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DeepMind's medical AI

Authors
Gary Holt,Tobias Weinzierl
Massimo Caccia,Marko Antonio Rojas-Medar,Per Hansson,Wojciech Juszczyk,HH Liu,Stephen Cox,Rodney Tyers,Francisco Sagasti,Owe Axelsson,Andrés Felipe Guzmán Ramos,Louis Loizou,Susan J Ward,Bruno Maraviglia,Hossain Massumi,Orlando Ragnisco,Vladimir Sechovsky,GIORGIO CATELANI,Michelle Momany,Ovadia Lev,John Baez,Pierpaolo Coni,Andrea Clematis,Rafael Bru,Stepan Stepanian,John Atack,Avner Vengosh,BRAMBILLA Andrea,Riccardo Muzzarelli,Basil T. Wong,Dima Kozakov,Peter Brimblecombe,Elias Castanas,Martin Grootveld,Michela Ieva,Stefano Consonni,Tejasav Sehrawat,Piotr Duda,Seyed Mohammad Mehdi Azizi,Harmeet Malhi,Valeria Mele,Samuel Neves,Diego Romano,Vania Boccia,Vaclav Hapla,Krzysztof Szerszeń,Krzysztof Jurczuk,Mariusz Kubanek,Yizuo Song,Mirosław Kurkowski,Marcin Kurdziel,Adam Smyk,Paweł Topa,José R. Herrero,Roman Wyrzykowski,GIULIANO LACCETTI,LUISA CARRACCIUOLO,Livia Marcellino,Jason Riedy,David Horák,Antonella Galizia,Pawel Gepner,Sergio Decherchi,Stanislav Sedukhin,Raffaele Montella,Dietmar Bayer,luisa d'amore,Alfonso Quarati,Walter Rocchia,Luziene de Sousa,Robert Nowicki,Michael Stukel,Eugeniusz Zieniuk,Giulio Giunta,Henryk Piech,Hatem Ltaief,Ewa Grabska,FRANCISCO JAVIER GARCIA,Stanislaw Deniziak,Henning Meyerhenke,Piotr Bała,Adam Zielonka,Mauro Sbragaglia,Ivan Lirkov,Douglas Baker,Michael Goesele,Richard Brent,Filipe Araujo,Filippo Mantovani,Sebastiano Fabio Schifano,Renata Słota,Marcin Paprzycki,Daniele D'Agostino,Marek Kretowski,Edyta Hetmaniok,Marco Zaffanello,David Bader,Song Yao,Graham Haughton,raffaele tripiccione,Jacek Kitowski,Damian Słota,Amit Bandyopadhyay,Enrique S. Quintana-Orti,Armin Seyfried,Charles-André GANDIN,Per Kryger,Eva Reininghaus,Vladimir Kharchenko,David Lide,Hadil Kathom,Michail Paltsev,yitzhak rabin,Seong Mok Jeong,Dwight Deugo,EWA AUGUSTYNOWICZ,Richard Winschel,mario capizzi,Natalya Temuryants,Vern Baron,Dinu Coltuc,Peter Rubenstein,Cristian Teodosiu,Adriana Cordova,Pietro GIUSTi,Toshiyuki Suzuki,Yurii Zolotarev,Rekha Singhal,Sadoon Morad,Mihail Zotov,Heather Newkirk,Alex Stagnaro-Green,Natalya Kost,W. D. Walls,Joon-Hyung Lee,Peter Flewitt,René Botnar,JUAN ANTONIO CARRILLO,Elisabetta Di Nitto,Long-yuan Li,Елена Казеннова,Alexander Garabadjiu,Steven Lewis,Марат Узбеков,Robert Weis,Maria Malysheva,Li Li,Witold Hołubowicz,Brian Swick,Enrique Joven,Victor Gorban’,Vlasta Sedlakova,Ivana Capouchova,jamilah bakar,Karl Insogna,Enrico Molinari,Khosro Sadeghniiat-Haghighi,Markos Koutras,Tanja Schultz,Ewa Malecka-Panas,Steven Bell,Sohyla Reshadat,Arkadiy Tishkov,Ludger ERNST,Alberto Sanfeliu,Olivier SENAME,Matti Salo,Azucena Montes Rendón,Yvonne ,Andrii Iftodii,Jiří Vodrážka,Jan Ludwicki,Michael Power,Ken Takeuchi,Arun Wagh,Waranuch Pitiphat,Joel Ouaknine,thomas henneron,Wenbo Lu,Antonio Alessandro Licciulli,Antans Sauhats,Mario Vicino,Yash Lokhandwala,Stefano Boriani,Sureyya Meric,mohammed cherkaoui,Krishan Khurana,Zbigniew Muskalski,Lee Lung CHENG,Alexander Polilov,mingxu xia,Ismail Sadek,Ewa Bryl,Giuseppe SIGNORILE,Ita Richardson,María López Gil,Gabriele Vajente,Zeng He,Christopher Mundy,Roberta Dihoff,Suzanne Kay,Kenji Urayama,IRFAN SERDAR ARDA,Avishai Dekel,Alexey Khrapak,Paolo Augliera,Ligia Brzezińska-Wcisło,Scott Boerner,Graeme Pitcher,Yves Morand,Amin Salem,Timothy Warburton,Martin Hell,Flavio Aguiar,Vineet Padmanabhan,Raquel Mini,Scott Roberts,Iosif Malaescu,RICCARDO RUFFOLI,IRENE GATTO,Hans Eiskjaer,Dick Yue,John Lipscomb,Jing Wu,Andrey Golovan,Andrea D'Ambrogio,Vera Ralevic,Henri Orland,GIOVANNI PEDE,MICHELE D'AMICO,Boris Sokolov,Vladimir Sibirtsev,Grant Hawkes,Poong-Lyul Rhee,feray cyrille,DANIEL SCHEERES,Michael White,David Karl,Val Lewington,CRISTIAN-SILVIU BANACU,Barry Ninham,Alexei Shvilkin,Paul Meredith,John Horne,SMARANDA P. CRISTEA,Kamariah Long,Chyon Hae Kim,Ellen Duysen,Desmond Foley,Agnes Grallert,Rebecca Brannon,MARIAGIOVANNA MOLINU,Calogero Terregino,Petr Heřmánek,Michael Tsai,Xinlin Qing,Galina Bazilevskaya,Catia Grimani,Željko Vidas,Susanne Vrtala,Alexander Salenikovich,Julian Plewa,Boris Brkljačić,Ahmad Oryan,N. J. Enfield,Kemal Değer,Talia Domenico,Guenka Petrova,Mohamed Azmi Hassali,MARIA PALOMA DIAZ PEREZ,Chul-Joong Kim,Emmanuel Fontaine,George Langford,Thomas Lippert,Nidhal Guessoum,Dmitrij Gennad'evich Deryabin,Jorge Núñez,DILIP PESHWE,francesca bobbio pallavicini,Nedyalka Georgieva,Siu Keung TSE,Yurong Nan,Luigi Palopoli,Markus ,Gabriel Cuevas,Shengli Bi,Gholamhosein Alishiri,Douglas Kiel,Antonio Villalobo,Dian Tjondronegoro,William Pearce,Chris Gerada,Mikhail Tarasov,John Simmie,MohammadHossein Ghazanfari,Nafaa Adhoum,Neal Armstrong,Hidehiro Sakurai,John Molson,Blythe Clark,Tatiana Borisova,Maria Caligo,José A. Oteo,Ioannis Stavrakakis,Georg Reifferscheid,Willem Steyn,ANTONIO HERRERA,Lien-Siang Chou,Sergio Chieffi,sinda zarrouk,Vlad Soukhanovskii,Salvatore Tucci,Francisco J. Hidalgo,Aleksander Demiaszkiewicz,Jacopo Pinzino,Ketan Kulkarni,Thomas Wang,ATIL ÇAKMAK,Denis Coury,Carlo Di Mario,GERMAN SOLER,Martin Schmal,Kiyosei Takasu,Antoniac Aurora,atousa doroodinia,Anil Patnaik,Leslie Atkinson,Javad Saien,Elizabeth ,Paolo Maria Eugenio Icilio ALLIA,Shinichi Fujimori,Roberto de la Rica,Joëlle Leclercq,Jane Mathias,Ivan Kuric,Milos Langmeier,ALBERTO SIRACUSANO,Jenny Bowman,Miguel J. Maldonado,Antonios Paschalis,Mohammad Reza Alavi Moghaddam,Renato Monteiro,Luigi Pasqua,Ghazi Al-Khateeb,Piotr Stopa,Avinash Mahajan,Andrzej Bojarski,Ranjan Bhattacharyya,Ye Wu,Sinisa Dovat,Elzbieta Gawrych,Marek Trneny,Zbigniew Wzorek,Robert Nistico,Manav Bhatnagar,Michael McCoy,Paul Bowen,Santiago Hernández-Cassou,Debbie Hay,Maria Jose Peral,Feng-Yu Wang,DR. TRESINA SORIS, P ,Isabel Cristina Tessaro,Mikhail Medkov,Zenonas Kuodis,Wail Nammas,José M. Leal,Tetsukazu Yahara,Joshua Pollard,Timothy Gutu,Fabrice Sthal,Jovan Stepanović,Hamid Mohaghegh Shalmani,Ashwin Tulapurkar,Michal Masarik,jean-luc deschanvres,Erwin Berenschot,Baden Hughes,Giovanni LEONE,Mimi Recker,Alessandra RUBAGOTTI,Hana Drahovska,Sonja Špiranec,Michael Hunter,G. M. Shim,Thomas Gradt,Rama Narasinga Rao Manda,Maraval Valérie,Nilva Kazue Sakomura,Todd Peterson,Jerzy Krupka,Ali Madanipour,Andrzej Rybicki,Alberto Jiménez-Suárez,Junwu TAO,Donald Hantula,Nitin Udar,Bin Alwi Zilfalil,Tobias Knopp,Jacek Sobocki,Fumio Takei,Gilberto Ka Kit Leung,Hern Kim,Suleiman Kallaev,Jacob Bornstein,Sergey Gorbunov,Firoozeh Hosseini-Esfahani,Carlo GIANNETTO,Blanca Bermúdez,Manfred Schartl,Pablo Martel-Escobar,David Akopian,Yoong Choon CHANG,Roberto Maiolino,Menno Fenger,Meuris Gurgel Carlos da Silva,Ramaprabhu Sundara,Emanuele TONDI,Cristina Nazzari,Rossana Pesi,Cédric CARTERET,Pavel Urban,Anthony Dick,Goran Belojevic,Ciprian Tomuleasa,Neeta Nain,David Manning,Małgorzata ZDUNEK,Alexey Victorov,Shu-Cheng Chang,Paul Wilcox,Takenao Shinohara,WHEI-MAY LEE,Augustine Ofomaja,RAMAKRISHNA KARIPEDDI,paola cornacchione,Heloysa Andrade,Ptofessor Prabaharan SRS,Juri Stuckert,David Herne,Jingsong Yang,Carmen Concellón,suwarno ,David Montgomery,Donatella Comparcola,Paul Hagan,Bart Rutten,Elena Rusu,Orlando Zelaya-Angel,Rob van Marum,Eric Mortensen,Salvatore Celozzi,Valerie Gillet,Svitlana khalameida,Roy Sleator,Alexander Nemukhin,Paul Genoni,Karel Jurek,Ahmet Caglayan,Maria Teresa Menna,Oleg Klimov,Walid Chainbi,Rustem Khasanov,Hamida Abdel-Hamid,Valeriya Trusova,Katy Milne,Peter Japsen,Waldemar Mróz,Silvia Morbelli,Michel Anzanello,Paul Pecorino,Slyozkin Vitaly,Kate Rowland,George Giannakoulas,José Antonio Real Cabezos,Alexander Kokorin,Pogacean Florina,James Wilson,Milan Rajkovic,Michael Siegel,Gloria Icaza,Caroline Graff,Zdeněk Dostál,Kevin Burrage,Phatu Mashela,Dimitrios Stamatialis,Enza Maria Valente,Tadahiko Matsumoto,Armin Dekorsy,Yoshihiko Tamura,Giovanna Calandra-Buonaura,sung chin,Liz Stanley,ANATOLY SOBOLEV,Jihong Lee,yunpeng ,Sergey Magnitskiy,Frank Maixner,Maria Eva Teschler-Nicola,GIOVANNI AGATI,Yuui Yokota,Carmen Barriocanal,Patricia Cleave,Mark Kelmanson,Tomáš Urbanec,Karim BENZARTI,Menglun Zhang,Tom Higham,Masato Inoue,Dragan Kukolj,Ekkehard Peik,ANGELO SCUTERI,Robert Hitchcock,Susan Hamilton,Norbert Sczygiol,Bruno Granier,Harry Elston,Manoj Sahni,weihua sheng,federico marchesi,hamdi ,Valerii Vashchenko,Marco Di Nicola,Bangyu Wu,Joel Davis,Alexey Kantsyrev,Libusa Sikurova,PEDRO SOARES,Yunhai Cui,Antonella Isgro,Hamed El-Shora,Masao Ishii,CESAR SANZ ALVARO,Ramon Jansana,L. Darryl Quarles,Karoly Bezdek,John Dean,James O'Connor,Rachel Chambers,Atsushi Okamoto,George Franks,Golfo Moatsou,Rubens Nodari,Liyun Shi,RICHARD LOBO,Blas Sanahuja,František Rejl,Prahlad Vadakkepat,Charles Aubeny,MAURO SAMBI,g sudarsanaraju,Yasuhiro Fukuma,Marco Laracca,Svetlana Titkova,Sarah Dennis,Plinio Innocenzi,Asta Juzeniene,Udechukwu Ojiako,marcello galvani,Josef Hynek,Lenka Laiblova,dongsheng sun,Michele Thums,Stepakov Alexander,Toba Kazemi,Jaime Perea,Hassan Ali Mohebbi,Wenwen Kong,S. Kaliszewski,RENZO CARRETTA,Dr Emeka Amalu,Carmine Summo,Girish Thunga,Ian Frank Shaw,Yang-Cheng Lin,LU-PING CHOW,Guillermina Girardi,Fabrice Leroux,Vakhtang Tchantchaleishvili,Shaun Chan,Elena Ondriasova,Francesca Little,zahra tajik,Atsushi Oshiyama,Milovan Stojanović,Gilles Foret,Pradip Kumar Tewari,José Javier Anaya Velayos,PAOLO CASALE,Marek Sawicki,Izabela Ducin,Vincent Labiouse,Konstantinos Triantafyllidis,Donato Bini,Claudia Nesti,Ken Grimes,Francesco Selvaggi,Timothy Stait-Gardner,Susan Ayers,Francesca Ietta,Emmanuel Iwuoha,Annalisa Monaco,Anne BOUTIN,Luca Sigalotti,Gregory Peterson,huafeng ,Radek Zboril,onder guler,Guillermo Maldonado,Colleen Feltmate,Michael Ungar,Bernd Sures,Irina Malkina-Pykh,Victor Semenov,Evgeny Modin,Janusz Maszewski,Candida Cristina Quarta,Basil Wolf,Milos Nenadovic,Kavita Bala,Rodrigo Magalhaes,Bumjae Lee,Randall Youngman,Yen-Ling Chen,Chandrasekhar Kambhampati,Massimo Volpe,Lorenzo Sommaruga,Annemette Vinding Thougaard,Duru Karasoy,Dilsen Ornek,MASSIMO CORDARO,ABDELHAKIM KHATAB,Lutz Kirste,Li Zhao,Michael Page,pawel milart,Oleg Aslanidi,Fatos Onen,Walter Boeger,Heng Leng Chee,Eleni Alexandratou,RITA MASSA,Zulkifli Idrus,Masayoshi Nakano,Parinda Vasa,Greg Baxter,Dorothy Waller,Giovambattista Pani,Soumya Raychaudhuri,giovanni masala,alfredo coppa,BELEI Dalila,Anna Zaykovskaya,Wonhee Choe,delphine allorge,Slobodan Antić,Giuliana Fortunato,Varut Lohsiriwat,Peter Waller,Taras Panikorovskii,Renata Raffin,Nikolai Artemyev,Андрей Горячев,Adam Choma,Dervis Ozcelik,Catherine Cameron,Kirsten Jochumsen,Derek Armitage,Lewi Stone,Robert Leech,mohd effendi muhammad suandi,madiha elkashouty,Olivia Torres Bugarin,Weijiang Zhao,Greg Gage,Vladimir Kulikov,Dariusz Laskowski,David Schofield,Trevor Russell,A. Vania Apkarian,Tibor Kurtán,Ryan Flynn,Castorina Francesca,Agnieszka Pałucha-Poniewiera,Gianluca Furano,Philippe MARCHETTI,Robert Klassen,Iraj ,Stelios Tsitsos,Ivo Iori,Jan Alexander,Hoda Hanim Fahmy,Ruben Limiñana,Julio Guerra,Eny Iochevet Segal Floh,Marco Daperno,Antonio Lanzirotti,Martha Rosete-Aguilar,Frédéric CHIROLEU,Yingpeng Su,Sudipta Maiti,Julia Hargreaves,Yadollah Yamini,YI-HUA LIAO,Rudolf Ferenc,Helen Richardson,Alessio Plebe,Mark van Kleunen,Marilde Bordignon-Luiz,Barbara Pawlik-Skowronska,Francesco Paolo La Mantia,Assa Auerbach,Andres Löh,Yasuhiro Yamada,Roland Weiss,Tony Donnelly,Veronique Miette,Abutrab Aliverdiev,Anna Sperotto,Anita Quye,Bronwyn BATTERSBY,Paul Stapley,Frank Jenau,John Gilleard,John McVey,Colin Fishwick,Nicoletta SANTANGELO,Jorge Bravo,Huw Leggate,Haruhiko ,Spyridon Nikolaidis,Jacek Banasiak,Olin Mefford,Vianey Guadalupe Cruz Sanchez,Olivier Pierre-Louis,Sergey Ugryumov,Pavel Gryaznov,Amr Mohamed,César Asensio-Marco,Vladimir Chernyuk,Georgios Giannakidis,Ramin Iranpour,Christine Cserti-Gazdewich,Melanie Zimmer-Gembeck,Claudio Mannini,Ricky Bluthenthal,Rodrigo Cançado,Ivan Enrique Campos Silva,BINCY GEORGE,SILVIA RIZZATO,Mart Saarna,Sergei Firstov,Andrea Schröder-Ritzrau,marzieh khezri,Mohammed Aggour,ASMIET RAMIZY,Nadezhda Byzova,Kimberley Mallan,Zorica Ciric,Nicoletta CANCRINI,Enelio Torres Garcia,Ireneusz Czarnowski,Graham J McDougall Jr,Lynne Carpenter-Boggs,Guoqi Qian,Victor Kurasov,Christina Kühn,IJAR da Fonseca,Daniel Jandačka,Andrew Weeks,Sheng-Ming Dai,Abu Hena M K,Antonio G. N. Novaes,Akio Yonezu,Ian Holmes,Gulnaz Korytina,Sergei Noskov,Sergey Fetisov,Navaneetha K Subbaiyan,Fujii Jun,Julia Ziyatdinova,Franco Zanini,Carl Spandler,Prof Spencer Onuh,HIMADRI CHATTOPADHYAY,Tamás Belgya,Tom Bunney,Lori Rastogi,Dimitri Bulatov,Muhammad Noor,Valentina Bazarova,Lisa Clifford,Poika Isokoski,Jose Luis Arumi,Paweł Rajda,Anna Jany,Dieter Haemmerich,Amilton Paulo Raposo Costa,Sokratis Makrogiannis,Yasuyuki Ishii,Vasily Kotlyar,Henryk Kozłowski,henghui zhou,KAREN HOFMAN,Gheena Sukumaran,John Gillam,Stefano Confalonieri,Anna Oevermann,Zulkarnain Zainal,Mary Nevill,Yunda Huang,Marie-Cecile Chalbot,Dolores Trigo,Witold Abramowicz,Marija Cerjak,Eva Almenar,Marco Gobbin,Chiao-Feng Lin,James Dobson,SUBASI OZGE,mohamed Bouaziz,Sreenivasulu Gollapudi,Hilario López García,Andrew Bunger,Danielle McCarthy,Siegfried Gudergan,Christopher Castleton,Petr Vesely,Leah Macfadyen,Luigi Perotti,Rupam Dinda,Jasna Jevdjic,Bartosz Świderski,Saskia Nijmeijer,Amir-Massoud Eftekhari Moghadam,mona mohsen,Ki-Sang Rha,seyedeh zahra masoumi,Fumiaki Isohashi,Stuart Johnson,Renata Bujakiewicz-Korońska,Natalia ,Dirk Fahland,Alessandro Sale,Javier Revilla Diez,Carla Ribas,Esteban Avigliano,Ruziana Mohamed,Jamie Pittock,emilio pasanisi,YAMICELA CASTILLO,Jacek Olczak,Francesco Salvo,James Lazorchak,Joseph Tobias,Carmen Müller,Abdullah Karaer,Mykhaylo Yatsymirskyy,Mikhail Soloviev,KALUZNY pascal,Lee Fitzgerald,Aaron Hansen,Thomas Dubos,Dariush Saberi,Gustavo Ramirez-Valverde,EDNA DORA LUZ,Maria Rosaria Savina PANUCCIO,Guido SCALIA,Samaneh Saberi,Maya Kharitonova,Marianne Fillet,Ivona Pavkova,Siti Zobidah Omar,Daniel M. Madyira,Jarkko Hantula,Randall T Salekin,Masahiro Takeuchi,Phil Novis,Patrik Flegner,Iurii Karpenko,Fotios Katsaros,Evangelia Pavlatou,Dirk Kuegler,Emma Martínez-Lopez,Arkadiusz Kwiecień,MUSTAFA UÇAN,Shinji Kamakura,Tae Kwann Park,Marek Havlíček,Sabrina Endo Takahashi,ZHIJUN LUO,Mohanbhai Patel,Isaac Marcos Cohen,İbrahim Gökce,Andy Kwarteng,Anna Bogni,Antonio Minnocci,valentina orsini,Qingyang Xu,Ling Li,giorgio socal,Sladjana Dronjak Čučaković,David Bergbreiter,Chintu Ravishankar,Francesca Turroni,Hidefumi Makabe,Arnulfo Luis-Ramos,Viktar Asadchy,Justin Coon,Saravana Kumar Jaganathan,Marco C. Bottino,Alena Klapalová,Rabani Remli,Kira Adaricheva,P.J. Wei,Sang Wan Lee,Aleksandr Panin,Kathryn Albers,Galina Simbirtseva,Meikandan Megaraj,Elena Simanina,Chen Chih-Cheng,ChinLun Lai,Toussaint Barboni,Suncica Lah,Hussein Dia,Suttichai Assabumrungrat,Gregory Jacobson,Dmitrij Šešok,Celine Gelis,Ning Zengping,Traian Rotariu,Maoqiao Xiang,Eder Kikianty,Николай Сенников,María Gabriela Lagorio,Mohsen Davarynejad,Zoran Ratković,Marion Cambridge,Heino Konrad,Jill Cawiezell,Elena Ciappi,Frédéric Pignon,Pengmin Li,Kateryna Terebilenko,Francisco Salas Gómez,Luca Bartolozzi,Benjamin Zendejas,Heng Gu,Hsuan Liu,Benjamin Walter,Iryna Ovsiienko,YEN-NI TENG,Khadijeh Kalateh,Rudy GARGANO,David M. Clarke,Anna Zalewska,Maria Semenova,Yuichi Yoshimura,Pavel Pronkin,Marcin K. Chmielewski,Carola Gallo-Rodriguez,Manuel Rivas,Jae-Kwang Kim,Catherine Smith,Pedro Reyes,Alexander Levin,Fu-Chen Liu,Maria Cristina Foss-Freitas,Mary Lough,Luca Giorgi,Zatovsky Igor,Ricardo Guerra,Kathleen Shutt,Alberto Serventi,Juichiro Ashi,Nicolai T. Kvasov,CLAUDIO ROSSI ,Andrea Adami,Sladjana Pavlovic,RABIEI MAMAT,Antoni Pluta,Viliam Lisý,Sławomir Kaczmarek,fernando martinez-ubieto,Agnieszka Kijo-Kleczkowska,P Kanagaraju,Petr Misák,Stevan Stankovski,Babak Moaveni,Kenny CHOW,Vincent Chevrier,Julia Gelfand,George Kovalchuk
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,Sarjiya Sarjiya
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Aug 1, 2019
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Abstract

DeepMind's medical AI The technology firm's latest algorithm can detect early signs of kidney injury, but it is too soon to tell if it will save lives, says Donna Lu

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