comprising of demographics, general health, work environment, and Maslach Burnout Inventory items to assess burnout among physicians working in nine (9) departments of PHA. The IBM SPSS (v. 20.0 or more current) Statistical Analyses software was used for data analysis. Results: The study participants were 153 physicians. Their mean age was 35.84 (± 7.09) years old; median 34.00 (IQR: 31.00, 40.00) years old, 99 (64.7%) were females. No associations were found among these, other sociodemographic variables measured and burnout status. Physicians in the department of Internal Medicine represented 34 (22.2%), Family Medicine 31 (20.3%), Emergency Medicine 30 (19.6%), Paediatrics 21 (13.7%), and physicians in other departments 34 (22.3%). Of the physicians employed under the PHA, 55.7% collectively exhibited burnout. Poor balance of family life, 15 work environment potential stressors and 4 potential stress relievers were found to each be weakly or very weakly related to burnout status. Postgraduate programme year, irregular sleep pattern and lack of appreciation were moderately strong positively related. Logistic regression analysis showed the key predictors of burnout status to be lack of appreciation (OR=1.69, p=.002) and number of years worked post-internship (OR=.94, p=.039). Conclusion: Physician’s sense of appreciation and number of years post internship were clear predictors of burnout. [ABSTRACT FROM AUTHOR]

Published
2021
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38. (Invited) Germanium on Sapphire Technology

Author

Gamble, Harold S., primary, Baine, Paul B., additional, Low, Yee H., additional, Rainey, Paul V., additional, Montgomery, John H., additional, Bain, M. F., additional, Armstrong, B. Mervyn, additional, McNeill, David W., additional, and Mitchell, Neil S., additional

Published
2019
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40. Stent-Retriever Thrombectomy after Intravenous t-PA vs. t-PA Alone in Stroke

Author

Saver, Jeffrey L, Goyal, Mayank, Bonafe, Alain, Diener, Hans Christoph, Levy, Elad I, Pereira, Vitor M, Albers, Gregory W, Cognard, Christophe, Cohen, David J, Hacke, Werner, Jansen, Olav, Jovin, Tudor G, Mattle, Heinrich P, Nogueira, Raul G, Siddiqui, Adnan H, Yavagal, Dileep R, Baxter, Blaise W, Devlin, Thomas G, Lopes, Demetrius K, Reddy, Vivek K, du Mesnil de Rochemont, Richard, Singer, Oliver C, Jahan, Reza, Devlin, T, Baxter, B, Hawk, H, Sapkota, B, Quarfordt, S, Sirelkhatim, A, Dellinger, C, Barton, K, Reddy, V K, Jovin, T G, Ducruet, A, Jadhav, A, Horev, A, Giurgiutiu, D-V, Totoraitis, V, Hammer, M, Jankowitz, B, Wechsler, L, Rocha, M, Gulati, D, Campbell, D, Star, M, Baxendell, L, Oakley, J, Siddiqui, A H, Hopkins, L N, Levy, E, Snyder, K, Sawyer, R, Hall, S, Bonafé, A, Costalat, V, Riquelme, C, Machi, P, Omer, E, Arquizan, C, Mourand, I, Charif, M, Ayrignac, X, de Champfleur, N Menjot, Leboucq, N, Gascou, G, Moynier, M, du Mesnil de Rochemont, R, Singer, O, Berkefeld, J, Foerch, C, Lorenz, M, Pfeilschifer, W, Hattingen, E, Wagner, M, You, S-J, Lescher, S, Braun, H, Nogueira, R G, Dehkharghani, S, Belagaje, S R, Anderson, A, Lima, A, Obideen, M, Haussen, D, Dharia, R, Frankel, M, Patel, V, Owada, K, Saad, A, Amerson, L, Horn, C, Doppelheuer, S, Schindler, K, Lopes, D K, Chen, M, Moftakhar, R, Anton, C, Smreczak, M, Carpenter, J S, Boo, S, Rai, A, Roberts, T, Tarabishy, A, Gutmann, L, Brooks, C, Brick, J, Domico, J, Reimann, G, Hinrichs, K, Becker, M, Heiss, E, Selle, C, Witteler, A, Al-Boutros, S, Danch, M-J, Ranft, A, Rohde, S, Burg, K, Weimar, C, Zegarac, V, Hartmann, C, Schlamann, Marc, Göricke, Sophia Luise, Ringlestein, A, Wanke, Isabel, Mönninghoff, Christoph, Dietzold, M, Budzik, R, Davis, T, Eubank, G, Hicks, W J, Pema, P, Vora, N, Mejilla, J, Taylor, M, Clark, W, Rontal, A, Fields, J, Peterson, B, Nesbit, G, Lutsep, H, Bozorgchami, H, Priest, R, Ologuntoye, O, Barnwell, S, Dogan, A, Herrick, K, Takahasi, C, Beadell, N, Brown, B, Jamieson, S, Hussain, M S, Russman, A, Hui, F, Wisco, D, Uchino, K, Khawaja, Z, Katzan, I, Toth, G, Cheng-Ching, E, Bain, M, Man, S, Farrag, A, George, P, John, S, Shankar, L, Drofa, A, Dahlgren, R, Bauer, A, Itreat, A, Taqui, A, Cerejo, R, Richmond, A, Ringleb, P, Bendszus, M, Möhlenbruch, M, Reiff, T, Amiri, H, Purrucker, J, Herweh, C, Pham, M, Menn, O, Ludwig, I, Acosta, I, Villar, C, Morgan, W, Sombutmai, C, Hellinger, F, Allen, E, Bellew, M, Gandhi, R, Bonwit, E, Aly, J, Ecker, R D, Seder, D, Morris, J, Skaletsky, M, Belden, J, Baker, C, Connolly, L S, Papanagiotou, P, Roth, C, Kastrup, A, Politi, M, Brunner, F, Alexandrou, M, Merdivan, H, Ramsey, C, Given, C, Renfrow, S, Deshmukh, V, Sasadeusz, K, Vincent, F, Thiesing, J T, Putnam, J, Bhatt, A, Kansara, A, Caceves, D, Lowenkopf, T, Yanase, L, Zurasky, J, Dancer, S, Freeman, B, Scheibe-Mirek, T, Robison, J, Roll, J, Clark, D, Rodriguez, M, Fitzsimmons, B-F M, Zaidat, O, Lynch, J R, Lazzaro, M, Larson, T, Padmore, L, Das, E, Farrow-Schmidt, A, Hassan, A, Tekle, W, Cate, C, Jansen, O, Cnyrim, C, Wodarg, F, Wiese, C, Binder, A, Riedel, C, Rohr, A, Lang, N, Laufs, H, Krieter, S, Remonda, L, Diepers, M, Añon, J, Nedeltchev, K, Kahles, T, Biethahn, S, Lindner, M, Chang, V, Gächter, C, Esperon, C, Guglielmetti, M, Lara, J F Arenillas, Galdámez, M Martínez, Sanz, A I Calleja, Garcia, E Cortijo, Bermejo, P Garcia, Perez, S, Carrillo, P Mulero, Vallejo, E Crespo, Piñero, M Ruiz, Mesonero, L Lopez, Muñoz, F J Reyes, Brekenfeld, C, Buhk, J-H, Krützelmann, A, Thomalla, G, Cheng, B, Beck, C, Hoppe, J, Goebell, E, Holst, B, Grzyska, U, Wortmann, G, Starkman, S, Duckwiler, G, Jahan, R, Rao, N, Sheth, S, Ng, K, Noorian, A, Szeder, V, Nour, M, McManus, M, Huang, J, Tarpley, J, Tateshima, S, Gonzalez, N, Ali, L, Liebeskind, D, Hinman, J, Calderon-Arnulphi, M, Liang, C, Guzy, J, Yavagal, D R, Koch, S, DeSousa, K, Gordon-Perue, G, Elhammady, M, Peterson, E, Pandey, V, Dharmadhikari, S, Khandelwal, P, Malik, A, Pafford, R, Gonzalez, P, Ramdas, K, Andersen, G, Damgaard, D, Von Weitzel-Mudersbach, P, Simonsen, C, Ayudarte, N Ruiz de Morales, Poulsen, M, Sørensen, L, Karabegovich, S, Hjørringgaard, M, Hjort, N, Harbo, T, Sørensen, K, Deshaies, E, Padalino, D, Swarnkar, A, Latorre, J G, Elnour, E, El-Zammar, Z, Villwock, M, Farid, H, Balgude, A, Cross, L, Hansen, K, Holtmannspötter, M, Kondziella, D, Hoejgaard, J, Taudorf, S, Soendergaard, H, Wagner, A, Cronquist, M, Stavngaard, T, Cortsen, M, Krarup, L H, Hyldal, T, Haring, H-P, Guggenberger, S, Hamberger, M, Trenkler, J, Sonnberger, M, Nussbaumer, K, Dominger, C, Bach, E, Jagadeesan, B D, Taylor, R, Kim, J, Shea, K, Tummala, R, Zacharatos, H, Sandhu, D, Ezzeddine, M, Grande, A, Hildebrandt, D, Miller, K, Scherber, J, Hendrickson, A, Jumaa, M, Zaidi, S, Hendrickson, T, Snyder, V, Killer-Oberpfalzer, M, Mutzenbach, J, Weymayr, F, Broussalis, E, Stadler, K, Jedlitschka, A, Malek, A, Mueller-Kronast, N, Beck, P, Martin, C, Summers, D, Day, J, Bettinger, I, Holloway, W, Olds, K, Arkin, S, Akhtar, N, Boutwell, C, Crandall, S, Schwartzman, M, Weinstein, C, Brion, B, Prothmann, S, Kleine, J, Kreiser, K, Boeckh-Behrens, T, Poppert, H, Wunderlich, S, Koch, M L, Biberacher, V, Huberle, A, Gora-Stahlberg, G, Knier, B, Meindl, T, Utpadel-Fischler, D, Zech, M, Kowarik, M, Seifert, C, Schwaiger, B, Puri, A, Hou, S, Wakhloo, A, Moonis, M, Henniger, N, Goddeau, R, Massari, F, Minaeian, A, Lozano, J D, Ramzan, M, Stout, C, Patel, A, Tunguturi, A, Onteddu, S, Carandang, R, Howk, M, University of California [Los Angeles] (UCLA), University of California, Département de Neuroradiologie[Montpellier], Hôpital Gui de Chauliac [Montpellier]-Centre Hospitalier Régional Universitaire [Montpellier] (CHRU Montpellier)-Université Montpellier 1 (UM1)-Université de Montpellier (UM), Institut des Neurosciences de Montpellier - Déficits sensoriels et moteurs (INM), Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Montpellier (UM), and CHU Toulouse [Toulouse]

Subjects
Male, medicine.medical_specialty, Solitaire Cryptographic Algorithm, Randomization, Medizin, 610 Medicine & health, Brain Ischemia, law.invention, Fibrinolytic Agents, [SDV.MHEP.CSC]Life Sciences [q-bio]/Human health and pathology/Cardiology and cardiovascular system, Randomized controlled trial, Modified Rankin Scale, law, medicine, Humans, Intravenous tissue plasminogen activator, Stroke, Aged, Thrombectomy, Stent retriever, Groin, business.industry, Endovascular Procedures, General Medicine, Middle Aged, medicine.disease, Combined Modality Therapy, 3. Good health, Surgery, Treatment Outcome, medicine.anatomical_structure, Tissue Plasminogen Activator, Acute Disease, Administration, Intravenous, Female, Stents, business
Abstract

BACKGROUND: Among patients with acute ischemic stroke due to occlusions in the proximal anterior intracranial circulation, less than 40% regain functional independence when treated with intravenous tissue plasminogen activator (t-PA) alone. Thrombectomy with the use of a stent retriever, in addition to intravenous t-PA, increases reperfusion rates and may improve long-term functional outcome.METHODS: We randomly assigned eligible patients with stroke who were receiving or had received intravenous t-PA to continue with t-PA alone (control group) or to undergo endovascular thrombectomy with the use of a stent retriever within 6 hours after symptom onset (intervention group). Patients had confirmed occlusions in the proximal anterior intracranial circulation and an absence of large ischemic-core lesions. The primary outcome was the severity of global disability at 90 days, as assessed by means of the modified Rankin scale (with scores ranging from 0 [no symptoms] to 6 [death]).RESULTS: The study was stopped early because of efficacy. At 39 centers, 196 patients underwent randomization (98 patients in each group). In the intervention group, the median time from qualifying imaging to groin puncture was 57 minutes, and the rate of substantial reperfusion at the end of the procedure was 88%. Thrombectomy with the stent retriever plus intravenous t-PA reduced disability at 90 days over the entire range of scores on the modified Rankin scale (PCONCLUSIONS: In patients receiving intravenous t-PA for acute ischemic stroke due to occlusions in the proximal anterior intracranial circulation, thrombectomy with a stent retriever within 6 hours after onset improved functional outcomes at 90 days. (Funded by Covidien; SWIFT PRIME ClinicalTrials.gov number, NCT01657461.).

Published
2015
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41. Intern Training of Artificial Intelligence Systems

Author

Juliastuti, E, Page, J, Bain, M, Mukhlish, F, Juliastuti, E, Page, J, Bain, M, and Mukhlish, F

Abstract

—There is a significant problem in designingartificially intelligent driven systems to behave in a legally andmorally acceptable fashion. Part of this problem arises from thefact that there is neither a universally accepted legal or moralframework for such systems. Our solution is to abandon the ideaof constructing a common operating criterion and instead allowthe system to adapt to a working hypothesis under the tutelageof a human master. While this will impact on the efficiency andthe safety associated with the system it has advantages inmaking the system much more acceptable to a diverse numberof people and societies.

Published
2019

42. Reward-based Evolutionary Swarm UAVs on Search and Rescue Mission

Author

Mukhlish, F, Page, J, Bain, M, Mukhlish, F, Page, J, and Bain, M

Abstract

Search and rescue missions (SARs) are challenging in a harsh environment especially on a sea surface. Currently, swarm robotics incorporating group of autonomous aerial vehicle (UAVs) can cover greater search area than one autonomous vehicle more efficiently if correctly programmed. An ongoing study applying a rewards-based system to an evolutionary swarm (ES) to enhance its searching capability in a harsh environment is reported in this paper. However, the evolutionary method utilising fitness function to tackle tasks in such environments often gives a deceptive result, because the predefined objective function is fixed. The fitness function for the evolutionary mechanism should not be fixed for a useful result to be obtained. In this study a rewards-based system is used to investigate a method to overcome these deceptive results. Results and comparison between fitness-based and rewards-based ES on SAR mission are discussed in this paper and preliminary results reported on.

Published
2019

43. Penumbral imaging and functional outcome in patients with anterior circulation ischaemic stroke treated with endovascular thrombectomy versus medical therapy: a meta-analysis of individual patient-level data

Author

Campbell, Bruce C V, primary, Majoie, Charles B L M, additional, Albers, Gregory W, additional, Menon, Bijoy K, additional, Yassi, Nawaf, additional, Sharma, Gagan, additional, van Zwam, Wim H, additional, van Oostenbrugge, Robert J, additional, Demchuk, Andrew M, additional, Guillemin, Francis, additional, White, Philip, additional, Dávalos, Antoni, additional, van der Lugt, Aad, additional, Butcher, Kenneth S, additional, Cherifi, Aboubaker, additional, Marquering, Henk A, additional, Cloud, Geoffrey, additional, Macho Fernández, Juan M, additional, Madigan, Jeremy, additional, Oppenheim, Catherine, additional, Donnan, Geoffrey A, additional, Roos, Yvo B W E M, additional, Shankar, Jai, additional, Lingsma, Hester, additional, Bonafé, Alain, additional, Raoult, Hélène, additional, Hernández-Pérez, María, additional, Bharatha, Aditya, additional, Jahan, Reza, additional, Jansen, Olav, additional, Richard, Sébastien, additional, Levy, Elad I, additional, Berkhemer, Olvert A, additional, Soudant, Marc, additional, Aja, Lucia, additional, Davis, Stephen M, additional, Krings, Timo, additional, Tisserand, Marie, additional, San Román, Luis, additional, Tomasello, Alejandro, additional, Beumer, Debbie, additional, Brown, Scott, additional, Liebeskind, David S, additional, Bracard, Serge, additional, Muir, Keith W, additional, Dippel, Diederik W J, additional, Goyal, Mayank, additional, Saver, Jeffrey L, additional, Jovin, Tudor G, additional, Hill, Michael D, additional, Mitchell, Peter J, additional, Fransen, Puck SS, additional, van den Berg, Lucie A, additional, Lingsma, Hester F, additional, Yoo, Albert J, additional, Schonewille, Wouter J, additional, Vos, Jan Albert, additional, Nederkoorn, Paul J, additional, Wermer, Marieke JH, additional, van Walderveen, Marianne AA, additional, Staals, Julie, additional, Hofmeijer, Jeannette, additional, van Oostayen, Jacques A., additional, Lycklama à Nijeholt, Geert J., additional, Boiten, Jelis, additional, Brouwer, Patrick A., additional, Emmer, Bart J., additional, de Bruijn, Sebastiaan F., additional, van Dijk, Lukas C., additional, Kappelle, Jaap, additional, Lo, Rob H, additional, van Dijk, Ewoud J., additional, de Vries, Joost, additional, de Kort, Paul L.M., additional, van Rooij, Willem Jan J., additional, van den Berg, Jan S.P., additional, van Hasselt, Boudewijn A.A.M., additional, Aerden, Leo A.M., additional, Dallinga, René J., additional, Visser, Marieke C., additional, Bot, Joseph C.J., additional, Vroomen, Patrick C., additional, Eshghi, Omid, additional, Schreuder, Tobien H.C.M.L., additional, Heijboer, Roel J.J., additional, Keizer, Koos, additional, Tielbeek, Alexander V., additional, den Hertog, Heleen M., additional, Gerrits, Dick G., additional, van den Berg-Vos, Renske M., additional, Karas, Giorgos B., additional, Steyerberg, Ewout W., additional, Flach, Zwenneke, additional, Marquering, Henk A., additional, Sprengers, Marieke E.S., additional, Jenniskens, Sjoerd F.M., additional, Beenen, Ludo F.M., additional, van den Berg, René, additional, Koudstaal, Peter J., additional, van Zwam, Wim H., additional, Roos, Yvo B.W.E.M., additional, van Oostenbrugge, Robert J., additional, Majoie, Charles B.L.M., additional, Dippel, Diederik W.J., additional, Brown, Martin M., additional, Liebig, Thomas, additional, Stijnen, Theo, additional, Andersson, Tommy, additional, Mattle, Heinrich, additional, Wahlgren, Nils, additional, van der Heijden, Esther, additional, Ghannouti, Naziha, additional, Fleitour, Nadine, additional, Hooijenga, Imke, additional, Puppels, Corina, additional, Pellikaan, Wilma, additional, Geerling, Annet, additional, Lindl-Velema, Annemieke, additional, van Vemde, Gina, additional, de Ridder, Ans, additional, Greebe, Paut, additional, de Bont-Stikkelbroeck, José, additional, de Meris, Joke, additional, Janssen, Kirsten, additional, Struijk, Willy, additional, Licher, Silvan, additional, Boodt, Nikki, additional, Ros, Adriaan, additional, Venema, Esmee, additional, Slokkers, Ilse, additional, Ganpat, Raymie-Jayce, additional, Mulder, Maxim, additional, Saiedie, Nawid, additional, Heshmatollah, Alis, additional, Schipperen, Stefanie, additional, Vinken, Stefan, additional, van Boxtel, Tiemen, additional, Koets, Jeroen, additional, Boers, Merel, additional, Santos, Emilie, additional, Borst, Jordi, additional, Jansen, Ivo, additional, Kappelhof, Manon, additional, Lucas, Marit, additional, Geuskens, Ralph, additional, Barros, Renan Sales, additional, Dobbe, Roeland, additional, Csizmadia, Marloes, additional, Hill, MD, additional, Goyal, M, additional, Demchuk, AM, additional, Menon, BK, additional, Eesa, M, additional, Ryckborst, KJ, additional, Wright, MR, additional, Kamal, NR, additional, Andersen, L, additional, Randhawa, PA, additional, Stewart, T, additional, Patil, S, additional, Minhas, P, additional, Almekhlafi, M, additional, Mishra, S, additional, Clement, F, additional, Sajobi, T, additional, Shuaib, A, additional, Montanera, WJ, additional, Roy, D, additional, Silver, FL, additional, Jovin, TG, additional, Frei, DF, additional, Sapkota, B, additional, Rempel, JL, additional, Thornton, J, additional, Williams, D, additional, Tampieri, D, additional, Poppe, AY, additional, Dowlatshahi, D, additional, Wong, JH, additional, Mitha, AP, additional, Subramaniam, S, additional, Hull, G, additional, Lowerison, MW, additional, Salluzzi, M, additional, Maxwell, M, additional, Lacusta, S, additional, Drupals, E, additional, Armitage, K, additional, Barber, PA, additional, Smith, EE, additional, Morrish, WF, additional, Coutts, SB, additional, Derdeyn, C, additional, Demaerschalk, B, additional, Yavagal, D, additional, Martin, R, additional, Brant, R, additional, Yu, Y, additional, Willinsky, RA, additional, Weill, A, additional, Kenney, C, additional, Aram, H, additional, Stys, PK, additional, Watson, TW, additional, Klein, G, additional, Pearson, D, additional, Couillard, P, additional, Trivedi, A, additional, Singh, D, additional, Klourfeld, E, additional, Imoukhuede, O, additional, Nikneshan, D, additional, Blayney, S, additional, Reddy, R, additional, Choi, P, additional, Horton, M, additional, Musuka, T, additional, Dubuc, V, additional, Field, TS, additional, Desai, J, additional, Adatia, S, additional, Alseraya, A, additional, Nambiar, V, additional, van Dijk, R, additional, Newcommon, NJ, additional, Schwindt, B, additional, Butcher, KS, additional, Jeerakathil, T, additional, Buck, B, additional, Khan, K, additional, Naik, SS, additional, Emery, DJ, additional, Owen, RJ, additional, Kotylak, TB, additional, Ashforth, RA, additional, Yeo, TA, additional, McNally, D, additional, Siddiqui, M, additional, Saqqur, M, additional, Hussain, D, additional, Kalashyan, H, additional, Manosalva, A, additional, Kate, M, additional, Gioia, L, additional, Hasan, S, additional, Mohammad, A, additional, Muratoglu, M, additional, Cullen, A, additional, Brennan, P, additional, O'Hare, A, additional, Looby, S, additional, Hyland, D, additional, Duff, S, additional, McCusker, M, additional, Hallinan, B, additional, Lee, S, additional, McCormack, J, additional, Moore, A, additional, O'Connor, M, additional, Donegan, C, additional, Brewer, L, additional, Martin, A, additional, Murphy, S, additional, O'Rourke, K, additional, Smyth, S, additional, Kelly, P, additional, Lynch, T, additional, Daly, T, additional, O'Brien, P, additional, O'Driscoll, A, additional, Martin, M, additional, Collins, R, additional, Coughlan, T, additional, McCabe, D, additional, O'Neill, D, additional, Mulroy, M, additional, Lynch, O, additional, Walsh, T, additional, O'Donnell, M, additional, Galvin, T, additional, Harbison, J, additional, McElwaine, P, additional, Mulpeter, K, additional, McLoughlin, C, additional, Reardon, M, additional, Harkin, E, additional, Dolan, E, additional, Watts, M, additional, Cunningham, N, additional, Fallon, C, additional, Gallagher, S, additional, Cotter, P, additional, Crowe, M, additional, Doyle, R, additional, Noone, I, additional, Lapierre, M, additional, Coté, VA, additional, Lanthier, S, additional, Odier, C, additional, Durocher, A, additional, Raymond, J, additional, Daneault, N, additional, Deschaintre, Y, additional, Jankowitz, B, additional, Baxendell, L, additional, Massaro, L, additional, Jackson-Graves, C, additional, Decesare, S, additional, Porter, P, additional, Armbruster, K, additional, Adams, A, additional, Billigan, J, additional, Oakley, J, additional, Ducruet, A, additional, Jadhav, A, additional, Giurgiutiu, D-V, additional, Aghaebrahim, A, additional, Reddy, V, additional, Hammer, M, additional, Starr, M, additional, Totoraitis, V, additional, Wechsler, L, additional, Streib, S, additional, Rangaraju, S, additional, Campbell, D, additional, Rocha, M, additional, Gulati, D, additional, Krings, T, additional, Kalman, L, additional, Cayley, A, additional, Williams, J, additional, Wiegner, R, additional, Casaubon, LK, additional, Jaigobin, C, additional, del Campo, JM, additional, Elamin, E, additional, Schaafsma, JD, additional, Agid, R, additional, Farb, R, additional, ter Brugge, K, additional, Sapkoda, BL, additional, Baxter, BW, additional, Barton, K, additional, Knox, A, additional, Porter, A, additional, Sirelkhatim, A, additional, Devlin, T, additional, Dellinger, C, additional, Pitiyanuvath, N, additional, Patterson, J, additional, Nichols, J, additional, Quarfordt, S, additional, Calvert, J, additional, Hawk, H, additional, Fanale, C, additional, Bitner, A, additional, Novak, A, additional, Huddle, D, additional, Bellon, R, additional, Loy, D, additional, Wagner, J, additional, Chang, I, additional, Lampe, E, additional, Spencer, B, additional, Pratt, R, additional, Bartt, R, additional, Shine, S, additional, Dooley, G, additional, Nguyen, T, additional, Whaley, M, additional, McCarthy, K, additional, Teitelbaum, J, additional, Poon, W, additional, Campbell, N, additional, Cortes, M, additional, Lum, C, additional, Shamloul, R, additional, Robert, S, additional, Stotts, G, additional, Shamy, M, additional, Steffenhagen, N, additional, Blacquiere, D, additional, Hogan, M, additional, AlHazzaa, M, additional, Basir, G, additional, Lesiuk, H, additional, Iancu, D, additional, Santos, M, additional, Choe, H, additional, Weisman, DC, additional, Jonczak, K, additional, Blue-Schaller, A, additional, Shah, Q, additional, MacKenzie, L, additional, Klein, B, additional, Kulandaivel, K, additional, Kozak, O, additional, Gzesh, DJ, additional, Harris, LJ, additional, Khoury, JS, additional, Mandzia, J, additional, Pelz, D, additional, Crann, S, additional, Fleming, L, additional, Hesser, K, additional, Beauchamp, B, additional, Amato-Marzialli, B, additional, Boulton, M, additional, Lopez- Ojeda, P, additional, Sharma, M, additional, Lownie, S, additional, Chan, R, additional, Swartz, R, additional, Howard, P, additional, Golob, D, additional, Gladstone, D, additional, Boyle, K, additional, Boulos, M, additional, Hopyan, J, additional, Yang, V, additional, Da Costa, L, additional, Holmstedt, CA, additional, Turk, AS, additional, Navarro, R, additional, Jauch, E, additional, Ozark, S, additional, Turner, R, additional, Phillips, S, additional, Shankar, J, additional, Jarrett, J, additional, Gubitz, G, additional, Maloney, W, additional, Vandorpe, R, additional, Schmidt, M, additional, Heidenreich, J, additional, Hunter, G, additional, Kelly, M, additional, Whelan, R, additional, Peeling, L, additional, Burns, PA, additional, Hunter, A, additional, Wiggam, I, additional, Kerr, E, additional, Watt, M, additional, Fulton, A, additional, Gordon, P, additional, Rennie, I, additional, Flynn, P, additional, Smyth, G, additional, O'Leary, S, additional, Gentile, N, additional, Linares, G, additional, McNelis, P, additional, Erkmen, K, additional, Katz, P, additional, Azizi, A, additional, Weaver, M, additional, Jungreis, C, additional, Faro, S, additional, Shah, P, additional, Reimer, H, additional, Kalugdan, V, additional, Saposnik, G, additional, Bharatha, A, additional, Li, Y, additional, Kostyrko, P, additional, Marotta, T, additional, Montanera, W, additional, Sarma, D, additional, Selchen, D, additional, Spears, J, additional, Heo, JH, additional, Jeong, K, additional, Kim, DJ, additional, Kim, BM, additional, Kim, YD, additional, Song, D, additional, Lee, K-J, additional, Yoo, J, additional, Bang, OY, additional, Rho, S, additional, Lee, J, additional, Jeon, P, additional, Kim, KH, additional, Cha, J, additional, Kim, SJ, additional, Ryoo, S, additional, Lee, MJ, additional, Sohn, S-I, additional, Kim, C-H, additional, Ryu, H-G, additional, Hong, J-H, additional, Chang, H-W, additional, Lee, C-Y, additional, Rha, J, additional, Campbell, Bruce CV, additional, Churilov, Leonid, additional, Yan, Bernard, additional, Dowling, Richard, additional, Oxley, Thomas J, additional, Wu, Teddy Y, additional, Silver, Gabriel, additional, McDonald, Amy, additional, McCoy, Rachael, additional, Kleinig, Timothy J, additional, Scroop, Rebecca, additional, Dewey, Helen M, additional, Simpson, Marion, additional, Brooks, Mark, additional, Coulton, Bronwyn, additional, Krause, Martin, additional, Harrington, Timothy J, additional, Steinfort, Brendan, additional, Faulder, Kenneth, additional, Priglinger, Miriam, additional, Day, Susan, additional, Phan, Thanh, additional, Chong, Winston, additional, Holt, Michael, additional, Chandra, Ronil V, additional, Ma, Henry, additional, Young, Dennis, additional, Wong, Kitty, additional, Wijeratne, Tissa, additional, Tu, Hans, additional, Mackay, Elizabeth, additional, Celestino, Sherisse, additional, Bladin, Christopher F, additional, Loh, Poh Sien, additional, Gilligan, Amanda, additional, Ross, Zofia, additional, Coote, Skye, additional, Frost, Tanya, additional, Parsons, Mark W, additional, Miteff, Ferdinand, additional, Levi, Christopher R, additional, 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Alan, additional, McGuinness, Ben, additional, Hope, Ayton, additional, Moriarty, Maurice, additional, Bennett, Patricia, additional, Wong, Andrew, additional, Coulthard, Alan, additional, Lee, Andrew, additional, Jannes, Jim, additional, Field, Deborah, additional, Salinas, Simon, additional, Cowley, Elise, additional, Snow, Barry, additional, Kolbe, John, additional, Stark, Richard, additional, King, John, additional, Macdonnell, Richard, additional, Attia, John, additional, D'Este, Cate, additional, Diener, Hans-Christoph, additional, Levy, Elad I., additional, Mendes Pereira, Vitor, additional, Albers, Gregory W., additional, Cognard, Christophe, additional, Cohen, David J., additional, Hacke, Werner, additional, Jovin, Tudor G., additional, Mattle, Heinrich P., additional, Nogueira, Raul G., additional, Siddiqui, Adnan H., additional, Yavagal, Dileep R., additional, von Kummer, Rüdiger, additional, Smith, Wade, additional, Turjman, Francis, additional, Hamilton, Scott, additional, 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2019
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44. Imaging features and safety and efficacy of endovascular stroke treatment: a meta-analysis of individual patient-level data

Author

Román, Luis San, primary, Menon, Bijoy K, additional, Blasco, Jordi, additional, Hernández-Pérez, María, additional, Dávalos, Antoni, additional, Majoie, Charles B L M, additional, Campbell, Bruce C V, additional, Guillemin, Francis, additional, Lingsma, Hester, additional, Anxionnat, René, additional, Epstein, Jonathan, additional, Saver, Jeffrey L, additional, Marquering, Henk, additional, Wong, John H, additional, Lopes, Demetrius, additional, Reimann, Gernot, additional, Desal, Hubert, additional, Dippel, Diederik W J, additional, Coutts, Shelagh, additional, du Mesnil de Rochemont, Richard, additional, Yavagal, Dileep, additional, Ferre, Jean Christophe, additional, Roos, Yvo B W E M, additional, Liebeskind, David S, additional, Lenthall, Robert, additional, Molina, Carlos, additional, Al Ajlan, Fahad S, additional, Reddy, Vivek, additional, Dowlatshahi, Dar, additional, Sourour, Nader-Antoine, additional, Oppenheim, Catherine, additional, Mitha, Alim P, additional, Davis, Stephen M, additional, Weimar, Christian, additional, van Oostenbrugge, Robert J, additional, Cobo, Erik, additional, Kleinig, Timothy J, additional, Donnan, Geoffrey A, additional, van der Lugt, Aad, additional, Demchuk, Andrew M, additional, Berkhemer, Olvert A, additional, Boers, Anna M M, additional, Ford, Gary A, additional, Muir, Keith W, additional, Brown, B Scott, additional, Jovin, Tudor, additional, van Zwam, Wim H, additional, Mitchell, Peter J, additional, Hill, Michael D, additional, White, Phil, additional, Bracard, Serge, additional, Goyal, Mayank, additional, Fransen, Puck SS, additional, Beumer, Debbie, additional, van den Berg, Lucie A, additional, Lingsma, Hester F, additional, Yoo, Albert J, additional, Schonewille, Wouter J, additional, Vos, Jan Albert, additional, Nederkoorn, Paul J, additional, Wermer, Marieke JH, additional, van Walderveen, Marianne AA, additional, Staals, Julie, additional, Hofmeijer, Jeannette, additional, van Oostayen, Jacques A., additional, Lycklama à Nijeholt, Geert J., additional, Boiten, Jelis, additional, Brouwer, Patrick A., additional, Emmer, Bart J., additional, de Bruijn, Sebastiaan F., additional, van Dijk, Lukas C., additional, Kappelle, Jaap, additional, Lo, Rob H, additional, van Dijk, Ewoud J., additional, de Vries, Joost, additional, de Kort, Paul L.M., additional, van Rooij, Willem Jan J., additional, van den Berg, Jan S.P., additional, van Hasselt, Boudewijn A.A.M., additional, Aerden, Leo A.M., additional, Dallinga, René J., additional, Visser, Marieke C., additional, Bot, Joseph C.J., additional, Vroomen, Patrick C., additional, Eshghi, Omid, additional, Schreuder, Tobien H.C.M.L., additional, Heijboer, Roel J.J., additional, Keizer, Koos, additional, Tielbeek, Alexander V., additional, den Hertog, Heleen M., additional, Gerrits, Dick G., additional, van den Berg-Vos, Renske M., additional, Karas, Giorgos B., additional, Steyerberg, Ewout W., additional, Flach, Zwenneke, additional, Marquering, Henk A., additional, Sprengers, Marieke E.S., additional, Jenniskens, Sjoerd F.M., additional, Beenen, Ludo F.M., additional, van den Berg, René, additional, Koudstaal, Peter J., additional, van Zwam, Wim H., additional, Roos, Yvo B.W.E.M., additional, van Oostenbrugge, Robert J., additional, Majoie, Charles B.L.M., additional, Dippel, Diederik W.J., additional, Brown, Martin M., additional, Liebig, Thomas, additional, Stijnen, Theo, additional, Andersson, Tommy, additional, Mattle, Heinrich, additional, Wahlgren, Nils, additional, van der Heijden, Esther, additional, Ghannouti, Naziha, additional, Fleitour, Nadine, additional, Hooijenga, Imke, additional, Puppels, Corina, additional, Pellikaan, Wilma, additional, Geerling, Annet, additional, Lindl-Velema, Annemieke, additional, van Vemde, Gina, additional, de Ridder, Ans, additional, Greebe, Paut, additional, de Bont-Stikkelbroeck, José, additional, de Meris, Joke, additional, Janssen, Kirsten, additional, Struijk, Willy, additional, Licher, Silvan, additional, Boodt, Nikki, additional, Ros, Adriaan, additional, Venema, Esmee, additional, Slokkers, Ilse, additional, Ganpat, Raymie-Jayce, additional, Mulder, Maxim, additional, Saiedie, Nawid, additional, Heshmatollah, Alis, additional, Schipperen, Stefanie, additional, Vinken, Stefan, additional, van Boxtel, Tiemen, additional, Koets, Jeroen, additional, Boers, Merel, additional, Santos, Emilie, additional, Borst, Jordi, additional, Jansen, Ivo, additional, Kappelhof, Manon, additional, Lucas, Marit, additional, Geuskens, Ralph, additional, Barros, Renan Sales, additional, Dobbe, Roeland, additional, Csizmadia, Marloes, additional, Hill, MD, additional, Goyal, M, additional, Demchuk, AM, additional, Menon, BK, additional, Eesa, M, additional, Ryckborst, KJ, additional, Wright, MR, additional, Kamal, NR, additional, Andersen, L, additional, Randhawa, PA, additional, Stewart, T, additional, Patil, S, additional, Minhas, P, additional, Almekhlafi, M, additional, Mishra, S, additional, Clement, F, additional, Sajobi, T, additional, Shuaib, A, additional, Montanera, WJ, additional, Roy, D, additional, Silver, FL, additional, Jovin, TG, additional, Frei, DF, additional, Sapkota, B, additional, Rempel, JL, additional, Thornton, J, additional, Williams, D, additional, Tampieri, D, additional, Poppe, AY, additional, Dowlatshahi, D, additional, Wong, JH, additional, Mitha, AP, additional, Subramaniam, S, additional, Hull, G, additional, Lowerison, MW, additional, Salluzzi, M, additional, Maxwell, M, additional, Lacusta, S, additional, Drupals, E, additional, Armitage, K, additional, Barber, PA, additional, Smith, EE, additional, Morrish, WF, additional, Coutts, SB, additional, Derdeyn, C, additional, Demaerschalk, B, additional, Yavagal, D, additional, Martin, R, additional, Brant, R, additional, Yu, Y, additional, Willinsky, RA, additional, Weill, A, additional, Kenney, C, additional, Aram, H, additional, Stys, PK, additional, Watson, TW, additional, Klein, G, 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M, additional, Cullen, A, additional, Brennan, P, additional, O'Hare, A, additional, Looby, S, additional, Hyland, D, additional, Duff, S, additional, McCusker, M, additional, Hallinan, B, additional, Lee, S, additional, McCormack, J, additional, Moore, A, additional, O'Connor, M, additional, Donegan, C, additional, Brewer, L, additional, Martin, A, additional, Murphy, S, additional, O'Rourke, K, additional, Smyth, S, additional, Kelly, P, additional, Lynch, T, additional, Daly, T, additional, O'Brien, P, additional, O'Driscoll, A, additional, Martin, M, additional, Collins, R, additional, Coughlan, T, additional, McCabe, D, additional, O'Neill, D, additional, Mulroy, M, additional, Lynch, O, additional, Walsh, T, additional, O'Donnell, M, additional, Galvin, T, additional, Harbison, J, additional, McElwaine, P, additional, Mulpeter, K, additional, McLoughlin, C, additional, Reardon, M, additional, Harkin, E, additional, Dolan, E, additional, Watts, M, additional, Cunningham, N, 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additional, Poon, W, additional, Campbell, N, additional, Cortes, M, additional, Lum, C, additional, Shamloul, R, additional, Robert, S, additional, Stotts, G, additional, Shamy, M, additional, Steffenhagen, N, additional, Blacquiere, D, additional, Hogan, M, additional, AlHazzaa, M, additional, Basir, G, additional, Lesiuk, H, additional, Iancu, D, additional, Santos, M, additional, Choe, H, additional, Weisman, DC, additional, Jonczak, K, additional, Blue-Schaller, A, additional, Shah, Q, additional, MacKenzie, L, additional, Klein, B, additional, Kulandaivel, K, additional, Kozak, O, additional, Gzesh, DJ, additional, Harris, LJ, additional, Khoury, JS, additional, Mandzia, J, additional, Pelz, D, additional, Crann, S, additional, Fleming, L, additional, Hesser, K, additional, Beauchamp, B, additional, Amato-Marzialli, B, additional, Boulton, M, additional, Lopez-Ojeda, P, additional, Sharma, M, additional, Lownie, S, additional, Chan, R, additional, Swartz, R, additional, Howard, 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Christopher R, additional, Ang, Timothy, additional, Spratt, Neil, additional, Kaauwai, Lara, additional, Badve, Monica, additional, Rice, Henry, additional, de Villiers, Laetitia, additional, Barber, P. Alan, additional, McGuinness, Ben, additional, Hope, Ayton, additional, Moriarty, Maurice, additional, Bennett, Patricia, additional, Wong, Andrew, additional, Coulthard, Alan, additional, Lee, Andrew, additional, Jannes, Jim, additional, Field, Deborah, additional, Sharma, Gagan, additional, Salinas, Simon, additional, Cowley, Elise, additional, Snow, Barry, additional, Kolbe, John, additional, Stark, Richard, additional, King, John, additional, Macdonnell, Richard, additional, Attia, John, additional, D'Este, Cate, additional, Diener, Hans-Christoph, additional, Levy, Elad I., additional, Bonafé, Alain, additional, Mendes Pereira, Vitor, additional, Jahan, Reza, additional, Albers, Gregory W., additional, Cognard, Christophe, additional, Cohen, David J., additional, Hacke, Werner, additional, Jansen, Olav, additional, Jovin, Tudor G., additional, Mattle, Heinrich P., additional, Nogueira, Raul G., additional, Siddiqui, Adnan H., additional, Yavagal, Dileep R., additional, von Kummer, Rüdiger, additional, Smith, Wade, additional, Turjman, Francis, additional, Hamilton, Scott, additional, Chiacchierini, Richard, additional, Amar, Arun, additional, Sanossian, Nerses, additional, Loh, Yince, additional, Baxter, B, additional, Reddy, VK, additional, Horev, A, additional, Star, M, additional, Siddiqui, A, additional, Hopkins, LN, additional, Snyder, K, additional, Sawyer, R, additional, Hall, S, additional, Costalat, V, additional, Riquelme, C, additional, Machi, P, additional, Omer, E, additional, Arquizan, C, additional, Mourand, I, additional, Charif, M, additional, Ayrignac, X, additional, Menjot de Champfleur, N, additional, Leboucq, N, additional, Gascou, G, additional, Moynier, M, additional, du Mesnil de Rochemont, R, additional, Singer, O, additional, Berkefeld, J, additional, Foerch, C, additional, Lorenz, M, additional, Pfeilschifer, W, additional, Hattingen, E, additional, Wagner, M, additional, You, SJ, additional, Lescher, S, additional, Braun, H, additional, Dehkharghani, S, additional, Belagaje, SR, additional, Anderson, A, additional, Lima, A, additional, Obideen, M, additional, Haussen, D, additional, Dharia, R, additional, Frankel, M, additional, Patel, V, additional, Owada, K, additional, Saad, A, additional, Amerson, L, additional, Horn, C, additional, Doppelheuer, S, additional, Schindler, K, additional, Lopes, DK, additional, Chen, M, additional, Moftakhar, R, additional, Anton, C, additional, Smreczak, M, additional, Carpenter, JS, additional, Boo, S, additional, Rai, A, additional, Roberts, T, additional, Tarabishy, A, additional, Gutmann, L, additional, Brooks, C, additional, Brick, J, additional, Domico, J, additional, Reimann, G, additional, Hinrichs, K, additional, Becker, M, additional, Heiss, E, additional, Selle, C, additional, Witteler, A, additional, Al-Boutros, S, additional, Danch, M-J, additional, Ranft, A, additional, Rohde, S, additional, Burg, K, additional, Weimar, C, additional, Zegarac, V, 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T, additional, Sørensen, K, additional, Deshaies, E, additional, Padalino, D, additional, Swarnkar, A, additional, Latorre, JG, additional, Elnour, E, additional, El-Zammar, Z, additional, Villwock, M, additional, Farid, H, additional, Balgude, A, additional, Cross, L, additional, Hansen, K, additional, Holtmannspötter, M, additional, Kondziella, D, additional, Hoejgaard, J, additional, Taudorf, S, additional, Soendergaard, H, additional, Wagner, A, additional, Cronquist, M, additional, Stavngaard, T, additional, Cortsen, M, additional, Krarup, LH, additional, Hyldal, T, additional, Haring, H-P, additional, Guggenberger, S, additional, Hamberger, M, additional, Trenkler, J, additional, Sonnberger, M, additional, Nussbaumer, K, additional, Dominger, C, additional, Bach, E, additional, Jagadeesan, BD, additional, Taylor, R, additional, Kim, J, additional, Shea, K, additional, Tummala, R, additional, Zacharatos, H, additional, Sandhu, D, additional, Ezzeddine, M, additional, Grande, A, additional, Hildebrandt, D, additional, Miller, K, additional, Scherber, J, additional, Hendrickson, A, additional, Jumaa, M, additional, Zaidi, S, additional, Hendrickson, T, additional, Snyder, V, additional, Killer-Oberpfalzer, M, additional, Mutzenbach, J, additional, Weymayr, F, additional, Broussalis, E, additional, Stadler, K, additional, Jedlitschka, A, additional, Malek, A, additional, Mueller-Kronast, N, additional, Beck, P, additional, Martin, C, additional, Summers, D, additional, Day, J, additional, Bettinger, I, additional, Holloway, W, additional, Olds, K, additional, Arkin, S, additional, Akhtar, N, additional, Boutwell, C, additional, Crandall, S, additional, Schwartzman, M, additional, Weinstein, C, additional, Brion, B, additional, Prothmann, S, additional, Kleine, J, additional, Kreiser, K, additional, Boeckh-Behrens, T, additional, Poppert, H, additional, Wunderlich, S, additional, Koch, ML, additional, Biberacher, V, additional, Huberle, A, additional, 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additional, Lara, B, additional, de Miquel, MA, additional, Aja, L, additional, Serena, J, additional, Cobo, E, additional, Albers, Gregory W, additional, Lees, Kennedy R, additional, Arenillas, J, additional, Roberts, R, additional, Al-Ajlan, F, additional, Zimmel, L, additional, Patel, S, additional, Martí-Fàbregas, J, additional, Salvat-Plana, M, additional, Bracard, S, additional, Ducrocq, Xavier, additional, Baillot, Pierre-Alexandre, additional, Barbier, Charlotte, additional, Derelle, Anne-Laure, additional, Lacour, Jean-Christophe, additional, Richard, Sébastien, additional, Samson, Yves, additional, Sourour, Nader, additional, Baronnet-Chauvet, Flore, additional, Clarencon, Frédéric, additional, Crozier, Sophie, additional, Deltour, Sandrine, additional, Di Maria, Federico, additional, Le Bouc, Raphael, additional, Leger, Anne, additional, Mutlu, Gurkan, additional, Rosso, Charlotte, additional, Szatmary, Zoltan, additional, Yger, Marion, additional, Zavanone, Chiara, additional, Bakchine, Serge, additional, Pierot, Laurent, additional, Caucheteux, Nathalie, additional, Estrade, Laurent, additional, Kadziolka, Krzysztof, additional, Leautaud, Alexandre, additional, Renkes, Céline, additional, Serre, Isabelle, additional, Guillon, Benoît, additional, Boutoleau-Bretonniere, Claire, additional, Daumas-Duport, Benjamin, additional, De Gaalon, Solène, additional, Derkinderen, Pascal, additional, Evain, Sarah, additional, Herisson, Fanny, additional, Laplaud, David-Axel, additional, Lebouvier, Thibaud, additional, Lintia-Gaultier, Alina, additional, Pouclet-Courtemanche, Hélène, additional, Rouaud, Tiphaine, additional, Rouaud Jaffrenou, Violaine, additional, Schunck, Aurélia, additional, Sevin-Allouet, Mathieu, additional, Toulgoat, Frederique, additional, Wiertlewski, Sandrine, additional, Gauvrit, Jean-Yves, additional, Ronziere, Thomas, additional, Cahagne, Vincent, additional, Ferre, Jean-Christophe, additional, Pinel, Jean-François, additional, Raoult, Hélène, additional, Mas, Jean-Louis, additional, Meder, Jean-François, additional, Al Najjar-Carpentier, Amen-Adam, additional, Birchenall, Julia, additional, Bodiguel, Eric, additional, Calvet, David, additional, Domigo, Valérie, additional, Godon-Hardy, Sylvie, additional, Guiraud, Vincent, additional, Lamy, Catherine, additional, Majhadi, Loubna, additional, Morin, Ludovic, additional, Naggara, Olivier, additional, Trystram, Denis, additional, Turc, Guillaume, additional, Berge, Jérôme, additional, Sibon, Igor, additional, Menegon, Patrice, additional, Barreau, Xavier, additional, Rouanet, François, additional, Debruxelles, Sabrina, additional, Kazadi, Annabelle, additional, Renou, Pauline, additional, Fleury, Olivier, additional, Pasco-Papon, Anne, additional, Dubas, Frédéric, additional, Caroff, Jildaz, additional, Godard Ducceschi, Sophie, additional, Hamon, Marie-Aurélie, additional, Lecluse, Alderic, additional, Marc, Guillaume, additional, Giroud, Maurice, additional, Ricolfi, Frédéric, additional, Bejot, Yannick, additional, Chavent, Adrien, additional, Gentil, Arnaud, additional, Kazemi, Apolline, additional, Osseby, Guy-Victor, additional, Voguet, Charlotte, additional, Mahagne, Marie-Hélène, additional, Sedat, Jacques, additional, Chau, Yves, additional, Suissa, Laurent, additional, Lachaud, Sylvain, additional, Houdart, Emmanuel, additional, Stapf, Christian, additional, Buffon Porcher, Frédérique, additional, Chabriat, Hugues, additional, Guedin, Pierre, additional, Herve, Dominique, additional, Jouvent, Eric, additional, Mawet, Jérôme, additional, Saint-Maurice, Jean-Pierre, additional, Schneble, Hans-Martin, additional, Nighoghossian, Norbert, additional, Berhoune, Nadia-Nawel, additional, Bouhour, Françoise, additional, Cho, Tae-Hee, additional, Derex, Laurent, additional, Felix, Sandra, additional, Gervais-Bernard, Hélène, additional, Gory, Benjamin, additional, Manera, Luis, additional, Mechtouff, Laura, additional, Ritzenthaler, Thomas, additional, Riva, Roberto, additional, Salaris Silvio, Fabrizio, additional, Tilikete, Caroline, additional, Blanc, Raphael, additional, Obadia, Michaël, additional, Bartolini, Mario Bruno, additional, Gueguen, Antoine, additional, Piotin, Michel, additional, Pistocchi, Silvia, additional, Redjem, Hocine, additional, Drouineau, Jacques, additional, Neau, Jean-Philippe, additional, Godeneche, Gaelle, additional, Lamy, Matthias, additional, Marsac, Emilia, additional, Velasco, Stephane, additional, Clavelou, Pierre, additional, Chabert, Emmanuel, additional, Bourgois, Nathalie, additional, Cornut-Chauvinc, Catherine, additional, Ferrier, Anna, additional, Gabrillargues, Jean, additional, Jean, Betty, additional, Marques, Anna-Raquel, additional, Vitello, Nicolas, additional, Detante, Olivier, additional, Barbieux, Marianne, additional, Boubagra, Kamel, additional, Favre Wiki, Isabelle, additional, Garambois, Katia, additional, Tahon, Florence, additional, Ashok, Vasdev, additional, Coskun, Oguzhan, additional, Rodesch, Georges, additional, Lapergue, Bertrand, additional, Bourdain, Frédéric, additional, Evrard, Serge, additional, Graveleau, Philippe, additional, Decroix, Jean Pierre, additional, Wang, Adrien, additional, Sellal, François, additional, Ahle, Guido, additional, Carelli, Gabriela, additional, Dugay, Marie-Hélène, additional, Gaultier, Claude, additional, Lebedinsky, Ariel Pablo, additional, Lita, Lavinia, additional, Musacchio, Raul Mariano, additional, Renglewicz-Destuynder, Catherine, additional, Tournade, Alain, additional, Vuillemet, Françis, additional, Montoro, Francisco Macian, additional, Mounayer, Charbel, additional, Faugeras, Frederic, additional, Gimenez, Laetitia, additional, Labach, Catherine, additional, Lautrette, Géraldine, additional, Denier, Christian, additional, Saliou, Guillaume, additional, Chassin, Olivier, additional, Dussaule, Claire, additional, Melki, Elsa, additional, Ozanne, Augustin, additional, Puccinelli, Francesco, additional, Sachet, Marina, additional, Sarov, Mariana, additional, Bonneville, Jean-François, additional, Moulin, Thierry, additional, Biondi, Alessandra, additional, De Bustos Medeiros, Elisabeth, additional, Vuillier, Fabrice, additional, Courtheoux, Patrick, additional, Viader, Fausto, additional, Apoil-Brissard, Marion, additional, Bataille, Mathieu, additional, Bonnet, Anne-Laure, additional, Cogez, Julien, additional, Touze, Emmanuel, additional, Leclerc, Xavier, additional, Leys, Didier, additional, Aggour, Mohamed, additional, Aguettaz, Pierre, additional, Bodenant, Marie, additional, Cordonnier, Charlotte, additional, Deplanque, Dominique, additional, Girot, Marie, additional, Henon, Hilde, additional, Kalsoum, Erwah, additional, Lucas, Christian, additional, Pruvo, Jean-Pierre, additional, Zuniga, Paolo, additional, Arquizan, Caroline, additional, Costalat, Vincent, additional, Machi, Paolo, additional, Mourand, Isabelle, additional, Riquelme, Carlos, additional, Bounolleau, Pierre, additional, Arteaga, Charles, additional, Faivre, Anthony, additional, Bintner, Marc, additional, Tournebize, Patrice, additional, Charlin, Cyril, additional, Darcel, Françoise, additional, Gauthier-Lasalarie, Pascale, additional, Jeremenko, Marcia, additional, Mouton, Servane, additional, Zerlauth, Jean-Baptiste, additional, Lamy, Chantal, additional, Hervé, Deramond, additional, Hassan, Hosseini, additional, Gaston, André, additional, Barral, Francis-Guy, additional, Garnier, Pierre, additional, Beaujeux, Rémy, additional, Wolff, Valérie, additional, Herbreteau, Denis, additional, Debiais, Séverine, additional, Murray, Alicia, additional, Ford, Gary, additional, White, Philip, additional, Brown, Martin M, additional, Clifton, Andy, additional, Freeman, Janet, additional, Ford, Ian, additional, Markus, Hugh, additional, Wardlaw, Joanna, additional, Molyneux, Andy, additional, Robinson, Thompson, additional, Lewis, Steff, additional, Norrie, John, additional, Robertson, Fergus, additional, Perry, Richard, additional, Dixit, Anand, additional, Cloud, Geoffrey, additional, Clifton, Andrew, additional, Madigan, Jeremy, additional, Roffe, Christine, additional, Nayak, Sanjeev, additional, Lobotesis, Kyriakos, additional, Smith, Craig, additional, Herwadkar, Amit, additional, Kandasamy, Naga, additional, Goddard, Tony, additional, Bamford, John, additional, Subramanian, Ganesh, additional, Lenthall, Rob, additional, Littleton, Edward, additional, Lamin, Sal, additional, Storey, Kelley, additional, Ghatala, Rita, additional, Banaras, Azra, additional, Aeron-Thomas, John, additional, Hazel, Bath, additional, Maguire, Holly, additional, Veraque, Emelda, additional, Harrison, Louise, additional, Keshvara, Rekha, additional, and Cunningham, James, additional

Published
2018
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49. Using word embeddings with linear models for short text classification

Author

Krzywicki, A, Heap, B, Bain, M, Wobcke, W, Schmeidl, S, Krzywicki, A, Heap, B, Bain, M, Wobcke, W, and Schmeidl, S

Abstract

© Springer Nature Switzerland AG 2018. Text documents often contain information relevant for a particular domain in short “snippets”. The social science field of peace and conflict studies is such a domain, where identifying, classifying and tracking drivers of conflict from text sources is important, and snippets are typically classified by human analysts using an ontology. One issue in automating this process is that snippets tend to contain infrequent “rare” terms which lack class-conditional evidence. In this work we develop a method to enrich a bag-of-words model by complementing rare terms in the text to be classified with related terms from a Word Vector model. This method is then combined with standard linear text classification algorithms. By reducing sparseness in the bag-of-words, these enriched models perform better than the baseline classifiers. A second issue is to improve performance on “small” classes having only a few examples, and here we show that Paragraph Vectors outperform the enriched models.

Published
2018

50. A knowledge acquisition method for event extraction and coding based on deep patterns

Author

Krzywicki, A, Wobcke, W, Bain, M, Schmeidl, S, Heap, B, Krzywicki, A, Wobcke, W, Bain, M, Schmeidl, S, and Heap, B

Abstract

© Springer Nature Switzerland AG 2018. A major problem in the field of peace and conflict studies is to extract events from a variety of news sources. The events need to be coded with an event type and annotated with entities from a domain specific ontology for future retrieval and analysis. The problem is dynamic in nature, characterised by new or changing groups and targets, and the emergence of new types of events. A number of automated event extraction systems exist that detect thousands of events on a daily basis. The resulting datasets, however, lack sufficient coverage of specific domains and suffer from too many duplicated and irrelevant events. Therefore expert event coding and validation is required to ensure sufficient quality and coverage of a conflict. We propose a new framework for semi-automatic rule-based event extraction and coding based on the use of deep syntactic-semantic patterns created from normal user input to an event annotation system. The method is implemented in a prototype Event Coding Assistant that processes news articles to suggest relevant events to a user who can correct or accept the suggestions. Over time as a knowledge base of patterns is built, event extraction accuracy improves and, as shown by analysis of system logs, the workload of the user is decreased.

Published
2018

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