5 research outputs found
Cultural variation of leadership prototypes across 22 European countries.
- Author
- Alexandre Kurc
- Argio Sabadin
- Athan Papalexandris
- Boris Rakitski
- Camilla Sigfrids
- Celeste Wilderom
- Christopher Leeds
- Deanne Hartog
- Domenico Bodega
- Edvard Konrad
- Erna Szabo
- Felix C. Brodbeck
- Gemma Donnelly-Cox
- George Kipiani
- Gerhard Reber
- Gillian S. Martin
- Giuseppe Audia
- Gyula Bakacsi
- Hayat E. Kabasakal
- Helena Bendova
- Henk Thierry
- Ingalill Holmberg
- Jeremiah O'Connell
- Jerzey Maczynski
- Jette Schramm-Nielsen
- Jorge Correia Jesuino
- Jose M. Prieto
- Jürgen Weibler
- Klas Brenk
- Majken Schultz
- Marie Vondrysova
- Martin Lindell
- Mary Keating
- Michael Frese
- Mikhail V. Gratchev
- Muzaffer Bodur
- Nancy Papalexandris
- Paul Koopman
- Phillippe Castel
- Ravaz Jorbenadse
- Rolf Wunderer
- Simon Booth
- Slawomir Jarmuz
- Staffan Akerblom
- Stanislaw Witkowski
- Publication venue
- Publication date
- 01/01/2000
- Field of study
Federated learning enables big data for rare cancer boundary detection.
- Author
- Abayazeed Aly
- Abbassy Ahmed
- Abello Ana
- Adabi Saba
- Agzarian Marc
- Ahn Sung Soo
- Ak Murat
- Alafandi Ahmed
- Alexander Gregory S
- Alexiou Sotiris
- Allen Bryan
- Apgar Charles
- Badve Chaitra
- Baek Stephen
- Baid Ujjwal
- Bakas Spyridon
- Bapuraj J Rajiv
- Bareja Rohan
- Barnholtz-Sloan Jill S
- Beets-Tan Regina G H
- Belouali Anas
- Bencheqroun Camelia
- Bendszus Martin
- Benson Sean
- Bernal Jose
- Bhardwaj Sargam
- Bhuvaneshwar Krithika
- Bialecki Brian
- Bilello Michel
- Bink Andrea
- Booth Thomas C
- Boss Michael A
- Brugnara Gianluca
- Buatti John M
- Calabrese Evan
- Capellades Jaume
- Cha Soonmee
- Chambless Lola B
- Chang Jong Hee
- Chang Ken
- Chelliah Alysha
- Chen Cheng
- Chen Jonathan
- Choi Joseph
- Choi Yoon Seong
- Chong Chee
- Chotai Silky
- Cimino Lisa
- Cloughesy Timothy F
- Colen Rivka R
- Currie Stuart
- Cutler Danielle
- Dako Farouk
- Davatzikos Christos
- Dicker Adam P
- Dixon Luke V M
- Dorcas Adeleye
- Dostál Marek
- Dou Qi
- Dragos Carmen
- Dubbink Hendrikus J
- Edwards Brandon
- Ellingson Benjamin M
- Escobar William
- Ezhov Ivan
- Falcão Alexandre Xavier
- Farinhas Joaquim
- Fatania Kavi
- Flanders Adam E
- Foley Patrick
- Fortin David
- Franco-Maldonado Heydy
- French Pim J
- Frood Russell
- Fu Eric
- Gahrmann Renske
- Gamal Shady
- Garrett John
- Ghodasara Satyam
- Gimpel James
- Glocker Ben
- Gruzdev Alexey
- Guevara Pamela
- Gusev Yuriy
- Gómez Jhon
- Haas Rourke
- Hagiwara Akifumi
- Haliassos Ilias
- Hamghalam Mohammad
- Hau Ann-Christin
- Haunschmidt Andreas
- Heng Pheng Ann
- Herrera-Trujillo Alejandro
- Hill Michael
- Holcomb James
- Hu Ricky
- Huang Raymond Y
- Incekara Fatih
- Ingalhalikar Madhura
- Ismael Heba
- Jadhav Manali
- Jain Rajan
- Jeraj Robert
- Jiang Meirui
- Jones Craig K
- Kalogeropoulou Christina
- Kamnitsas Konstantinos
- Kapsas Georgios
- Kardamakis Dimitrios M
- Karkada Deepthi
- Keunen Olivier
- Keřkovský Miloš
- Kim Ho Sung
- Kim Yusung
- Klein Stefan
- Kofler Florian
- Kolodziej Kenneth
- Kopřivová Tereza
- Kotrotsou Aikaterini
- Kozubek Michal
- Kumar Neeraj
- Kurc Tahsin
- LaMontagne Pamela
- Landman Bennett
- Larson Matthew
- Lee Joonsang
- Lee Matthew
- Lee Seung-Koo
- Lepage Martin
- Li Hongwei
- Liem Spencer
- Loayza Francis
- Lombardo Joseph
- Lucio Diego R
- Lui Yvonne W
- Luo Bing
- Lux Filip
- López Eduardo
- Madhavan Subha
- Mahajan Abhishek
- Maier-Hein Klaus
- Maldjian Joseph A
- Mandel Jacob
- Mani Kartik M
- Marcus Daniel
- Marella Sailaja
- Martin Jason
- Martins Samuel B
- Matula Petr
- McKinley Richard
- Meckel Stephan
- Meier Raphael
- Mekhaimar Mahmoud
- Mendoza Cristobal
- Menotti David
- Menze Bjoern
- Metz Marie
- Michálek Jan
- Mistry Akshitkumar
- Mitchell J Ross
- Modat Marc
- Mohan Suyash
- Moraes Fabio Y
- Moritani Toshio
- Morón Fanny
- Moustakas Konstantinos
- Murcia Derrick
- Muzi Mark
- Necker Georg
- Niclou Simone P
- Odafe-Oyibotha Olubunmi
- Ogbole Godwin
- Ormond David Ryan
- Osobu Babatunde
- Oughourlian Talia
- Oyekunle Dotun
- Palmer Joshua D
- Panagiotopoulos Vasileios
- Pandey Umang
- Park Ji Eun
- Pati Sarthak
- Payne David
- Pei Linmin
- Pelaez Enrique
- Peoples Jacob J
- Pichler Josef
- Pinho Marco C
- Poisson Laila
- Pouymayou Bertrand
- Prabhudesai Snehal
- Prasanna Prateek
- Preetha Chandrakanth J
- Price Cynthia
- Puig Josep
- Qayati Mohamed
- Quevedo Sebastian
- Quintero Carmen Balaña
- Radojewski Piotr
- Ramadass Karthik
- Rao Arvind
- Raymond Catalina
- Reddy Divya
- Reina G Anthony
- Reyes Mauricio
- Rudie Jeffrey
- Ríos Elvis
- Sahm Felix
- Saini Jitender
- Sair Haris I
- Sako Chiharu
- Saltz Joel
- Sayah Anousheh
- Schmidt Kendall
- Schouten Joost W
- Shah Prashant
- Sharma Sonam
- Shaykh Hassan F
- Sheller Micah
- Shrestha Sampurna
- Shu'aibu Mustapha
- Shuaib Haris
- Shukla Gaurav
- Simpson Amber L
- Sloan Andrew E
- Slotboom Johannes
- Smits Marion
- So Tiffany Y
- Soneye Mayowa
- Sprenger Flávia
- Srinivasan Ashok
- Teixeira Bernardo C A
- Teuwen Jonas
- Thompson John
- Thompson Reid C
- Tiwari Pallavi
- To Minh-Son
- Torche Esteban
- Tran Anh
- Trenkler Johannes
- Trujillo Maria
- Tseng Tzu-Chi
- Tsiganos Panagiotis
- Turk Sevcan
- Vadmal Vachan
- Vallières Martin
- van den Bent Martin J
- van der Voort Sebastian R
- Veettil Deepak Kattil
- Velastin Sergio A
- Venkataraman Archana
- Vera Franco
- Verma Ruchika
- Villanueva-Meyer Javier
- Vincent Arnaud J P E
- Vogelbaum Michael A
- Vollmuth Philipp
- Vybíhal Václav
- Wagner Benjamin C
- Waite Kristin
- Wang Chencai
- Wang Nicholas
- Wang Shih-Han
- Weiss Tobias
- Weller Michael
- Wen Ning
- Wick Wolfgang
- Wiest Roland
- Wiestler Benedikt
- Wijnenga Maarten M J
- Williams Matthew
- Xu Kaiwen
- Yadav Ipsa
- Yogananda Chandan Ganesh Bangalore
- Yoshiaki Ota
- Yuan Yading
- Yun Jihye
- Zacharaki Evangelia I
- Zampakis Peter
- Zenk Maximilian
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 25/04/2022
- Field of study
Although machine learning (ML) has shown promise across disciplines, out-of-sample generalizability is concerning. This is currently addressed by sharing multi-site data, but such centralization is challenging/infeasible to scale due to various limitations. Federated ML (FL) provides an alternative paradigm for accurate and generalizable ML, by only sharing numerical model updates. Here we present the largest FL study to-date, involving data from 71 sites across 6 continents, to generate an automatic tumor boundary detector for the rare disease of glioblastoma, reporting the largest such dataset in the literature (n = 6, 314). We demonstrate a 33% delineation improvement for the surgically targetable tumor, and 23% for the complete tumor extent, over a publicly trained model. We anticipate our study to: 1) enable more healthcare studies informed by large diverse data, ensuring meaningful results for rare diseases and underrepresented populations, 2) facilitate further analyses for glioblastoma by releasing our consensus model, and 3) demonstrate the FL effectiveness at such scale and task-complexity as a paradigm shift for multi-site collaborations, alleviating the need for data-sharing
Author Correction: Federated learning enables big data for rare cancer boundary detection.
- Author
- Abayazeed Aly
- Abbassy Ahmed
- Abello Ana
- Adabi Saba
- Agzarian Marc
- Ahn Sung Soo
- Ak Murat
- Alafandi Ahmed
- Alexander Gregory S
- Alexiou Sotiris
- Allen Bryan
- Apgar Charles
- Badve Chaitra
- Baek Stephen
- Baid Ujjwal
- Bakas Spyridon
- Balaña Carmen
- Bapuraj J Rajiv
- Bareja Rohan
- Barnholtz-Sloan Jill S
- Beets-Tan Regina G H
- Belouali Anas
- Bencheqroun Camelia
- Bendszus Martin
- Benson Sean
- Bernal Jose
- Bhardwaj Sargam
- Bhuvaneshwar Krithika
- Bialecki Brian
- Bilello Michel
- Bink Andrea
- Booth Thomas C
- Boss Michael A
- Brugnara Gianluca
- Buatti John M
- Calabrese Evan
- Capellades Jaume
- Cha Soonmee
- Chambless Lola B
- Chang Jong Hee
- Chang Ken
- Chelliah Alysha
- Chen Cheng
- Chen Jonathan
- Choi Joseph
- Choi Yoon Seong
- Chong Chee
- Chotai Silky
- Cimino Lisa
- Cloughesy Timothy F
- Colen Rivka R
- Currie Stuart
- Cutler Danielle
- Dako Farouk
- Davatzikos Christos
- Dicker Adam P
- Dixon Luke V M
- Dorcas Adeleye
- Dostál Marek
- Dou Qi
- Dragos Carmen
- Dubbink Hendrikus J
- Edwards Brandon
- Ellingson Benjamin M
- Escobar William
- Ezhov Ivan
- Falcão Alexandre Xavier
- Farinhas Joaquim
- Fatania Kavi
- Flanders Adam E
- Foley Patrick
- Fortin David
- Franco-Maldonado Heydy
- French Pim J
- Frood Russell
- Fu Eric
- Gahrmann Renske
- Gamal Shady
- Garrett John
- Ghodasara Satyam
- Gimpel James
- Glocker Ben
- Gruzdev Alexey
- Guevara Pamela
- Gusev Yuriy
- Gómez Jhon
- Haas Rourke
- Hagiwara Akifumi
- Haliassos Ilias
- Hamghalam Mohammad
- Hau Ann-Christin
- Haunschmidt Andreas
- Heng Pheng Ann
- Herrera-Trujillo Alejandro
- Hill Michael
- Holcomb James
- Hu Ricky
- Huang Raymond Y
- Incekara Fatih
- Ingalhalikar Madhura
- Ismael Heba
- Jadhav Manali
- Jain Rajan
- Jeraj Robert
- Jiang Meirui
- Jones Craig K
- Kalogeropoulou Christina
- Kamnitsas Konstantinos
- Kapsas Georgios
- Kardamakis Dimitrios M
- Karkada Deepthi
- Keunen Olivier
- Keřkovský Miloš
- Kim Ho Sung
- Kim Yusung
- Klein Stefan
- Kofler Florian
- Kolodziej Kenneth
- Kopřivová Tereza
- Kotrotsou Aikaterini
- Kozubek Michal
- Kumar Neeraj
- Kurc Tahsin
- LaMontagne Pamela
- Landman Bennett
- Larson Matthew
- Lee Joonsang
- Lee Matthew
- Lee Seung-Koo
- Lepage Martin
- Li Hongwei
- Liem Spencer
- Loayza Francis
- Lombardo Joseph
- Lucio Diego R
- Lui Yvonne W
- Luo Bing
- Lux Filip
- López Eduardo
- Madhavan Subha
- Mahajan Abhishek
- Maier-Hein Klaus
- Maldjian Joseph A
- Mandel Jacob
- Mani Kartik M
- Marcus Daniel
- Marella Sailaja
- Martin Jason
- Martins Samuel B
- Matula Petr
- McKinley Richard
- Meckel Stephan
- Meier Raphael
- Mekhaimar Mahmoud
- Mendoza Cristobal
- Menotti David
- Menze Bjoern
- Metz Marie
- Michálek Jan
- Mistry Akshitkumar
- Mitchell J Ross
- Modat Marc
- Mohan Suyash
- Moraes Fabio Y
- Moritani Toshio
- Morón Fanny
- Moustakas Konstantinos
- Murcia Derrick
- Muzi Mark
- Necker Georg
- Niclou Simone P
- Odafe-Oyibotha Olubunmi
- Ogbole Godwin
- Ormond David Ryan
- Osobu Babatunde
- Oughourlian Talia
- Oyekunle Dotun
- Palmer Joshua D
- Panagiotopoulos Vasileios
- Pandey Umang
- Park Ji Eun
- Pati Sarthak
- Payne David
- Pei Linmin
- Pelaez Enrique
- Peoples Jacob J
- Pichler Josef
- Pinho Marco C
- Poisson Laila
- Pouymayou Bertrand
- Prabhudesai Snehal
- Prasanna Prateek
- Preetha Chandrakanth J
- Price Cynthia
- Puig Josep
- Qayati Mohamed
- Quevedo Sebastian
- Radojewski Piotr
- Ramadass Karthik
- Rao Arvind
- Raymond Catalina
- Reddy Divya
- Reina G Anthony
- Reyes Mauricio
- Rudie Jeffrey
- Ríos Elvis
- Sahm Felix
- Saini Jitender
- Sair Haris I
- Sako Chiharu
- Saltz Joel
- Sayah Anousheh
- Schmidt Kendall
- Schouten Joost W
- Shah Prashant
- Sharma Sonam
- Shaykh Hassan F
- Sheller Micah
- Shrestha Sampurna
- Shu'aibu Mustapha
- Shuaib Haris
- Shukla Gaurav
- Simpson Amber L
- Sloan Andrew E
- Slotboom Johannes
- Smits Marion
- So Tiffany Y
- Soneye Mayowa
- Sprenger Flávia
- Srinivasan Ashok
- Teixeira Bernardo C A
- Teuwen Jonas
- Thompson John
- Thompson Reid C
- Tiwari Pallavi
- To Minh-Son
- Torche Esteban
- Tran Anh
- Trenkler Johannes
- Trujillo Maria
- Tseng Tzu-Chi
- Tsiganos Panagiotis
- Turk Sevcan
- Vadmal Vachan
- Vallières Martin
- van den Bent Martin J
- van der Voort Sebastian R
- Veettil Deepak Kattil
- Velastin Sergio A
- Venkataraman Archana
- Vera Franco
- Verma Ruchika
- Villanueva-Meyer Javier
- Vincent Arnaud J P E
- Vogelbaum Michael A
- Vollmuth Philipp
- Vybíhal Václav
- Wagner Benjamin C
- Waite Kristin
- Wang Chencai
- Wang Nicholas
- Wang Shih-Han
- Weiss Tobias
- Weller Michael
- Wen Ning
- Wick Wolfgang
- Wiest Roland
- Wiestler Benedikt
- Wijnenga Maarten M J
- Williams Matthew
- Xu Kaiwen
- Yadav Ipsa
- Yogananda Chandan Ganesh Bangalore
- Yoshiaki Ota
- Yuan Yading
- Yun Jihye
- Zacharaki Evangelia I
- Zampakis Peter
- Zenk Maximilian
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 26/01/2023
- Field of study
10.1038/s41467-023-36188-7NATURE COMMUNICATIONS14
Federated Learning Enables Big Data for Rare Cancer Boundary Detection
- Author
- Abayazeed Aly
- Abbassy Ahmed
- Abello Ana
- Adabi Saba
- Agzarian Marc
- Ahn Sung Soo
- Ak Murat
- Alafandi Ahmed
- Alexander Gregory S
- Alexiou Sotiris
- Allen Bryan
- Apgar Charles
- Badve Chaitra
- Baek Stephen
- Baid Ujjwal
- Bakas Spyridon
- Bapuraj J. Rajiv
- Bareja Rohan
- Barnholtz-Sloan Jill S.
- Beets-Tan Regina G. H.
- Belouali Anas
- Bencheqroun Camelia
- Bendszus Martin
- Benson Sean
- Bernal Jose
- Bhardwaj Sargam
- Bhuvaneshwar Krithika
- Bialecki Brian
- Bilello Michel
- Bink Andrea
- Booth Thomas C.
- Boss Michael A.
- Brugnara Gianluca
- Buatti John M.
- Calabrese Evan
- Capellades Jaume
- Cha Soonmee
- Chambless Lola B.
- Chang Jong Hee
- Chang Ken
- Chelliah Alysha
- Chen Cheng
- Chen Jonathan
- Choi Joseph
- Choi Yoon Seong
- Chong Chee
- Chotai Silky
- Cimino Lisa
- Cloughesy Timothy F.
- Colen Rivka R.
- Currie Stuart
- Cutler Danielle
- Dako Farouk
- Davatzikos Christos
- Dicker Adam P.
- Dixon Luke V. M.
- Dorcas Adeleye
- Dostál Marek
- Dou Qi
- Dragos Carmen
- Dubbink Hendrikus J.
- Edwards Brandon
- Ellingson Benjamin M.
- Escobar William
- Ezhov Ivan
- Falcão Alexandre Xavier
- Farinhas Joaquim
- Fatania Kavi
- Flanders Adam E.
- Foley Patrick
- Fortin David
- Franco-Maldonado Heydy
- French Pim J.
- Frood Russell
- Fu Eric
- Gahrmann Renske
- Gamal Shady
- Garrett John
- Ghodasara Satyam
- Gimpel James
- Glocker Ben
- Gruzdev Alexey
- Guevara Pamela
- Gusev Yuriy
- Gómez Jhon
- Haas Rourke
- Hagiwara Akifumi
- Haliassos Ilias
- Hamghalam Mohammad
- Hau Ann-Christin
- Haunschmidt Andreas
- Heng Pheng Ann
- Herrera-Trujillo Alejandro
- Hill Michael
- Holcomb James
- Hu Ricky
- Huang Raymond Y.
- Incekara Fatih
- Ingalhalikar Madhura
- Ismael Heba
- Jadhav Manali
- Jain Rajan
- Jeraj Robert
- Jiang Meirui
- Jones Craig K.
- Kalogeropoulou Christina
- Kamnitsas Konstantinos
- Kapsas Georgios
- Kardamakis Dimitrios M.
- Karkada Deepthi
- Keunen Olivier
- Keřkovský Miloš
- Kim Ho Sung
- Kim Yusung
- Klein Stefan
- Kofler Florian
- Kolodziej Kenneth
- Kopřivová Tereza
- Kotrotsou Aikaterini
- Kozubek Michal
- Kumar Neeraj
- Kurc Tahsin
- LaMontagne Pamela
- Landman Bennett
- Larson Matthew
- Lee Joonsang
- Lee Matthew
- Lee Seung-Koo
- Lepage Martin
- Li Hongwei
- Liem Spencer
- Loayza Francis
- Lombardo Joseph
- Lucio Diego R.
- Lui Yvonne W.
- Luo Bing
- Lux Filip
- López Eduardo
- Madhavan Subha
- Mahajan Abhishek
- Maier-Hein Klaus
- Maldjian Joseph A.
- Mandel Jacob
- Mani Kartik M.
- Marcus Daniel
- Marella Sailaja
- Martin Jason
- Martins Samuel B.
- Matula Petr
- McKinley Richard
- Meckel Stephan
- Meier Raphael
- Mekhaimar Mahmoud
- Mendoza Cristobal
- Menotti David
- Menze Bjoern
- Metz Marie
- Michálek Jan
- Mistry Akshitkumar
- Mitchell J. Ross
- Modat Marc
- Mohan Suyash
- Moraes Fabio Y.
- Moritani Toshio
- Morón Fanny
- Moustakas Konstantinos
- Murcia Derrick
- Muzi Mark
- Necker Georg
- Niclou Simone P.
- Odafe-Oyibotha Olubunmi
- Ogbole Godwin
- Ormond David Ryan
- Osobu Babatunde
- Oughourlian Talia
- Oyekunle Dotun
- Palmer Joshua D.
- Panagiotopoulos Vasileios
- Pandey Umang
- Park Ji Eun
- Pati Sarthak
- Payne David
- Pei Linmin
- Pelaez Enrique
- Peoples Jacob J.
- Pichler Josef
- Pinho Marco C.
- Poisson Laila
- Pouymayou Bertrand
- Prabhudesai Snehal
- Prasanna Prateek
- Preetha Chandrakanth J.
- Price Cynthia
- Puig Josep
- Qayati Mohamed
- Quevedo Sebastian
- Quintero Carmen Balaña
- Radojewski Piotr
- Ramadass Karthik
- Rao Arvind
- Raymond Catalina
- Reddy Divya
- Reina G. Anthony
- Reyes Mauricio
- Rudie Jeffrey
- Ríos Elvis
- Sahm Felix
- Saini Jitender
- Sair Haris I.
- Sako Chiharu
- Saltz Joel
- Sayah Anousheh
- Schmidt Kendall
- Schouten Joost W
- Shah Prashant
- Sharma Sonam
- Shaykh Hassan F.
- Sheller Micah
- Shrestha Sampurna
- Shu\u27aibu Mustapha
- Shuaib Haris
- Shukla Gaurav
- Simpson Amber L.
- Sloan Andrew E.
- Slotboom Johannes
- Smits Marion
- So Tiffany Y.
- Soneye Mayowa
- Sprenger Flávia
- Srinivasan Ashok
- Teixeira Bernardo C. A.
- Teuwen Jonas
- Thompson John
- Thompson Reid C.
- Tiwari Pallavi
- To Minh-Son
- Torche Esteban
- Tran Anh
- Trenkler Johannes
- Trujillo Maria
- Tseng Tzu-Chi
- Tsiganos Panagiotis
- Turk Sevcan
- Vadmal Vachan
- Vallières Martin
- van den Bent Martin J.
- van der Voort Sebastian R.
- Veettil Deepak Kattil
- Velastin Sergio A.
- Venkataraman Archana
- Vera Franco
- Verma Ruchika
- Villanueva-Meyer Javier
- Vincent Arnaud J. P. E.
- Vogelbaum Michael A.
- Vollmuth Philipp
- Vybíhal Václav
- Wagner Benjamin C.
- Waite Kristin
- Wang Chencai
- Wang Nicholas
- Wang Shih-Han
- Weiss Tobias
- Weller Michael
- Wen Ning
- Wick Wolfgang
- Wiest Roland
- Wiestler Benedikt
- Wijnenga Maarten M. J.
- Williams Matthew
- Xu Kaiwen
- Yadav Ipsa
- Yogananda Chandan Ganesh Bangalore
- Yoshiaki Ota
- Yuan Yading
- Yun Jihye
- Zacharaki Evangelia I
- Zampakis Peter
- Zenk Maximilian
- Publication venue
- Jefferson Digital Commons
- Publication date
- 05/12/2022
- Field of study
Although machine learning (ML) has shown promise across disciplines, out-of-sample generalizability is concerning. This is currently addressed by sharing multi-site data, but such centralization is challenging/infeasible to scale due to various limitations. Federated ML (FL) provides an alternative paradigm for accurate and generalizable ML, by only sharing numerical model updates. Here we present the largest FL study to-date, involving data from 71 sites across 6 continents, to generate an automatic tumor boundary detector for the rare disease of glioblastoma, reporting the largest such dataset in the literature (n = 6, 314). We demonstrate a 33% delineation improvement for the surgically targetable tumor, and 23% for the complete tumor extent, over a publicly trained model. We anticipate our study to: 1) enable more healthcare studies informed by large diverse data, ensuring meaningful results for rare diseases and underrepresented populations, 2) facilitate further analyses for glioblastoma by releasing our consensus model, and 3) demonstrate the FL effectiveness at such scale and task-complexity as a paradigm shift for multi-site collaborations, alleviating the need for data-sharing
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- Aneja
- Aneja
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- Bouwman
- Bouwman
- Bouwman
- Bowden
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- Brocks
- Broda
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- Broecker
- Broecker
- Broecker
- Broecker
- Broecker
- Bronk
- Bronk
- Brook
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- Brookes
- Brookes
- Brooks
- Brookshire
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- Brown
- Brown
- Brown
- Brown
- Brown
- Brown
- Brown
- Brown-Steiner
- Brownlee
- Bruland
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- Bruland
- Bruland
- Brumme
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- Bryan
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- Bubier
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- Burke
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- Burns
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- Burns
- Burns
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- Burrows
- Burton
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- Busigny
- Butchart
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- Butler
- Butler
- Butler
- Butler
- Butler
- Butterbach-Bahl
- Buyanovsky
- Buyanovsky
- Byrne
- Bédard
- Cabana
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- Cachier
- Cachier
- Cahoon
- Cai
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- Cairns
- Cairns-Smith
- Caldeira
- Calder
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- Cama
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- Campbell
- Campbell
- Campbell
- Campos
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- Canfield
- Canfield
- Canfield
- Canfield
- Canfield
- Canfield
- Canfield
- Canfield
- Canfield
- Canfield
- Canfield
- Cannon
- Cao
- Capo
- Capone
- Capone
- Capone
- Caraco
- Caraco
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- Caro
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- Carpenter
- Carpenter
- Carpenter
- Carpenter
- Carr
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- Casey
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- Castro
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- Catling
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- Cavanaugh
- Cavigelli
- Cayrel
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- Cebrián
- Cebrián
- Cejudo
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- Chacon
- Chadwick
- Chadwick
- Chadwick
- Chahine
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- Chameides
- Chameides
- Chan
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- Chang
- Changnon
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- Chao
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- Chapin
- Chapin
- Chapin
- Chapin
- Chapin
- Chapin
- Chapin
- Chapin
- Chapin
- Chapin
- Chapin
- Chapin
- Chapman
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- Chappellaz
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- Chen
- Chen
- Chen
- Chen
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- Cho
- Cho
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- Christ
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- Christensen
- Christensen
- Christensen
- Christensen
- Christensen
- Church
- Chyba
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- Ciais
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- Cicerone
- Cicerone
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- Ciesla
- Clarisse
- Clarisse
- Clark
- Clark
- Clark
- Clark
- Clark
- Clark
- Clark
- Clark
- Clark
- Clark
- Clarkson
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- Clayton
- Clayton
- Cleland
- Clement
- Cleveland
- Cleveland
- Cleveland
- Cleveland
- Cleveland
- Cleveland
- Cloud
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- Clymo
- Clymo
- Coale
- Coale
- Codispoti
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- Codispoti
- Codispoti
- Cody
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- Cohen
- Cohen
- Cohen
- Colaprete
- Cole
- Cole
- Cole
- Cole
- Cole
- Cole
- Cole
- Cole
- Cole
- Cole
- Cole
- Cole
- Cole
- Coles
- Coley
- Collerson
- Colman
- Comas
- Comiso
- Compeau
- Conant
- Conley
- Conley
- Conley
- Conley
- Conley
- Connell
- Conner
- Conner
- Conrad
- Conrad
- Conrad
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- Cook
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- Cooper
- Cooper
- Cooper
- Cooper
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- Cornell
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- Cornett
- Corre
- Corre
- Corre
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- Correll
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- Craft
- Craft
- Craig
- Craig
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- Crews
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- Crill
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- Cronan
- Cronan
- Cronan
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- Cross
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- Crutzen
- Crutzen
- Crutzen
- Crutzen
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- Dacey
- Dacey
- Dagg
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- Dahlgren
- Dai
- Dai
- Dail
- Dail
- Dalsgaard
- Dalsgaard
- Dalva
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- Darling
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- Dauphas
- Dauphas
- David
- David
- David
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- Davidson
- Davidson
- Davidson
- Davidson
- Davidson
- Davidson
- Davidson
- Davidson
- Davidson
- Davidson
- Davidson
- Davidson
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- Davis
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- Davison
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- Day
- Day
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- de Bergh
- de Duve
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- Dickerson
- Dickson
- Dickson
- Dickson
- Dieleman
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- Dillon
- Dillon
- Dillon
- Dingman
- Dinkelaker
- Dirmeyer
- Dise
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- Dixit
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- Dixon
- Dixon
- Dlugokencky
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- do Carmo
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- Dodd
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- Doll
- Don
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- Donarummo
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- Dornblaser
- Dorrepaal
- Downing
- Downing
- Downing
- Downs
- Doyle
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- Drake
- Drake
- Dregne
- Drever
- Drever
- Drever
- Driscoll
- Driscoll
- Drouet
- Druffel
- Drury
- Drury
- Duarte
- Duarte
- Dubayah
- Dubinsky
- Duce
- Duce
- Duce
- Duce
- Ducet
- Ducklow
- Ducklow
- Dueck
- Duff
- Dugdale
- Duggin
- Dukes
- Duncan
- Dunfield
- Dunn
- Dunne
- Durka
- Durr
- Dutaur
- Dutta
- Dutton
- Duyzer
- Dyhrman
- Dynesius
- Dyrness
- Dévai
- Dévai
- Dörr
- Eckert
- Eckstein
- Edmond
- Edmondson
- Edwards
- Edwards
- Edwards
- Edwards
- Edwards
- Edwards
- Edwards
- Eghbal
- Ehhalt
- Ehleringer
- Ehlmann
- Ehrlich
- Ehrlich
- Einsele
- Eisele
- Eissenstat
- El Albani
- Elbert
- Elderfield
- Elderfield
- Elkins
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- Ellis
- Elrod
- Elser
- Elser
- Elser
- Elser
- Elser
- Elser
- Elser
- Elsgaard
- Eltahir
- Emanuel
- Emanuel
- Emmenegger
- Emmett
- Engel
- Engel
- Engel
- Engelhardt
- Engelstaedter
- Engle
- Engle
- Engstrom
- Enoki
- Enquist
- Enquist
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- Eppley
- Epstein
- Epstein
- Erb
- Erickson
- Eriksson
- Erisman
- Escudero
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- Eswaran
- Etheridge
- Etiope
- Ettema
- Euliss
- Evans
- Evans
- Ewing
- Ewing
- Eyre
- Fahey
- Fahey
- Fahey
- Fahey
- Fairbanks
- Falkengren-Grerup
- Falkowski
- Falkowski
- Falkowski
- Falkowski
- Falkowski
- Faloona
- Faloona
- Famiglietti
- Fan
- Fan
- Fanale
- Fang
- Fang
- Fanning
- Farley
- Farman
- Farmer
- Farquhar
- Farquhar
- Farquhar
- Farrar
- Fassbinder
- Faure
- Fearnside
- Fechner Levy
- Federer
- Federer
- Fedo
- Fee
- Feely
- Feely
- Feely
- Feller
- Fellows
- Feng
- Fenn
- Fenner
- Fenner
- Ferek
- Fergus
- Fernandez
- Ferris
- Fiedler
- Field
- Field
- Field
- Field
- Fierer
- Fife
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- Filippelli
- Filippelli
- Filippelli
- Filippelli
- Filippelli
- Filoso
- Fimmen
- Findlay
- Finlay
- Finlay
- Finzi
- Finzi
- Finzi
- Finzi
- Finzi
- Firestone
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- Firestone
- Firing
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- Firsching
- Fischer
- Fisher
- Fisher
- Fisher
- Fisher
- Fisher
- Fishman
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- Fissore
- Fitzgerald
- Fitzgerald
- Fitzhugh
- Flaig
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- Fontaine
- Forde
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- Fox
- Fox
- Fox
- France-Lanord
- Francis
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- Francois
- Frangi
- Frank
- Frank
- Frank
- Frank
- Frank
- Frankenberg
- Frankenberg
- Frankignoulle
- Frasier
- Freedman
- Freeland
- Freeman
- Freeman
- Freeman
- Freeman
- Freeze
- Freney
- Freschet
- Fridovich
- Friedland
- Friedlander
- Friedmann
- Friend
- Fritschi
- Fritz
- Froelich
- Froelich
- Froelich
- Froelich
- Froelich
- Frolking
- Fruchter
- Fueglistaler
- Fuentes
- Fuhrman
- Fulweiler
- Fung
- Funk
- Furrer
- Furrer
- Fuss
- Gabet
- Gabriel
- Gachter
- Gaidos
- Gaidos
- Gaillardet
- Gale
- Gali
- Gallardo
- Gallardo
- Gallardo
- Gallardo
- Gallardo
- Gallo
- Galloway
- Galloway
- Galloway
- Galloway
- Galloway
- Galloway
- Galoux
- Galy
- Galy
- Ganachaud
- Ganeshram
- Ganzeveld
- Gao
- Garcia-Ruiz
- Gardner
- Gardner
- Gardner
- Garrels
- Garrels
- Garten
- Garten
- Garten
- Garten
- Garten
- Garten
- Garten
- Garvin
- Gascard
- Gash
- Gassmann
- Gates
- Gattuso
- Gatz
- Gauci
- Gauci
- Gaudichet
- Gaudinski
- Gaudinski
- Gaudinski
- Gazeau
- Gebauer
- Gedalof
- Gedney
- Geisseler
- Gelinas
- Geng
- Geng
- Genkai-Kato
- Gensel
- Georgiadis
- Georgii
- Gerard
- Gergel
- Gerhart
- Geron
- Gersper
- Gessler
- Ghiorse
- Gholz
- Gholz
- Gholz
- Ghude
- Giardina
- Gibbs
- Gibbs
- Gibbs
- Giblin
- Gibson
- Gieskes
- Gijsman
- Gile
- Gill
- Gillespie
- Gillette
- Gilliland
- Gillmann
- Gilmore
- Gilmour
- Gilmour
- Gilmour
- Giordano
- Gislason
- Glass
- Glass
- Gleick
- Glendining
- Glibert
- Glindemann
- Glover
- Glynn
- Godbold
- Godden
- Godfrey
- Goldan
- Goldan
- Goldberg
- Goldberg
- Goldberg
- Goldblatt
- Goldewijk
- Goldich
- Goldman
- Goldman
- Golley
- Golterman
- Golterman
- Golubev
- Golubiewski
- Gong
- Goodale
- Goode
- Goodrich
- Goolsby
- Goregues
- Gorham
- Gorham
- Gorham
- Gorham
- Gorham
- Gorham
- Gosselink
- Gosz
- Gosz
- Gough
- Govindarajulu
- Gower
- Gower
- Grace
- Gradinger
- Graedel
- Graedel
- Graham
- Graham
- Grandstaff
- Granhall
- Granier
- Granier
- Grasman
- Grassle
- Gratz
- Graustein
- Graustein
- Graveland
- Gray
- Gray
- Gray
- Graydon
- Greeley
- Green
- Green
- Green
- Greenberg
- Greenland
- Greenway
- Greenwood
- Gregg
- Gregor
- Grelle
- Gress
- Gressel
- Grey
- Gribsholt
- Grier
- Griffin
- Griffin
- Griffith
- Griffith
- Griffiths
- Grimm
- Grimm
- Groffman
- Groffman
- Groffman
- Groffman
- Groisman
- Gross
- Grosse
- Grotzinger
- Gruber
- Gruber
- Gruber
- Gu
- Guadalix
- Guenther
- Guenther
- Guidry
- Guidry
- Guieu
- Gunal
- Gunderson
- Guo
- Guo
- Guo
- Guo
- Gurtz
- Gusewell
- Guskov
- Gutschick
- Haberl
- Habicht
- Habicht
- Habicht
- Habing
- Hackley
- Hackstein
- Haddeland
- Hagedorn
- Hahn
- Hahn
- Haines
- Haines
- Hall
- Hall
- Hall
- Hall
- Hall
- Hall
- Halmer
- Hames
- Hamilton
- Hamilton
- Hamilton
- Hammerling
- Han
- Han
- Han
- Hanczyc
- Handley
- Hanks
- Hannah
- Hannan
- Hansell
- Hansell
- Hansell
- Hansen
- Hanson
- Happell
- Harden
- Harden
- Harmon
- Harmon
- Harper
- Harpole
- Harries
- Harrington
- Harris
- Harris
- Harris
- Harrison
- Harrison
- Harrison
- Harrison
- Harrison
- Harrison
- Harrison
- Harrison
- Harrison
- Harrison
- Harrison
- Harriss
- Harte
- Hartgers
- Hartley
- Hartley
- Hartmann
- Hartnett
- Hartnett
- Harvey
- Hastings
- Hatch
- Hattenschwiler
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- He
- He
- Heathcote
- Heathwaite
- Hebting
- Heckathorn
- Hedges
- Hedges
- Hedges
- Hedin
- Hedin
- Hedin
- Hedin
- Hedley
- Hedley
- Heffernan
- Hein
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- Heip
- Held
- Helfield
- Helm
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- Hemond
- Henderson
- Henderson-Sellers
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- Herd
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- Herman
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- Herron
- Hess
- Hester
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- Hewitt
- Hibbard
- Hidy
- Hietz
- Hilderbrand
- Hilker
- Hill
- Hilley
- Hilley
- Hilton
- Hinderer
- Hines
- Hingston
- Hino
- Hinrichs
- Hirsch
- Hirsch
- Hobbie
- Hobbie
- Hobbie
- Hobbie
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- Raes
- Raghoebarsing
- Raghoebarsing
- Raghubanshi
- Ragueneau
- Rahn
- Raich
- Raich
- Raich
- Raich
- Raison
- Raison
- Raison
- Raiswell
- Ralph
- Ramanathan
- Ramankutty
- Ramillien
- Ramirez
- Rampino
- Randel
- Randerson
- Randerson
- Randlett
- Raper
- Rasmussen
- Rasmussen
- Rasmussen
- Rasmussen
- Rastetter
- Rauch
- Raval
- Raven
- Raven
- Raven
- Raven
- Raven
- Ravi
- Ravishankara
- Ravishankara
- Raymo
- Raymond
- Raymond
- Raymond
- Raymond
- Reader
- Reay
- Reddy
- Reddy
- Reddy
- Reddy
- Redfield
- Redfield
- Redmond
- Reeburgh
- Reeburgh
- Reeburgh
- Reed
- Reed
- Rees
- Reeves
- Reheis
- Reich
- Reich
- Reich
- Reich
- Reich
- Reich
- Reich
- Reich
- Reich
- Reich
- Reich
- Reichle
- Reichle
- Reid
- Reiners
- Reiners
- Reiners
- Reiners
- Reinfelder
- Reinhard
- Reisch
- Remde
- Ren
- Renberg
- Renberg
- Rennenberg
- Reshetnikov
- Retallack
- Reuss
- Reuss
- Reuss
- Reynolds
- Reynolds
- Reynolds-Vargas
- Rhew
- Rich
- Richardson
- Richardson
- Richardson
- Richey
- Richey
- Richter
- Richter
- Richter
- Richter
- Richter
- Richter
- Richter
- Richter
- Richter
- Riding
- Ridley
- Riebe
- Riebesell
- Rignot
- Rignot
- Rignot
- Riley
- Rind
- Rind
- Ringeval
- Rinne
- Rinsland
- Rippey
- Rippey
- Riser
- Risley
- Rivkin
- Roberts
- Roberts
- Roberts
- Robertson
- Robertson
- Robertson
- Robertson
- Robertson
- Robertson
- Robertson
- Robertson
- Robinson
- Robinson
- Robinson
- Robock
- Rockmann
- Rockstrom
- Rodbell
- Rodell
- Rodhe
- Rodhe
- Rodriguez
- Roehm
- Roelandt
- Roelle
- Rogers
- Rogers
- Rohrer
- Roman
- Romell
- Rondón
- Ronen
- Roos-Barraclough
- Rose
- Rosemond
- Rosen
- Rosenzweig
- Rosing
- Roskoski
- Ross
- Ross
- Rosswall
- Rost
- Rothman
- Rothman
- Rothschild
- Roulet
- Roulet
- Roulet
- Roussel
- Routson
- Rowland
- Rowland
- Royer
- Rudaz
- Rudd
- Rudd
- Rue
- Ruess
- Ruhe
- Rumpel
- Running
- Running
- Runyon
- Rupert
- Russell
- Russell
- Russell
- Russell
- Rustad
- Rustad
- Ruttenberg
- Ruttenberg
- Ruttenberg
- Ryan
- Ryan
- Ryan
- Ryan
- Ryan
- Ryan
- Ryan
- Rychert
- Rye
- Rygiewicz
- Rysgaard
- Ryu
- Røy
- Rütting
- Saa
- Saa
- Sabine
- Sabo
- Sadler
- Sagan
- Saggar
- Sahagian
- Sahai
- Saito
- Sala
- Salati
- Saleska
- Salifu
- Saltzman
- Saltzman
- Sambrotto
- Samet
- Sanborn
- Sanchez
- Sanchez
- SanClements
- Sand-Jensen
- Sanderson
- Sandor
- Sanhueza
- Sanhueza
- Sano
- Sansone
- Santoro
- Sanyal
- Sarbu
- Sarmiento
- Sarmiento
- Sarmiento
- Sass
- Sathyendranath
- Saugier
- Saunders
- Saunders
- Saurer
- Savarino
- Savoie
- Savoie
- Savoie
- Savva
- Sayles
- Sayles
- Sayles
- Scanlon
- Scanlon
- Schaefer
- Schaefer
- Schaefer
- Schaefer
- Schaefer
- Schaefer
- Schaller
- Scheffer
- Schelske
- Schidlowski
- Schidlowski
- Schidlowski
- Schiff
- Schillawski
- Schilling
- Schilt
- Schimel
- Schimel
- Schimel
- Schimel
- Schimel
- Schimel
- Schimel
- Schindler
- Schindler
- Schindler
- Schindler
- Schindler
- Schindler
- Schindler
- Schindler
- Schipanski
- Schipper
- Schippers
- Schippers
- Schippers
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schlesinger
- Schmidt
- Schmidt
- Schmidt
- Schmidt
- Schmidt
- Schmitt
- Schmittner
- Schmitz
- Schmitz
- Schneider
- Schnell
- Schnitzer
- Schoenau
- Scholander
- Scholefield
- Schonheit
- Schopf
- Schrenk
- Schroth
- Schuffert
- Schulten
- Schulten
- Schulthess
- Schultz
- Schultz
- Schulze
- Schumann
- Schutz
- Schuur
- Schuur
- Schuur
- Schwartz
- Schwartz
- Schwartzman
- Schwertmann
- Schwintzer
- Schwintzer
- Schönbächler
- Schöttelndreier
- Scott
- Scott
- Scott
- Scott
- Scott
- Scranton
- Scriber
- Scudder
- Scurlock
- Seager
- Sears
- Seastedt
- Seastedt
- Seastedt
- Seastedt
- Seastedt
- Sebacher
- Sebacher
- Seemann
- Segura
- Sehmel
- Seiler
- Seinfeld
- Seiter
- Seitzinger
- Seitzinger
- Seitzinger
- Seitzinger
- Seitzinger
- Seitzinger
- Seitzinger
- Seitzinger
- Seitzinger
- Self
- Selin
- Selin
- Sella
- Sellers
- Selmants
- Seo
- Sequeira
- Serca
- Serrasolsas
- Serret
- Serreze
- Servant
- Servant
- Servant
- Sessions
- Severinghaus
- Sexstone
- Sexstone
- Shaffer
- Shaked
- Shakun
- Shanks
- Shannon
- Sharkey
- Sharkey
- Sharpley
- Sharpley
- Sharpley
- Shaver
- Shaver
- Shaver
- Shaver
- Shaw
- Shaw
- Shaw
- Shear
- Shearer
- Shearer
- Shearer
- Shelley
- Shen
- Shen
- Shepherd
- Shields
- Shiller
- Shimshock
- Shindell
- Shindell
- Shoji
- Sholkovitz
- Shon
- Shooter
- Shorter
- Shortle
- Shotyk
- Shugart
- Shukla
- Shukla
- Shukla
- Shuttleworth
- Siddall
- Sidle
- Siebert
- Siegel
- Siegel
- Siever
- Sigg
- Sigler
- Sigman
- Sigman
- Sillitoe
- Sillman
- Sillén
- Silver
- Silver
- Silver
- Silvester
- Silvester
- Sim
- Simas
- Simkiss
- Simmons
- Simo
- Simon
- Simon
- Simon
- Simonich
- Simonson
- Singer
- Singh
- Singh
- Singh
- Singleton
- Singleton
- Singsaas
- Sinsabaugh
- Sinsabaugh
- Sinsabaugh
- Sivan
- Sjöberg
- Sjöström
- Skiba
- Skyring
- Sleep
- Slemr
- Slemr
- Slinn
- Sloan
- Slutsky
- Smeck
- Smedley
- Smemo
- Smetacek
- Smil
- Smil
- Smirnoff
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smith
- Smol
- Smolders
- Smrekar
- Snaydon
- Snider
- Snider
- Sobczak
- Sobek
- Soden
- Sofiev
- Sollins
- Sollins
- Solomon
- Solomon
- Solomon
- Solomon
- Solomon
- Solomon
- Son
- Sorooshian
- Soule
- Sowers
- Sowers
- Sowers
- Sowers
- Spalding
- Sparks
- Sparks
- Speidel
- Spichtinger
- Spiro
- Spivack
- Spoelstra
- Sposito
- Spratt
- Springer
- Spycher
- Squyres
- Squyres
- Srinivasan
- Srivastava
- St Louis
- Staaf
- Staehr
- Staehr
- Staehr
- Staehr
- Staffelbach
- Stallard
- Stallard
- Stallard
- Stanley
- Stanley
- Stanley
- Stanley
- Stark
- Starr
- Staubes
- Steele
- Steele
- Stefels
- Stehfest
- Steinbacher
- Steinke
- Sterling
- Stern
- Sternberg
- Sterner
- Sterner
- Sterner
- Sterner
- Stetter
- Steudler
- Steudler
- Stevens
- Stevens
- Stevens
- Stevens
- Stevens
- Stevenson
- Stevenson
- Stevenson
- Stevenson
- Stewart
- Still
- Stimler
- Stock
- Stockner
- Stoddard
- Stofan
- Stolt
- Stone
- Stone
- Stott
- Strahm
- Strahm
- Strand
- Strauss
- Strauss
- Strauss
- Streets
- Streets
- Striegl
- Strobel
- Stroeve
- Strojan
- Strother
- Strous
- Stuiver
- Stuiver
- Stumm
- Sturges
- Stutter
- Su
- Suarez
- Subbarao
- Suberkropp
- Subke
- Subke
- Suchet
- Suess
- Summons
- Sunda
- Sundby
- Sundquist
- Sundquist
- Sundquist
- Sunshine
- Sutherland
- Sutka
- Sutton
- Sutton
- Sutton-Grier
- Svedhem
- Svedrup
- Svensson
- Swain
- Swain
- Swan
- Swank
- Swank
- Swank
- Swank
- Swanson
- Swap
- Swap
- Sweeney
- Swetnam
- Swift
- Syakila
- Syed
- Syed
- Syvitski
- Syvitski
- Syvitski
- Szikszay
- Szilagyi
- Tabatabai
- Tabazadeh
- Tajchman
- Tajika
- Takahashi
- Takahashi
- Takahashi
- Talbot
- Talukdar
- Tamm
- Tamrazyan
- Tan
- Tan
- Tanaka
- Tanaka
- Tank
- Tanre
- Tans
- Tapia-Hernandez
- Tarafdar
- Taran
- Tarnocai
- Tarrasón
- Tavares
- Taylor
- Taylor
- Taylor
- Taylor
- Taylor
- Tegen
- Telmer
- Temple
- Templer
- Templer
- Teodoru
- Teodoru
- Terao
- Terman
- Terman
- Textor
- Tezuka
- Thamdrup
- Theobald
- Thiemens
- Thienemann
- Thomas
- Thomas
- Thomas
- Thomas
- Thomas
- Thomazo
- Thompson
- Thompson
- Thompson
- Thompson
- Thomson
- Thorneloe
- Thorpe
- Thurman
- Ti
- Tian
- Tian
- Tice
- Tice
- Tiedje
- Tiedje
- Tiedje
- Tiessen
- Tiessen
- Tiessen
- Tiessen
- Tilman
- Tilman
- Tilman
- Tilman
- Tilton
- Timmer
- Tipping
- Tischner
- Tisdall
- Tissue
- Titman
- Titus
- Titus
- Toggweiler
- Tolbert
- Toon
- Torn
- Torn
- Tornqvist
- Tortell
- Touboul
- Towe
- Townsend
- Townsend
- Townsend-Small
- Toyoda
- Trail
- Tranvik
- Travis
- Trefry
- Trefry
- Trenberth
- Trenberth
- Trenberth
- Trenberth
- Treseder
- Treseder
- Treuhaft
- Treuhaft
- Trimble
- Trimble
- Tripati
- Tripp
- Triska
- Triska
- Triska
- Trlica
- Trouwborst
- Trouwborst
- Trumbore
- Trumbore
- Trumbore
- Tukey
- Turchin
- Turco
- Turekian
- Turetsky
- Turk
- Turner
- Turner
- Turner
- Turner
- Turner
- Turner
- Turner
- Turner
- Turner
- Turner
- Turner
- Turner
- Turnipseed
- Turtle
- Turunen
- Turunen
- Turunen
- Twilley
- Tyler
- Tyler
- Uehara
- Uematsu
- Ueno
- Ugolini
- Ugolini
- Ugolini
- Uhl
- Ullah
- Umena
- Uno
- Unrau
- Updegraff
- Urban
- Urban
- Urban
- Uz
- Vadas
- Vadstein
- Vahtera
- Valentine
- Valentini
- Valett
- Vallina
- Van Bodegom
- van Breemen
- van Breemen
- van Breemen
- van Breemen
- Van Cappellen
- Van Cappellen
- Van Cappellen
- Van Cleve
- Van Cleve
- Van de Water
- van den Broeke
- van den Driessche
- van der Ent
- Van der Gon Denier
- Van der Hoven
- van der Lee
- van der Werf
- Van Devender
- Van Dijk
- Van Dijk
- Van Drecht
- van Groenigen
- van Groenigen
- van Hees
- Van Houten
- van Keken
- van Kessel
- van Kessel
- Van Mooy
- Van Oost
- van Scholl
- Van Sickle
- Van Trump
- van Zuilen
- Vance
- Vandal
- Vandenberg
- Vann
- Vanni
- Vannote
- Vasconcelos
- Vasileva
- Vazquez-Dominguez
- Velbel
- Velbel
- Velders
- Velicogna
- Velicogna
- Velicogna
- Venterea
- Venterea
- Venterink
- Venterink
- Verchot
- Vergutz
- Verhoeven
- Vernadsky
- Verstraten
- Viereck
- Vila-Costa
- Vile
- Villareal
- Virginia
- Virginia
- Virginia
- Vitousek
- Vitousek
- Vitousek
- Vitousek
- Vitousek
- Vitousek
- Vitousek
- Vitousek
- Vitousek
- Vitousek
- Vitousek
- Vitousek
- Vitousek
- Vitousek
- Vitousek
- Vitousek
- Vitt
- Vo
- Vogt
- Vogt
- Vogt
- Vogt
- Vogt
- Volk
- Vollenweider
- Volz
- von Fischer
- Voroney
- Vose
- Vossbrinck
- Vrede
- Vuichard
- Vörösmarty
- Vörösmarty
- Vörösmarty
- Vörösmarty
- Vörösmarty
- Vörösmarty
- Wacey
- Wackett
- Wada
- Wada
- Wadhams
- Wagener
- Wagner
- Wagner
- Wahlen
- Waite
- Wakatsuki
- Wakefield
- Walbridge
- Walbridge
- Waldman
- Waldman
- Waldrop
- Walker
- Walker
- Walker
- Walker
- Walker
- Walker
- Walker
- Walker
- Walker
- Wallace
- Wallace
- Wallace
- Wallace
- Wallace
- Wallenstein
- Wallerstein
- Walling
- Walling
- Wallmann
- Wallmann
- Walsh
- Walsh
- Walsh
- Walter
- Walter
- Walter
- Walter
- Walter
- Walvoord
- Wan
- Wanek
- Wanek
- Wang
- Wang
- Wang
- Wang
- Wang
- Wang
- Wang
- Wang
- Wang
- Wang
- Wang
- Wang
- Wanninkhof
- Wanninkhof
- Warby
- Ward
- Ward
- Ward
- Ward
- Wardle
- Wardle
- Ware
- Warembourg
- Waring
- Waring
- Waring
- Warneck
- Warren
- Watanabe
- Watkins
- Watmough
- Watson
- Watson
- Watson
- Watson
- Watson
- Watson
- Watts
- Watts
- Watwood
- Watwood
- Waugh
- Waughman
- Waughman
- Wayne
- Weand
- Weathers
- Weathers
- Webb
- Webb
- Webb
- Weber
- Weber
- Webster
- Webster
- Webster
- Webster
- Webster
- Wedepohl
- Wedin
- Weier
- Weier
- Weir
- Weiss
- Weiss
- Weiss
- Weiss
- Weiss
- Weiss-Penzias
- Weitz
- Welch
- Welch
- Wells
- Wellsbury
- Weng
- Wennberg
- Wentz
- Wenzhofer
- Wesely
- Wessman
- Wessman
- West
- West
- West
- Westheimer
- Westman
- Weston
- Weston
- Wetherill
- Wetherill
- Wetselaar
- Wetzel
- Wetzel
- Wetzel
- Weyl
- Whalen
- Whalen
- Wheat
- Whelpdale
- White
- White
- White
- White
- White
- White
- White
- White
- Whitehead
- Whiteside
- Whitfield
- Whitfield
- Whitfield
- Whiticar
- Whiticar
- Whiting
- Whitlow
- Whitman
- Whitney
- Whittaker
- Whittaker
- Whittaker
- Whittaker
- Whittaker
- Whittaker
- Whittaker
- Wickham
- Widdel
- Widmer
- Wieder
- Wieder
- Wieder
- Wiegert
- Wigley
- Wilde
- Wilhelm
- Wilkinson
- Wilkinson
- Wilkinson
- Willbold
- Willett
- Williams
- Williams
- Williams
- Williams
- Williams
- Williams
- Williams
- Williams
- Williams
- Williams
- Willison
- Wilson
- Wilson
- Wilson
- Windolf
- Winner
- Wittmann
- Wogelius
- Wohlfahrt
- Wolf
- Wolf
- Wolfe
- Wolfe
- Wolfe-Simon
- Wolin
- Wollast
- Wollast
- Wollast
- Wollheim
- Wollheim
- Wollheim
- Woltemate
- Wong
- Wong
- Wood
- Wood
- Wood
- Woodbury
- Woodmansee
- Woodmansee
- Woodmansee
- Woodward
- Woodward
- Woodward
- Woodwell
- Woolf
- Woosley
- Woosley
- Workshop
- Worm
- Worsley
- Wortmann
- Wotawa
- Wotawa
- Wrage
- Wright
- Wright
- Wright
- Wu
- Wu
- Wu
- Wu
- Wuebbles
- Wuebbles
- Wullstein
- Xia
- Xiao
- Xie
- Xiong
- Xu
- Xu
- Xu
- Yaalon
- Yagi
- Yamada
- Yamagata
- Yanagawa
- Yanai
- Yang
- Yang
- Yang
- Yang
- Yano
- Yavitt
- Yavitt
- Ye
- Ye
- Yi
- Yin
- Yin
- Yoh
- Yoh
- Yokouchi
- Yokouchi
- Yokouchi
- Yokoyama
- Yoneyama
- Yool
- Yoshida
- Yoshida
- Yoshinari
- Young
- Youngberg
- Yu
- Yu
- Yu
- Yu
- Yuan
- Yuan
- Yuan
- Yuan
- Yuji
- Yung
- Yung
- Yung
- Yung
- Yvon-Lewis
- Zachos
- Zagal
- Zak
- Zak
- Zbieranowski
- Zechmeister-Boltenstern
- Zedler
- Zeebe
- Zeebe
- Zehetner
- Zehnder
- Zehr
- Zehr
- Zektser
- Zektser
- Zender
- Zerihun
- Zhang
- Zhang
- Zhang
- Zhang
- Zhang
- Zhang
- Zhang
- Zhang
- Zhang
- Zhang
- Zhang
- Zhang
- Zhang
- Zhao
- Zhao
- Zhou
- Zhou
- Zhu
- Zhuang
- Ziebis
- Zierl
- Zimmerman
- Zimov
- Zimov
- Zobel
- Zou
- Zuber
- Zwally
- Zychowski
- Zysset
- Publication venue
- 'Elsevier BV'
- Publication date
- 01/01/2013
- Field of study