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Variability in the analysis of a single neuroimaging dataset by many teams

View ORCID ProfileRotem Botvinik-Nezer, View ORCID ProfileFelix Holzmeister, Colin F. Camerer, Anna Dreber, Juergen Huber, Magnus Johannesson, Michael Kirchler, Roni Iwanir, Jeanette A. Mumford, Alison Adcock, Paolo Avesani, Blazej Baczkowski, Aahana Bajracharya, Leah Bakst, Sheryl Ball, Marco Barilari, Nadège Bault, Derek Beaton, Julia Beitner, Roland Benoit, Ruud Berkers, Jamil Bhanji, Bharat Biswal, Sebastian Bobadilla-Suarez, Tiago Bortolini, Katherine Bottenhorn, Alexander Bowring, Senne Braem, Hayley Brooks, Emily Brudner, Cristian Calderon, Julia Camilleri, Jaime Castrellon, Luca Cecchetti, Edna Cieslik, Zachary Cole, Olivier Collignon, Robert Cox, William Cunningham, Stefan Czoschke, Kamalaker Dadi, Charles Davis, Alberto De Luca, Mauricio Delgado, Lysia Demetriou, Jeffrey Dennison, Xin Di, Erin Dickie, Ekaterina Dobryakova, Claire Donnat, Juergen Dukart, Niall W. Duncan, Joke Durnez, Amr Eed, Simon Eickhoff, Andrew Erhart, Laura Fontanesi, G. Matthew Fricke, Adriana Galvan, Remi Gau, Sarah Genon, Tristan Glatard, Enrico Glerean, Jelle Goeman, Sergej Golowin, Carlos González-García, Krzysztof Gorgolewski, Cheryl Grady, Mikella Green, João Guassi Moreira, Olivia Guest, Shabnam Hakimi, J. Paul Hamilton, Roeland Hancock, Giacomo Handjaras, Bronson Harry, Colin Hawco, Peer Herholz, Gabrielle Herman, Stephan Heunis, Felix Hoffstaedter, Jeremy Hogeveen, Susan Holmes, Chuan-Peng Hu, Scott Huettel, Matthew Hughes, Vittorio Iacovella, Alexandru Iordan, Peder Isager, Ayse Ilkay Isik, Andrew Jahn, Matthew Johnson, Tom Johnstone, Michael Joseph, Anthony Juliano, Joseph Kable, Michalis Kassinopoulos, Cemal Koba, Xiang-Zhen Kong, Timothy Koscik, Nuri Erkut Kucukboyaci, Brice Kuhl, Sebastian Kupek, Angela Laird, Claus Lamm, Robert Langner, Nina Lauharatanahirun, Hongmi Lee, Sangil Lee, Alexander Leemans, Andrea Leo, Elise Lesage, Flora Li, Monica Li, Phui Cheng Lim, Evan Lintz, Schuyler Liphardt, Annabel Losecaat Vermeer, Bradley Love, Michael Mack, Norberto Malpica, Theo Marins, Camille Maumet, Kelsey McDonald, Joseph McGuire, Helena Melero, Adriana Méndez Leal, Benjamin Meyer, Kristin Meyer, Paul Mihai, Georgios Mitsis, Jorge Moll, Dylan Nielson, Gustav Nilsonne, Michael Notter, Emanuele Olivetti, Adrian Onicas, Paolo Papale, Kaustubh Patil, Jonathan E. Peelle, Alexandre Pérez, Doris Pischedda, Jean-Baptiste Poline, Yanina Prystauka, Shruti Ray, Patricia Reuter-Lorenz, Richard Reynolds, Emiliano Ricciardi, Jenny Rieck, Anais Rodriguez-Thompson, Anthony Romyn, Taylor Salo, Gregory Samanez-Larkin, Emilio Sanz-Morales, Margaret Schlichting, Douglas Schultz, Qiang Shen, Margaret Sheridan, Fu Shiguang, Jennifer Silvers, Kenny Skagerlund, Alec Smith, David Smith, Peter Sokol-Hessner, Simon Steinkamp, Sarah Tashjian, Bertrand Thirion, John Thorp, Gustav Tinghög, Loreen Tisdall, Steven Tompson, Claudio Toro-Serey, Juan Torre, Leonardo Tozzi, Vuong Truong, Luca Turella, Anna E. van’t Veer, Tom Verguts, Jean Vettel, Sagana Vijayarajah, Khoi Vo, Matthew Wall, Wouter D. Weeda, Susanne Weis, David White, David Wisniewski, Alba Xifra-Porxas, Emily Yearling, Sangsuk Yoon, Rui Yuan, Kenneth Yuen, Lei Zhang, Xu Zhang, Joshua Zosky, View ORCID ProfileThomas E. Nichols, View ORCID ProfileRussell A. Poldrack, View ORCID ProfileTom Schonberg
doi: https://doi.org/10.1101/843193
Rotem Botvinik-Nezer
1Tel Aviv University, Israel
2Dartmouth College, NH, USA
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  • ORCID record for Rotem Botvinik-Nezer
Felix Holzmeister
3University of Innsbruck, Austria
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  • ORCID record for Felix Holzmeister
Colin F. Camerer
4Caltech, CA, USA
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Anna Dreber
3University of Innsbruck, Austria
5Stockholm School of Economics, Sweden
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Juergen Huber
3University of Innsbruck, Austria
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Magnus Johannesson
5Stockholm School of Economics, Sweden
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Michael Kirchler
3University of Innsbruck, Austria
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Roni Iwanir
1Tel Aviv University, Israel
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Jeanette A. Mumford
6University of Wisconsin - Madison, WI, USA
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Alison Adcock
7Duke; University, NC, USA
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Paolo Avesani
8Fondazione Bruno Kessler, Italy
9University of Trento, Italy
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Blazej Baczkowski
10Max Planck Institute for; Human Cognitive and Brain Sciences, Germany
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Aahana Bajracharya
11Washington University in St. Louis, MO, USA
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Leah Bakst
12Boston University, MA, USA
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Sheryl Ball
13Virginia Tech, VA, USA
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Marco Barilari
14Université Catholique de Louvain, Belgium
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Nadège Bault
9University of Trento, Italy
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Derek Beaton
15Rotman Research Institute, Baycrest Health Sciences, Canada
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Julia Beitner
16University of Amsterdam, The Netherlands
17Goethe University, Germany
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Roland Benoit
10Max Planck Institute for; Human Cognitive and Brain Sciences, Germany
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Ruud Berkers
10Max Planck Institute for; Human Cognitive and Brain Sciences, Germany
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Jamil Bhanji
18Rutgers University-Newark, NJ, USA
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Bharat Biswal
19New Jersey Institute of Technology, NJ, USA
20University of Electronic Science and Technology of China, Sichuan, USA
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Sebastian Bobadilla-Suarez
21University College London, United Kingdom
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Tiago Bortolini
22D’Or Institute for Research and Education, Brazil
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23Florida International; University, FL, USA
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Alexander Bowring
24University of Oxford, United Kingdom
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Senne Braem
25Vrije Universiteit Brussel, Belgium
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Hayley Brooks
26University of Denver, CO, USA
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18Rutgers University-Newark, NJ, USA
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27Ghent University, Belgium
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Julia Camilleri
28Forschungszentrum Jülich, Germany
29Heinrich Heine University Dusseldorf, Germany
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Jaime Castrellon
7Duke; University, NC, USA
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Luca Cecchetti
30IMT School for Advanced Studies Lucca, Italy
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29Heinrich Heine University Dusseldorf, Germany
31Research; Centre Jülich, Germany
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32University of Nebraska-Lincoln, NE, USA
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14Université Catholique de Louvain, Belgium
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33National Institute of Mental Health, MD, USA
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34University of Toronto, Canada
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17Goethe University, Germany
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35Inria, Saclay, France
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36University of Connecticut, CT, USA
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37University Medical Center Utrecht, The Netherlands
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38Imperial College London, United Kingdom
39Invicro London, United Kingdom
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40Temple University, PA, USA
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19New Jersey Institute of Technology, NJ, USA
41University of Electronic Science and Technology of China, China
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34University of Toronto, Canada
42Centre for Addiction and Mental Health, Canada
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43Kessler Foundation, NJ, USA
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44Stanford University, CA, USA
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45Taipei Medical University, Taiwan
46TMU-ShuangHo Hospital, Taiwan
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47OpenLattice Inc, CA, USA
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48Instituto de Neurociencias, CSIC-UMH, Spain
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26University of Denver, CO, USA
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49University of Basel, Switzerland
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50The University of New Mexico, NM, USA
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51University of California, Los Angeles, CA, USA
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52Crossmodal Perception and Plasticity laboratory, Belgium
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53Concordia University, Canada
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54Aalto University, Finland
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55Leiden University Medical Center, The Netherlands
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57Western Sydney University, Australia
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59McGill University, Canada
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42Centre for Addiction and Mental Health, Canada
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60Eindhoven University of Technology, The Netherlands
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28Forschungszentrum Jülich, Germany
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62University of New Mexico, NM, USA
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63Johannes Gutenberg University Medical Center, Germany
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64Swinburne University of Technology, Australia
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67Max Planck Institute for Empirical Aesthetics, Germany
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70Max Planck Institute for; Psycholinguistics, The Netherlands
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71University of Iowa Hospitals and Clinics, IA, USA
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43Kessler Foundation, NJ, USA
72Rutgers University, NJ, USA
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73University of Oregon, OR, USA
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3University of Innsbruck, Austria
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23Florida International; University, FL, USA
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74University of Vienna, Austria
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69University of Pennsylvania, PA, USA
75US Combat Capabilities Development Command Army Research Laboratory, MD, USA
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76Johns Hopkins University, MD, USA
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30IMT School for Advanced Studies Lucca, Italy
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27Ghent University, Belgium
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77Fralin Biomedical Research Institute at VTC, VA, USA
78Nanjing Audit University, China
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36University of Connecticut, CT, USA
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32University of Nebraska-Lincoln, NE, USA
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32University of Nebraska-Lincoln, NE, USA
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62University of New Mexico, NM, USA
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74University of Vienna, Austria
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22D’Or Institute for Research and Education, Brazil
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7Duke; University, NC, USA
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79Universidad Rey Juan Carlos, Spain
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51University of California, Los Angeles, CA, USA
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63Johannes Gutenberg University Medical Center, Germany
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81University of North Carolina at Chapel Hill, NC, USA
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10Max Planck Institute for; Human Cognitive and Brain Sciences, Germany
82Technische Universit‰t Dresden, Germany
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59McGill University, Canada
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22D’Or Institute for Research and Education, Brazil
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33National Institute of Mental Health, MD, USA
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83Karolinska Institutet, Sweden
84Stockholm University, Sweden
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85Lausanne University Hospital, Switzerland
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8Fondazione Bruno Kessler, Italy
9University of Trento, Italy
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30IMT School for Advanced Studies Lucca, Italy
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30IMT School for Advanced Studies Lucca, Italy
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28Forschungszentrum Jülich, Germany
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86McGill University, France
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36University of Connecticut, CT, USA
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Variability in the analysis of a single neuroimaging dataset by many teams
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Variability in the analysis of a single neuroimaging dataset by many teams
Rotem Botvinik-Nezer, Felix Holzmeister, Colin F. Camerer, Anna Dreber, Juergen Huber, Magnus Johannesson, Michael Kirchler, Roni Iwanir, Jeanette A. Mumford, Alison Adcock, Paolo Avesani, Blazej Baczkowski, Aahana Bajracharya, Leah Bakst, Sheryl Ball, Marco Barilari, Nadège Bault, Derek Beaton, Julia Beitner, Roland Benoit, Ruud Berkers, Jamil Bhanji, Bharat Biswal, Sebastian Bobadilla-Suarez, Tiago Bortolini, Katherine Bottenhorn, Alexander Bowring, Senne Braem, Hayley Brooks, Emily Brudner, Cristian Calderon, Julia Camilleri, Jaime Castrellon, Luca Cecchetti, Edna Cieslik, Zachary Cole, Olivier Collignon, Robert Cox, William Cunningham, Stefan Czoschke, Kamalaker Dadi, Charles Davis, Alberto De Luca, Mauricio Delgado, Lysia Demetriou, Jeffrey Dennison, Xin Di, Erin Dickie, Ekaterina Dobryakova, Claire Donnat, Juergen Dukart, Niall W. Duncan, Joke Durnez, Amr Eed, Simon Eickhoff, Andrew Erhart, Laura Fontanesi, G. Matthew Fricke, Adriana Galvan, Remi Gau, Sarah Genon, Tristan Glatard, Enrico Glerean, Jelle Goeman, Sergej Golowin, Carlos González-García, Krzysztof Gorgolewski, Cheryl Grady, Mikella Green, João Guassi Moreira, Olivia Guest, Shabnam Hakimi, J. Paul Hamilton, Roeland Hancock, Giacomo Handjaras, Bronson Harry, Colin Hawco, Peer Herholz, Gabrielle Herman, Stephan Heunis, Felix Hoffstaedter, Jeremy Hogeveen, Susan Holmes, Chuan-Peng Hu, Scott Huettel, Matthew Hughes, Vittorio Iacovella, Alexandru Iordan, Peder Isager, Ayse Ilkay Isik, Andrew Jahn, Matthew Johnson, Tom Johnstone, Michael Joseph, Anthony Juliano, Joseph Kable, Michalis Kassinopoulos, Cemal Koba, Xiang-Zhen Kong, Timothy Koscik, Nuri Erkut Kucukboyaci, Brice Kuhl, Sebastian Kupek, Angela Laird, Claus Lamm, Robert Langner, Nina Lauharatanahirun, Hongmi Lee, Sangil Lee, Alexander Leemans, Andrea Leo, Elise Lesage, Flora Li, Monica Li, Phui Cheng Lim, Evan Lintz, Schuyler Liphardt, Annabel Losecaat Vermeer, Bradley Love, Michael Mack, Norberto Malpica, Theo Marins, Camille Maumet, Kelsey McDonald, Joseph McGuire, Helena Melero, Adriana Méndez Leal, Benjamin Meyer, Kristin Meyer, Paul Mihai, Georgios Mitsis, Jorge Moll, Dylan Nielson, Gustav Nilsonne, Michael Notter, Emanuele Olivetti, Adrian Onicas, Paolo Papale, Kaustubh Patil, Jonathan E. Peelle, Alexandre Pérez, Doris Pischedda, Jean-Baptiste Poline, Yanina Prystauka, Shruti Ray, Patricia Reuter-Lorenz, Richard Reynolds, Emiliano Ricciardi, Jenny Rieck, Anais Rodriguez-Thompson, Anthony Romyn, Taylor Salo, Gregory Samanez-Larkin, Emilio Sanz-Morales, Margaret Schlichting, Douglas Schultz, Qiang Shen, Margaret Sheridan, Fu Shiguang, Jennifer Silvers, Kenny Skagerlund, Alec Smith, David Smith, Peter Sokol-Hessner, Simon Steinkamp, Sarah Tashjian, Bertrand Thirion, John Thorp, Gustav Tinghög, Loreen Tisdall, Steven Tompson, Claudio Toro-Serey, Juan Torre, Leonardo Tozzi, Vuong Truong, Luca Turella, Anna E. van’t Veer, Tom Verguts, Jean Vettel, Sagana Vijayarajah, Khoi Vo, Matthew Wall, Wouter D. Weeda, Susanne Weis, David White, David Wisniewski, Alba Xifra-Porxas, Emily Yearling, Sangsuk Yoon, Rui Yuan, Kenneth Yuen, Lei Zhang, Xu Zhang, Joshua Zosky, Thomas E. Nichols, Russell A. Poldrack, Tom Schonberg
bioRxiv 843193; doi: https://doi.org/10.1101/843193
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Variability in the analysis of a single neuroimaging dataset by many teams
Rotem Botvinik-Nezer, Felix Holzmeister, Colin F. Camerer, Anna Dreber, Juergen Huber, Magnus Johannesson, Michael Kirchler, Roni Iwanir, Jeanette A. Mumford, Alison Adcock, Paolo Avesani, Blazej Baczkowski, Aahana Bajracharya, Leah Bakst, Sheryl Ball, Marco Barilari, Nadège Bault, Derek Beaton, Julia Beitner, Roland Benoit, Ruud Berkers, Jamil Bhanji, Bharat Biswal, Sebastian Bobadilla-Suarez, Tiago Bortolini, Katherine Bottenhorn, Alexander Bowring, Senne Braem, Hayley Brooks, Emily Brudner, Cristian Calderon, Julia Camilleri, Jaime Castrellon, Luca Cecchetti, Edna Cieslik, Zachary Cole, Olivier Collignon, Robert Cox, William Cunningham, Stefan Czoschke, Kamalaker Dadi, Charles Davis, Alberto De Luca, Mauricio Delgado, Lysia Demetriou, Jeffrey Dennison, Xin Di, Erin Dickie, Ekaterina Dobryakova, Claire Donnat, Juergen Dukart, Niall W. Duncan, Joke Durnez, Amr Eed, Simon Eickhoff, Andrew Erhart, Laura Fontanesi, G. Matthew Fricke, Adriana Galvan, Remi Gau, Sarah Genon, Tristan Glatard, Enrico Glerean, Jelle Goeman, Sergej Golowin, Carlos González-García, Krzysztof Gorgolewski, Cheryl Grady, Mikella Green, João Guassi Moreira, Olivia Guest, Shabnam Hakimi, J. Paul Hamilton, Roeland Hancock, Giacomo Handjaras, Bronson Harry, Colin Hawco, Peer Herholz, Gabrielle Herman, Stephan Heunis, Felix Hoffstaedter, Jeremy Hogeveen, Susan Holmes, Chuan-Peng Hu, Scott Huettel, Matthew Hughes, Vittorio Iacovella, Alexandru Iordan, Peder Isager, Ayse Ilkay Isik, Andrew Jahn, Matthew Johnson, Tom Johnstone, Michael Joseph, Anthony Juliano, Joseph Kable, Michalis Kassinopoulos, Cemal Koba, Xiang-Zhen Kong, Timothy Koscik, Nuri Erkut Kucukboyaci, Brice Kuhl, Sebastian Kupek, Angela Laird, Claus Lamm, Robert Langner, Nina Lauharatanahirun, Hongmi Lee, Sangil Lee, Alexander Leemans, Andrea Leo, Elise Lesage, Flora Li, Monica Li, Phui Cheng Lim, Evan Lintz, Schuyler Liphardt, Annabel Losecaat Vermeer, Bradley Love, Michael Mack, Norberto Malpica, Theo Marins, Camille Maumet, Kelsey McDonald, Joseph McGuire, Helena Melero, Adriana Méndez Leal, Benjamin Meyer, Kristin Meyer, Paul Mihai, Georgios Mitsis, Jorge Moll, Dylan Nielson, Gustav Nilsonne, Michael Notter, Emanuele Olivetti, Adrian Onicas, Paolo Papale, Kaustubh Patil, Jonathan E. Peelle, Alexandre Pérez, Doris Pischedda, Jean-Baptiste Poline, Yanina Prystauka, Shruti Ray, Patricia Reuter-Lorenz, Richard Reynolds, Emiliano Ricciardi, Jenny Rieck, Anais Rodriguez-Thompson, Anthony Romyn, Taylor Salo, Gregory Samanez-Larkin, Emilio Sanz-Morales, Margaret Schlichting, Douglas Schultz, Qiang Shen, Margaret Sheridan, Fu Shiguang, Jennifer Silvers, Kenny Skagerlund, Alec Smith, David Smith, Peter Sokol-Hessner, Simon Steinkamp, Sarah Tashjian, Bertrand Thirion, John Thorp, Gustav Tinghög, Loreen Tisdall, Steven Tompson, Claudio Toro-Serey, Juan Torre, Leonardo Tozzi, Vuong Truong, Luca Turella, Anna E. van’t Veer, Tom Verguts, Jean Vettel, Sagana Vijayarajah, Khoi Vo, Matthew Wall, Wouter D. Weeda, Susanne Weis, David White, David Wisniewski, Alba Xifra-Porxas, Emily Yearling, Sangsuk Yoon, Rui Yuan, Kenneth Yuen, Lei Zhang, Xu Zhang, Joshua Zosky, Thomas E. Nichols, Russell A. Poldrack, Tom Schonberg
bioRxiv 843193; doi: https://doi.org/10.1101/843193

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