Towards fair decentralized benchmarking of healthcare AI algorithms with the Federated Tumor Segmentation (FeTS) challenge

BibTeX

@article{allodium:10.1038/s41467-025-60466-1,
  title = {Towards fair decentralized benchmarking of healthcare AI algorithms with the Federated Tumor Segmentation (FeTS) challenge},
  author = {Maximilian Zenk and Ujjwal Baid and Sarthak Pati and Akis Linardos and Brandon Edwards and Micah Sheller and Patrick Foley and Alejandro Aristizabal and David Zimmerer and Alexey Gruzdev and Jason Martin and Russell T. Shinohara and Annika Reinke and Fabian Isensee and Santhosh Parampottupadam and Kaushal Parekh and Ralf Floca and Hasan Kassem and Bhakti Baheti and Siddhesh Thakur and Verena Chung and Kaisar Kushibar and Karim Lekadir and Meirui Jiang and Youtan Yin and Hongzheng Yang and Quande Liu and Cheng Chen and Qi Dou and Pheng-Ann Heng and Xiaofan Zhang and Shaoting Zhang and Muhammad Irfan Khan and Mohammad Ayyaz Azeem and Mojtaba Jafaritadi and Esa Alhoniemi and Elina Kontio and Suleiman A. Khan and Leon Mächler and Ivan Ezhov and Florian Kofler and Suprosanna Shit and Johannes C. Paetzold and Timo Loehr and Benedikt Wiestler and Himashi Peiris and Kamlesh Pawar and Shenjun Zhong and Zhaolin Chen and Munawar Hayat and Gary Egan and Mehrtash Harandi and Ece Isik Polat and Gorkem Polat and Altan Kocyigit and Alptekin Temizel and Anup Tuladhar and Lakshay Tyagi and Raissa Souza and Nils D. Forkert and Pauline Mouches and Matthias Wilms and Vishruth Shambhat and Akansh Maurya and Shubham Subhas Danannavar and Rohit Kalla and Vikas Kumar Anand and Ganapathy Krishnamurthi and Sahil Nalawade and Chandan Ganesh and Ben Wagner and Divya Reddy and Yudhajit Das and Fang F. Yu and Baowei Fei and Ananth J. Madhuranthakam and Joseph Maldjian and Gaurav Singh and Jianxun Ren and Wei Zhang and Ning An and Qingyu Hu and Youjia Zhang and Ying Zhou and Vasilis Siomos and Giacomo Tarroni and Jonathan Passerrat-Palmbach and Ambrish Rawat and Giulio Zizzo and Swanand Ravindra Kadhe and Jonathan P. Epperlein and Stefano Braghin and Yuan Wang and Renuga Kanagavelu and Qingsong Wei and Yechao Yang and Yong Liu and Krzysztof Kotowski and Szymon Adamski and Bartosz Machura and Wojciech Malara and Lukasz Zarudzki and Jakub Nalepa and Yaying Shi and Hongjian Gao and Salman Avestimehr and Yonghong Yan and Agus S. Akbar and Ekaterina Kondrateva and Hua Yang and Zhaopei Li and Hung-Yu Wu and Johannes Roth and Camillo Saueressig and Alexandre Milesi and Quoc D. Nguyen and Nathan J. Gruenhagen and Tsung-Ming Huang and Jun Ma and Har Shwinder H. Singh and Nai-Yu Pan and Dingwen Zhang and Ramy A. Zeineldin and Michal Futrega and Yading Yuan and Gian Marco Conte and Xue Feng and Quan D. Pham and Yong Xia and Zhifan Jiang and Huan Minh Luu and Mariia Dobko and Alexandre Carré and Bair Tuchinov and Hassan Mohy-ud-Din and Saruar Alam and Anup Singh and Nameeta Shah and Weichung Wang and Chiharu Sako and Michel Bilello and Satyam Ghodasara and Suyash Mohan and Christos Davatzikos and Evan Calabrese and Jeffrey Rudie and Javier Villanueva-Meyer and Soonmee Cha and Christopher Hess and John Mongan and Madhura Ingalhalikar and Manali Jadhav and Umang Pandey and Jitender Saini and Raymond Y. Huang and Ken Chang and Minh-Son To and Sargam Bhardwaj and Chee Chong and Marc Agzarian and Michal Kozubek and Filip Lux and Jan Michálek and Petr Matula and Miloš Ker\textasciicircum{}kovský and Tereza Kopr\textasciicircum{}ivová and Marek Dostál and Václav Vybíhal and Marco C. Pinho and James Holcomb and Marie Metz and Rajan Jain and Matthew D. Lee and Yvonne W. Lui and Pallavi Tiwari and Ruchika Verma and Rohan Bareja and Ipsa Yadav and Jonathan Chen and Neeraj Kumar and Yuriy Gusev and Krithika Bhuvaneshwar and Anousheh Sayah and Camelia Bencheqroun and Anas Belouali and Subha Madhavan and Rivka R. Colen and Aikaterini Kotrotsou and Philipp Vollmuth and Gianluca Brugnara and Chandrakanth J. Preetha and Felix Sahm and Martin Bendszus and Wolfgang Wick and Abhishek Mahajan and Carmen Balaña and Jaume Capellades and Josep Puig and Yoon Seong Choi and Seung-Koo Lee and Jong Hee Chang and Sung Soo Ahn and Hassan F. Shaykh and Alejandro Herrera-Trujillo and Maria Trujillo and William Escobar and Ana Abello and Jose Bernal and Jhon Gómez and Pamela LaMontagne and Daniel S. Marcus and Mikhail Milchenko and Arash Nazeri and Bennett Landman and Karthik Ramadass and Kaiwen Xu and Silky Chotai and Lola B. Chambless and Akshitkumar Mistry and Reid C. Thompson and Ashok Srinivasan and J. Rajiv Bapuraj and Arvind Rao and Nicholas Wang and Ota Yoshiaki and Toshio Moritani and Sevcan Turk and Joonsang Lee and Snehal Prabhudesai and John Garrett and Matthew Larson and Robert Jeraj and Hongwei Li and Tobias Weiss and Michael Weller and Andrea Bink and Bertrand Pouymayou and Sonam Sharma and Tzu-Chi Tseng and Saba Adabi and Alexandre Xavier Falcão and Samuel B. Martins and Bernardo C. A. Teixeira and Flávia Sprenger and David Menotti and Diego R. Lucio and Simone P. Niclou and Olivier Keunen and Ann-Christin Hau and Enrique Pelaez and Heydy Franco-Maldonado and Francis Loayza and Sebastian Quevedo and Richard McKinley and Johannes Slotboom and Piotr Radojewski and Raphael Meier and Roland Wiest and Johannes Trenkler and Josef Pichler and Georg Necker and Andreas Haunschmidt and Stephan Meckel and Pamela Guevara and Esteban Torche and Cristobal Mendoza and Franco Vera and Elvis Ríos and Eduardo López and Sergio A. Velastin and Joseph Choi and Stephen Baek and Yusung Kim and Heba Ismael and Bryan Allen and John M. Buatti and Peter Zampakis and Vasileios Panagiotopoulos and Panagiotis Tsiganos and Sotiris Alexiou and Ilias Haliassos and Evangelia I. Zacharaki and Konstantinos Moustakas and Christina Kalogeropoulou and Dimitrios M. Kardamakis and Bing Luo and Laila M. Poisson and Ning Wen and Martin Vallières and Mahdi Ait Lhaj Loutfi and David Fortin and Martin Lepage and Fanny Morón and Jacob Mandel and Gaurav Shukla and Spencer Liem and Gregory S. Alexandre and Joseph Lombardo and Joshua D. Palmer and Adam E. Flanders and Adam P. Dicker and Godwin Ogbole and Dotun Oyekunle and Olubunmi Odafe-Oyibotha and Babatunde Osobu and Mustapha Shu’aibu Hikima and Mayowa Soneye and Farouk Dako and Adeleye Dorcas and Derrick Murcia and Eric Fu and Rourke Haas and John A. Thompson and David Ryan Ormond and Stuart Currie and Kavi Fatania and Russell Frood and Amber L. Simpson and Jacob J. Peoples and Ricky Hu and Danielle Cutler and Fabio Y. Moraes and Anh Tran and Mohammad Hamghalam and Michael A. Boss and James Gimpel and Deepak Kattil Veettil and Kendall Schmidt and Lisa Cimino and Cynthia Price and Brian Bialecki and Sailaja Marella and Charles Apgar and Andras Jakab and Marc-André Weber and Errol Colak and Jens Kleesiek and John B. Freymann and Justin S. Kirby and Lena Maier-Hein and Jake Albrecht and Peter Mattson and Alexandros Karargyris and Prashant Shah and Bjoern Menze and Klaus Maier-Hein and Spyridon Bakas},
  year = {2025},
  journal = {Nature Communications},
  doi = {10.1038/s41467-025-60466-1},
  url = {https://doi.org/10.1038/s41467-025-60466-1}
}

RIS

TY  - JOUR
TI  - Towards fair decentralized benchmarking of healthcare AI algorithms with the Federated Tumor Segmentation (FeTS) challenge
AU  - Maximilian Zenk
AU  - Ujjwal Baid
AU  - Sarthak Pati
AU  - Akis Linardos
AU  - Brandon Edwards
AU  - Micah Sheller
AU  - Patrick Foley
AU  - Alejandro Aristizabal
AU  - David Zimmerer
AU  - Alexey Gruzdev
AU  - Jason Martin
AU  - Russell T. Shinohara
AU  - Annika Reinke
AU  - Fabian Isensee
AU  - Santhosh Parampottupadam
AU  - Kaushal Parekh
AU  - Ralf Floca
AU  - Hasan Kassem
AU  - Bhakti Baheti
AU  - Siddhesh Thakur
AU  - Verena Chung
AU  - Kaisar Kushibar
AU  - Karim Lekadir
AU  - Meirui Jiang
AU  - Youtan Yin
AU  - Hongzheng Yang
AU  - Quande Liu
AU  - Cheng Chen
AU  - Qi Dou
AU  - Pheng-Ann Heng
AU  - Xiaofan Zhang
AU  - Shaoting Zhang
AU  - Muhammad Irfan Khan
AU  - Mohammad Ayyaz Azeem
AU  - Mojtaba Jafaritadi
AU  - Esa Alhoniemi
AU  - Elina Kontio
AU  - Suleiman A. Khan
AU  - Leon Mächler
AU  - Ivan Ezhov
AU  - Florian Kofler
AU  - Suprosanna Shit
AU  - Johannes C. Paetzold
AU  - Timo Loehr
AU  - Benedikt Wiestler
AU  - Himashi Peiris
AU  - Kamlesh Pawar
AU  - Shenjun Zhong
AU  - Zhaolin Chen
AU  - Munawar Hayat
AU  - Gary Egan
AU  - Mehrtash Harandi
AU  - Ece Isik Polat
AU  - Gorkem Polat
AU  - Altan Kocyigit
AU  - Alptekin Temizel
AU  - Anup Tuladhar
AU  - Lakshay Tyagi
AU  - Raissa Souza
AU  - Nils D. Forkert
AU  - Pauline Mouches
AU  - Matthias Wilms
AU  - Vishruth Shambhat
AU  - Akansh Maurya
AU  - Shubham Subhas Danannavar
AU  - Rohit Kalla
AU  - Vikas Kumar Anand
AU  - Ganapathy Krishnamurthi
AU  - Sahil Nalawade
AU  - Chandan Ganesh
AU  - Ben Wagner
AU  - Divya Reddy
AU  - Yudhajit Das
AU  - Fang F. Yu
AU  - Baowei Fei
AU  - Ananth J. Madhuranthakam
AU  - Joseph Maldjian
AU  - Gaurav Singh
AU  - Jianxun Ren
AU  - Wei Zhang
AU  - Ning An
AU  - Qingyu Hu
AU  - Youjia Zhang
AU  - Ying Zhou
AU  - Vasilis Siomos
AU  - Giacomo Tarroni
AU  - Jonathan Passerrat-Palmbach
AU  - Ambrish Rawat
AU  - Giulio Zizzo
AU  - Swanand Ravindra Kadhe
AU  - Jonathan P. Epperlein
AU  - Stefano Braghin
AU  - Yuan Wang
AU  - Renuga Kanagavelu
AU  - Qingsong Wei
AU  - Yechao Yang
AU  - Yong Liu
AU  - Krzysztof Kotowski
AU  - Szymon Adamski
AU  - Bartosz Machura
AU  - Wojciech Malara
AU  - Lukasz Zarudzki
AU  - Jakub Nalepa
AU  - Yaying Shi
AU  - Hongjian Gao
AU  - Salman Avestimehr
AU  - Yonghong Yan
AU  - Agus S. Akbar
AU  - Ekaterina Kondrateva
AU  - Hua Yang
AU  - Zhaopei Li
AU  - Hung-Yu Wu
AU  - Johannes Roth
AU  - Camillo Saueressig
AU  - Alexandre Milesi
AU  - Quoc D. Nguyen
AU  - Nathan J. Gruenhagen
AU  - Tsung-Ming Huang
AU  - Jun Ma
AU  - Har Shwinder H. Singh
AU  - Nai-Yu Pan
AU  - Dingwen Zhang
AU  - Ramy A. Zeineldin
AU  - Michal Futrega
AU  - Yading Yuan
AU  - Gian Marco Conte
AU  - Xue Feng
AU  - Quan D. Pham
AU  - Yong Xia
AU  - Zhifan Jiang
AU  - Huan Minh Luu
AU  - Mariia Dobko
AU  - Alexandre Carré
AU  - Bair Tuchinov
AU  - Hassan Mohy-ud-Din
AU  - Saruar Alam
AU  - Anup Singh
AU  - Nameeta Shah
AU  - Weichung Wang
AU  - Chiharu Sako
AU  - Michel Bilello
AU  - Satyam Ghodasara
AU  - Suyash Mohan
AU  - Christos Davatzikos
AU  - Evan Calabrese
AU  - Jeffrey Rudie
AU  - Javier Villanueva-Meyer
AU  - Soonmee Cha
AU  - Christopher Hess
AU  - John Mongan
AU  - Madhura Ingalhalikar
AU  - Manali Jadhav
AU  - Umang Pandey
AU  - Jitender Saini
AU  - Raymond Y. Huang
AU  - Ken Chang
AU  - Minh-Son To
AU  - Sargam Bhardwaj
AU  - Chee Chong
AU  - Marc Agzarian
AU  - Michal Kozubek
AU  - Filip Lux
AU  - Jan Michálek
AU  - Petr Matula
AU  - Miloš Ker^kovský
AU  - Tereza Kopr^ivová
AU  - Marek Dostál
AU  - Václav Vybíhal
AU  - Marco C. Pinho
AU  - James Holcomb
AU  - Marie Metz
AU  - Rajan Jain
AU  - Matthew D. Lee
AU  - Yvonne W. Lui
AU  - Pallavi Tiwari
AU  - Ruchika Verma
AU  - Rohan Bareja
AU  - Ipsa Yadav
AU  - Jonathan Chen
AU  - Neeraj Kumar
AU  - Yuriy Gusev
AU  - Krithika Bhuvaneshwar
AU  - Anousheh Sayah
AU  - Camelia Bencheqroun
AU  - Anas Belouali
AU  - Subha Madhavan
AU  - Rivka R. Colen
AU  - Aikaterini Kotrotsou
AU  - Philipp Vollmuth
AU  - Gianluca Brugnara
AU  - Chandrakanth J. Preetha
AU  - Felix Sahm
AU  - Martin Bendszus
AU  - Wolfgang Wick
AU  - Abhishek Mahajan
AU  - Carmen Balaña
AU  - Jaume Capellades
AU  - Josep Puig
AU  - Yoon Seong Choi
AU  - Seung-Koo Lee
AU  - Jong Hee Chang
AU  - Sung Soo Ahn
AU  - Hassan F. Shaykh
AU  - Alejandro Herrera-Trujillo
AU  - Maria Trujillo
AU  - William Escobar
AU  - Ana Abello
AU  - Jose Bernal
AU  - Jhon Gómez
AU  - Pamela LaMontagne
AU  - Daniel S. Marcus
AU  - Mikhail Milchenko
AU  - Arash Nazeri
AU  - Bennett Landman
AU  - Karthik Ramadass
AU  - Kaiwen Xu
AU  - Silky Chotai
AU  - Lola B. Chambless
AU  - Akshitkumar Mistry
AU  - Reid C. Thompson
AU  - Ashok Srinivasan
AU  - J. Rajiv Bapuraj
AU  - Arvind Rao
AU  - Nicholas Wang
AU  - Ota Yoshiaki
AU  - Toshio Moritani
AU  - Sevcan Turk
AU  - Joonsang Lee
AU  - Snehal Prabhudesai
AU  - John Garrett
AU  - Matthew Larson
AU  - Robert Jeraj
AU  - Hongwei Li
AU  - Tobias Weiss
AU  - Michael Weller
AU  - Andrea Bink
AU  - Bertrand Pouymayou
AU  - Sonam Sharma
AU  - Tzu-Chi Tseng
AU  - Saba Adabi
AU  - Alexandre Xavier Falcão
AU  - Samuel B. Martins
AU  - Bernardo C. A. Teixeira
AU  - Flávia Sprenger
AU  - David Menotti
AU  - Diego R. Lucio
AU  - Simone P. Niclou
AU  - Olivier Keunen
AU  - Ann-Christin Hau
AU  - Enrique Pelaez
AU  - Heydy Franco-Maldonado
AU  - Francis Loayza
AU  - Sebastian Quevedo
AU  - Richard McKinley
AU  - Johannes Slotboom
AU  - Piotr Radojewski
AU  - Raphael Meier
AU  - Roland Wiest
AU  - Johannes Trenkler
AU  - Josef Pichler
AU  - Georg Necker
AU  - Andreas Haunschmidt
AU  - Stephan Meckel
AU  - Pamela Guevara
AU  - Esteban Torche
AU  - Cristobal Mendoza
AU  - Franco Vera
AU  - Elvis Ríos
AU  - Eduardo López
AU  - Sergio A. Velastin
AU  - Joseph Choi
AU  - Stephen Baek
AU  - Yusung Kim
AU  - Heba Ismael
AU  - Bryan Allen
AU  - John M. Buatti
AU  - Peter Zampakis
AU  - Vasileios Panagiotopoulos
AU  - Panagiotis Tsiganos
AU  - Sotiris Alexiou
AU  - Ilias Haliassos
AU  - Evangelia I. Zacharaki
AU  - Konstantinos Moustakas
AU  - Christina Kalogeropoulou
AU  - Dimitrios M. Kardamakis
AU  - Bing Luo
AU  - Laila M. Poisson
AU  - Ning Wen
AU  - Martin Vallières
AU  - Mahdi Ait Lhaj Loutfi
AU  - David Fortin
AU  - Martin Lepage
AU  - Fanny Morón
AU  - Jacob Mandel
AU  - Gaurav Shukla
AU  - Spencer Liem
AU  - Gregory S. Alexandre
AU  - Joseph Lombardo
AU  - Joshua D. Palmer
AU  - Adam E. Flanders
AU  - Adam P. Dicker
AU  - Godwin Ogbole
AU  - Dotun Oyekunle
AU  - Olubunmi Odafe-Oyibotha
AU  - Babatunde Osobu
AU  - Mustapha Shu’aibu Hikima
AU  - Mayowa Soneye
AU  - Farouk Dako
AU  - Adeleye Dorcas
AU  - Derrick Murcia
AU  - Eric Fu
AU  - Rourke Haas
AU  - John A. Thompson
AU  - David Ryan Ormond
AU  - Stuart Currie
AU  - Kavi Fatania
AU  - Russell Frood
AU  - Amber L. Simpson
AU  - Jacob J. Peoples
AU  - Ricky Hu
AU  - Danielle Cutler
AU  - Fabio Y. Moraes
AU  - Anh Tran
AU  - Mohammad Hamghalam
AU  - Michael A. Boss
AU  - James Gimpel
AU  - Deepak Kattil Veettil
AU  - Kendall Schmidt
AU  - Lisa Cimino
AU  - Cynthia Price
AU  - Brian Bialecki
AU  - Sailaja Marella
AU  - Charles Apgar
AU  - Andras Jakab
AU  - Marc-André Weber
AU  - Errol Colak
AU  - Jens Kleesiek
AU  - John B. Freymann
AU  - Justin S. Kirby
AU  - Lena Maier-Hein
AU  - Jake Albrecht
AU  - Peter Mattson
AU  - Alexandros Karargyris
AU  - Prashant Shah
AU  - Bjoern Menze
AU  - Klaus Maier-Hein
AU  - Spyridon Bakas
PY  - 2025
JO  - Nature Communications
DO  - 10.1038/s41467-025-60466-1
UR  - https://doi.org/10.1038/s41467-025-60466-1
ER  - 

APA

Zenk, M., Baid, U., Pati, S., Linardos, A., Edwards, B., Sheller, M., Foley, P., Aristizabal, A., Zimmerer, D., Gruzdev, A., Martin, J., Shinohara, R. T., Reinke, A., Isensee, F., Parampottupadam, S., Parekh, K., Floca, R., Kassem, H., Baheti, B., Thakur, S., Chung, V., Kushibar, K., Lekadir, K., Jiang, M., Yin, Y., Yang, H., Liu, Q., Chen, C., Dou, Q., Heng, P., Zhang, X., Zhang, S., Khan, M. I., Azeem, M. A., Jafaritadi, M., Alhoniemi, E., Kontio, E., Khan, S. A., Mächler, L., Ezhov, I., Kofler, F., Shit, S., Paetzold, J. C., Loehr, T., Wiestler, B., Peiris, H., Pawar, K., Zhong, S., Chen, Z., Hayat, M., Egan, G., Harandi, M., Polat, E. I., Polat, G., Kocyigit, A., Temizel, A., Tuladhar, A., Tyagi, L., Souza, R., Forkert, N. D., Mouches, P., Wilms, M., Shambhat, V., Maurya, A., Danannavar, S. S., Kalla, R., Anand, V. K., Krishnamurthi, G., Nalawade, S., Ganesh, C., Wagner, B., Reddy, D., Das, Y., Yu, F. F., Fei, B., Madhuranthakam, A. J., Maldjian, J., Singh, G., Ren, J., Zhang, W., An, N., Hu, Q., Zhang, Y., Zhou, Y., Siomos, V., Tarroni, G., Passerrat-Palmbach, J., Rawat, A., Zizzo, G., Kadhe, S. R., Epperlein, J. P., Braghin, S., Wang, Y., Kanagavelu, R., Wei, Q., Yang, Y., Liu, Y., Kotowski, K., Adamski, S., Machura, B., Malara, W., Zarudzki, L., Nalepa, J., Shi, Y., Gao, H., Avestimehr, S., Yan, Y., Akbar, A. S., Kondrateva, E., Yang, H., Li, Z., Wu, H., Roth, J., Saueressig, C., Milesi, A., Nguyen, Q. D., Gruenhagen, N. J., Huang, T., Ma, J., Singh, H. S. H., Pan, N., Zhang, D., Zeineldin, R. A., Futrega, M., Yuan, Y., Conte, G. M., Feng, X., Pham, Q. D., Xia, Y., Jiang, Z., Luu, H. M., Dobko, M., Carré, A., Tuchinov, B., Mohy-ud-Din, H., Alam, S., Singh, A., Shah, N., Wang, W., Sako, C., Bilello, M., Ghodasara, S., Mohan, S., Davatzikos, C., Calabrese, E., Rudie, J., Villanueva-Meyer, J., Cha, S., Hess, C., Mongan, J., Ingalhalikar, M., Jadhav, M., Pandey, U., Saini, J., Huang, R. Y., Chang, K., To, M., Bhardwaj, S., Chong, C., Agzarian, M., Kozubek, M., Lux, F., Michálek, J., Matula, P., Ker^kovský, M., Kopr^ivová, T., Dostál, M., Vybíhal, V., Pinho, M. C., Holcomb, J., Metz, M., Jain, R., Lee, M. D., Lui, Y. W., Tiwari, P., Verma, R., Bareja, R., Yadav, I., Chen, J., Kumar, N., Gusev, Y., Bhuvaneshwar, K., Sayah, A., Bencheqroun, C., Belouali, A., Madhavan, S., Colen, R. R., Kotrotsou, A., Vollmuth, P., Brugnara, G., Preetha, C. J., Sahm, F., Bendszus, M., Wick, W., Mahajan, A., Balaña, C., Capellades, J., Puig, J., Choi, Y. S., Lee, S., Chang, J. H., Ahn, S. S., Shaykh, H. F., Herrera-Trujillo, A., Trujillo, M., Escobar, W., Abello, A., Bernal, J., Gómez, J., LaMontagne, P., Marcus, D. S., Milchenko, M., Nazeri, A., Landman, B., Ramadass, K., Xu, K., Chotai, S., Chambless, L. B., Mistry, A., Thompson, R. C., Srinivasan, A., Bapuraj, J. R., Rao, A., Wang, N., Yoshiaki, O., Moritani, T., Turk, S., Lee, J., Prabhudesai, S., Garrett, J., Larson, M., Jeraj, R., Li, H., Weiss, T., Weller, M., Bink, A., Pouymayou, B., Sharma, S., Tseng, T., Adabi, S., Falcão, A. X., Martins, S. B., Teixeira, B. C. A., Sprenger, F., Menotti, D., Lucio, D. R., Niclou, S. P., Keunen, O., Hau, A., Pelaez, E., Franco-Maldonado, H., Loayza, F., Quevedo, S., McKinley, R., Slotboom, J., Radojewski, P., Meier, R., Wiest, R., Trenkler, J., Pichler, J., Necker, G., Haunschmidt, A., Meckel, S., Guevara, P., Torche, E., Mendoza, C., Vera, F., Ríos, E., López, E., Velastin, S. A., Choi, J., Baek, S., Kim, Y., Ismael, H., Allen, B., Buatti, J. M., Zampakis, P., Panagiotopoulos, V., Tsiganos, P., Alexiou, S., Haliassos, I., Zacharaki, E. I., Moustakas, K., Kalogeropoulou, C., Kardamakis, D. M., Luo, B., Poisson, L. M., Wen, N., Vallières, M., Loutfi, M. A. L., Fortin, D., Lepage, M., Morón, F., Mandel, J., Shukla, G., Liem, S., Alexandre, G. S., Lombardo, J., Palmer, J. D., Flanders, A. E., Dicker, A. P., Ogbole, G., Oyekunle, D., Odafe-Oyibotha, O., Osobu, B., Hikima, M. S., Soneye, M., Dako, F., Dorcas, A., Murcia, D., Fu, E., Haas, R., Thompson, J. A., Ormond, D. R., Currie, S., Fatania, K., Frood, R., Simpson, A. L., Peoples, J. J., Hu, R., Cutler, D., Moraes, F. Y., Tran, A., Hamghalam, M., Boss, M. A., Gimpel, J., Veettil, D. K., Schmidt, K., Cimino, L., Price, C., Bialecki, B., Marella, S., Apgar, C., Jakab, A., Weber, M., Colak, E., Kleesiek, J., Freymann, J. B., Kirby, J. S., Maier-Hein, L., Albrecht, J., Mattson, P., Karargyris, A., Shah, P., Menze, B., Maier-Hein, K., & Bakas, S. (2025). Towards fair decentralized benchmarking of healthcare AI algorithms with the Federated Tumor Segmentation (FeTS) challenge. Nature Communications. https://doi.org/10.1038/s41467-025-60466-1