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Variability in the ...
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Botvinik-Nezer, RotemTel Aviv Univ, Israel; Tel Aviv Univ, Israel; Dartmouth Coll, NH 03755 USA,Tel Aviv University
(author)
Variability in the analysis of a single neuroimaging dataset by many teams
- Article/chapterEnglish2020
Publisher, publication year, extent ...
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2020-05-20
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Springer Science and Business Media LLC,2020
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printrdacarrier
Numbers
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LIBRIS-ID:oai:DiVA.org:su-182960
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https://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-182960URI
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https://doi.org/10.1038/s41586-020-2314-9DOI
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http://kipublications.ki.se/Default.aspx?queryparsed=id:143718314URI
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https://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-166165URI
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https://research.hhs.se/esploro/outputs/journalArticle/Variability-in-the-analysis-of-a/991001489297706056URI
Supplementary language notes
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Language:English
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Summary in:English
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Subject category:ref swepub-contenttype
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Subject category:art swepub-publicationtype
Notes
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Funding Agencies|Austrian Science FundAustrian Science Fund (FWF) [P29362-G27]; Israel Science FoundationIsrael Science Foundation [ISF 2004/15]; Swedish Foundation for Humanities and Social Sciences [NHS14-1719:1]; National Institutes of Health (NIH)United States Department of Health & Human ServicesNational Institutes of Health (NIH) - USA [R24MH117179]; Austrian Science Fund (FWF)Austrian Science Fund (FWF) [SFB F63, P 32686]; Research Foundation Flanders (FWO)FWO; European UnionEuropean Union (EU) [665501]; University of Basel Research Fund; Research Foundation FlandersFWO [12T2517N]; Marie Skodowska-Curie Actions under COFUND [665501]; Obra Social La CaixaLa Caixa Foundation; Vienna Science and Technology Fund [WWTF VRG13-007]; National Natural Science Foundation of ChinaNational Natural Science Foundation of China [71801110, 71971199, 71602175, 71942004]; MOE (Ministry of Education in China) Project of Humanities and Social Sciences [18YJC630268]; China Postdoctoral Science FoundationChina Postdoctoral Science Foundation [2018M633270]; Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germanys Excellence Strategy Science of Intelligence (EXC 2002/1)German Research Foundation (DFG) [390523135]; Brain Canada; Health Canada; NIHUnited States Department of Health & Human ServicesNational Institutes of Health (NIH) - USA [NIH-NIBIB P41 EB019936, NIH-NIMH R01 MH083320, NIH RF1 MH120021, R01 DA041353]; National Institute Of Mental Health of the NIH [R01MH096906]; Canada First Research Excellence Fund; European Unions Horizon 2020 Research and Innovation Programme [785907]; Max Planck SocietyMax Planck SocietyFoundation CELLEX; Dutch foundation LSH-TKI [LSHM16053-SGF]; NSFNational Science Foundation (NSF) [1631325]; T32 Predoctoral Fellowship from the NIHUnited States Department of Health & Human ServicesNational Institutes of Health (NIH) - USA; Deutsche ForschungsgemeinschaftGerman Research Foundation (DFG) [CRC1193]; Australian National Imaging Facility; National Collaborative Research Infrastructure Strategy (NCRIS) capability; VIDI from the Netherlands Organisation for Scientific Research [452-17-013]; Swedish Research CouncilSwedish Research Council; NIH IRPUnited States Department of Health & Human ServicesNational Institutes of Health (NIH) - USA [ZICMH002888, ZICMH002960]; Tianqiao and Chrissy Center for Social and Decision Neuroscience Center Leadership Chair; Belgian Excellence of Science program (EOS) from the FNRS-Belgium [30991544]; EraNET Neuron [R4195]; Ministry of Education of Humanities and Social Science [16YJC630103]; Wellcome TrustWellcome Trust [100309/Z/12/Z]
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Data analysis workflows in many scientific domains have become increasingly complex and flexible. Here we assess the effect of this flexibility on the results of functional magnetic resonance imaging by asking 70 independent teams to analyse the same dataset, testing the same 9 ex-ante hypotheses(1). The flexibility of analytical approaches is exemplified by the fact that no two teams chose identical workflows to analyse the data. This flexibility resulted in sizeable variation in the results of hypothesis tests, even for teams whose statistical maps were highly correlated at intermediate stages of the analysis pipeline. Variation in reported results was related to several aspects of analysis methodology. Notably, a meta-analytical approach that aggregated information across teams yielded a significant consensus in activated regions. Furthermore, prediction markets of researchers in the field revealed an overestimation of the likelihood of significant findings, even by researchers with direct knowledge of the dataset(2-5). Our findings show that analytical flexibility can have substantial effects on scientific conclusions, and identify factors that may be related to variability in the analysis of functional magnetic resonance imaging. The results emphasize the importance of validating and sharing complex analysis workflows, and demonstrate the need for performing and reporting multiple analyses of the same data. Potential approaches that could be used to mitigate issues related to analytical variability are discussed. The results obtained by seventy different teams analysing the same functional magnetic resonance imaging dataset show substantial variation, highlighting the influence of analytical choices and the importance of sharing workflows publicly and performing multiple analyses.
Subject headings and genre
Added entries (persons, corporate bodies, meetings, titles ...)
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Holzmeister, FelixUniv Innsbruck, Austria,Universität Innsbruck
(author)
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Camerer, Colin F.CALTECH, CA 91125 USA,California Institute of Technology (United States, Pasadena) - CIT
(author)
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Dreber Almenberg, AnnaStockholm School of Economics,Handelshögskolan i Stockholm(Swepub:hhs)1274@hhs.se
(author)
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Huber, JuergenUniv Innsbruck, Austria,Universität Innsbruck (Austria, Innsbruck)
(author)
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Johannesson, MagnusStockholm School of Economics,Handelshögskolan i Stockholm(Swepub:hhs)198@hhs.se
(author)
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Kirchler, MichaelUniv Innsbruck, Austria,Universität Innsbruck (Austria, Innsbruck)
(author)
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Iwanir, RoniTel Aviv Univ, Israel; Tel Aviv Univ, Israel,Tel Aviv University (Israel, Tel Aviv) - TAU
(author)
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Mumford, Jeanette A.Univ Wisconsin, WI USA,University of Wisconsin–Madison (United States, Madison) - UW
(author)
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Adcock, R. AlisonDuke Univ, NC USA; Duke Univ, NC USA; Univ Ghent, Belgium; Karolinska Inst, Sweden,Univ Connecticut, CT USA; Univ Connecticut, CT USA,Univ Michigan, MI USA,Stanford Univ, CA 94305 USA,Duke University (United States, Durham),University of Connecticut
(author)
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Avesani, PaoloFdn Bruno Kessler, Italy; Univ Trento, Italy; Karolinska Inst, Sweden,University of Trento (Italy, Trento)
(author)
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Baczkowski, Blazej M.Max Planck Inst Human Cognit and Brain Sci, Germany,Invicro, England; Imperial Coll London, England; UCL, England,Max Planck Society
(author)
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Bajracharya, AahanaWashington Univ, MO 63110 USA,Washington University in St. Louis (United States, St Louis) - WUSTL
(author)
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Bakst, LeahBoston Univ, MA 02215 USA; Boston Univ, MA 02215 USA,Boston University (United States, Boston) - BU
(author)
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Ball, SherylVirginia Tech, VA USA; Virginia Tech, VA USA,Virginia Tech (United States, Blacksburg)
(author)
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Barilari, MarcoUCLouvain, Belgium,Université Catholique de Louvain (Belgium, Louvain-la-Neuve) - UCL
(author)
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Bault, NadegeUniv Plymouth, England,University of Plymouth (United Kingdom, Plymouth)
(author)
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Beaton, DerekBaycrest Hlth Sci Ctr, Canada,University of Toronto (Canada, Toronto)
(author)
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Beitner, JuliaUniv Amsterdam, Netherlands; Goethe Univ, Germany,Goethe University Frankfurt (Germany, Frankfurt am Main)
(author)
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Benoit, Roland G.Max Planck Inst Human Cognit and Brain Sci, Germany,Max Planck Society
(author)
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Berkers, Ruud M. W. J.Univ Nebraska, NE 68588 USA; Univ Nebraska, NE USA,UCL, England; DOr Inst Res and Educ IDOR, Brazil; Stanford Univ, CA 94305 USA,Max Planck Society (Germany, Munich) - MPG,University of Nebraska–Lincoln,University of Toronto
(author)
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Bhanji, Jamil P.Rutgers State Univ, NJ USA,IMT Sch Adv Studies Lucca, Italy; Netherlands Inst Neurosci, Netherlands,Rutgers, The State University of New Jersey (United States, New Brunswick) - RU
(author)
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Biswal, Bharat B.New Jersey Inst Technol, NJ 07102 USA; Univ Elect Sci and Technol China, Peoples R China,Univ Ghent, Belgium,Temple Univ, PA 19122 USA,Res Ctr Julich, Germany; Heinrich Heine Univ Dusseldorf, Germany,Western Sydney Univ, Australia,Univ Vienna, Austria,New Jersey Institute of Technology (United States, Newark) - NJIT
(author)
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Bobadilla-Suarez, SebastianNew Jersey Inst Technol, NJ 07102 USA,University College London (United Kingdom, London) - UCL
(author)
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Bortolini, TiagoD’Or Institute for Research and Education (IDOR), Rio de Janeiro, Brazil,D’Or Institute for Research and Education (Brazil, Rio de Janeiro) - IDOR
(author)
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Bottenhorn, Katherine L.Florida Int Univ, FL 33199 USA,Florida International University
(author)
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Bowring, AlexanderUniv Oxford, England,University of Oxford
(author)
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Braem, SenneUniv Ghent, Belgium; Vrije Univ Brussel, Belgium,Vrije Universiteit Brussel (Belgium, Brussels) - VUB
(author)
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Brooks, Hayley R.Univ Denver, CO 80208 USA,University of Denver
(author)
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Brudner, Emily G.Rutgers State Univ, NJ USA,Rutgers, The State University of New Jersey
(author)
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Calderon, Cristian B.Alan Turing Inst, England,Ghent University
(author)
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Camilleri, Julia A.Res Ctr Julich, Germany; Heinrich Heine Univ Dusseldorf, Germany,Kessler Fdn, NJ USA,Kessler Foundation,Heinrich Heine University Düsseldorf
(author)
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Castrellon, Jaime J.Duke Univ, NC USA; Duke Univ, NC USA,Duke University
(author)
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Cecchetti, LucaUniv Nebraska, NE 68588 USA,IMT Institute for Advanced Studies Lucca (Italy, Lucca)
(author)
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Cieslik, Edna C.Res Ctr Julich, Germany; Heinrich Heine Univ Dusseldorf, Germany,Heinrich Heine University Düsseldorf
(author)
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Cole, Zachary J.Univ Nebraska, NE 68588 USA,University of Nebraska–Lincoln
(author)
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Collignon, OlivierUniv Trento, Italy; UCLouvain, Belgium,Université Catholique de Louvain
(author)
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Cox, Robert W.NIMH, MD 20892 USA,National Institutes of Health
(author)
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Cunningham, William A.Univ Toronto, Canada,University of Toronto (Canada, Toronto)
(author)
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Czoschke, StefanGoethe Univ, Germany,Goethe University Frankfurt (Germany, Frankfurt am Main)
(author)
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Dadi, KamalakerImperial Coll London, England; Univ Oxford, England,University of Paris-Saclay (France, Gif-sur-Yvette)
(author)
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Davis, Charles P.Univ Connecticut, CT USA; Univ Connecticut, CT USA; Univ Connecticut, CT USA,Charite, Germany; Charite, Germany; Charite, Germany; Free Univ Berlin, Germany; Humboldt Univ, Germany; Berlin Inst Hlth, Germany; Tech Univ Berlin, Germany; Humboldt Univ, Germany; NeuroMI Milan Ctr Neurosci, Italy,University of Connecticut
(author)
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Luca, Alberto DeUniv Med Ctr Utrecht, Netherlands,University Medical Center [Utrecht]
(author)
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Delgado, Mauricio R.New Jersey Inst Technol, NJ 07102 USA,Rutgers, The State University of New Jersey
(author)
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Demetriou, LysiaImperial Coll London, England; Univ Oxford, England,University of Oxford
(author)
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Dennison, Jeffrey B.Temple University
(author)
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Di, XinNew Jersey Inst Technol, NJ 07102 USA; Univ Elect Sci and Technol China, Peoples R China,New Jersey Institute of Technology
(author)
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Dickie, Erin W.Ctr Addict and Mental Hlth, Canada; Univ Toronto, Canada,University of Toronto
(author)
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Dobryakova, EkaterinaKessler Fdn, NJ USA,Kessler Foundation (United States, West Orange)
(author)
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Donnat, Claire L.Stanford Univ, CA 94305 USA,Stanford University
(author)
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Dukart, JuergenRes Ctr Julich, Germany; Heinrich Heine Univ Dusseldorf, Germany,Heinrich Heine University Düsseldorf
(author)
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Duncan, Niall W.Taipei Med Univ, Taiwan; TMU ShuangHo Hosp, Taiwan,Taipei Medical University
(author)
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Durnez, JokeStanford Univ, CA USA; Stanford Univ, CA 94305 USA,Stanford University
(author)
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Eed, AmrCSIC UMH, Spain,Leiden Univ, Netherlands,Spanish National Research Council (Spain, Madrid) - CSIC
(author)
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Eickhoff, Simon B.Heinrich Heine University Düsseldorf
(author)
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Erhart, AndrewUniv Denver, CO 80208 USA,University of Denver
(author)
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Fontanesi, LauraUniv Basel, Switzerland,University of Basel (Switzerland, Basel)
(author)
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Fricke, G. MatthewUniv New Mexico, NM 87131 USA,University of New Mexico (United States, Albuquerque) - UNM
(author)
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Fu, ShiguangZhejiang Univ Technol, Peoples R China; Zhejiang Univ Technol, Peoples R China,Zhejiang University of Technology (China, Hangzhou) - ZJUT
(author)
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Galvan, AdrianaUniv Calif Los Angeles, CA USA,University of California, Los Angeles (United States, Los Angeles) - UCLA
(author)
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Gau, RemiUCLouvain, Belgium,Université Catholique de Louvain
(author)
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Genon, SarahRes Ctr Julich, Germany; Heinrich Heine Univ Dusseldorf, Germany,Heinrich Heine University Düsseldorf
(author)
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Glatard, TristanConcordia Univ, Canada,Concordia University (Canada, Montreal)
(author)
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Glerean, EnricoAalto Univ, Finland,Aalto University (Finland, Espoo)
(author)
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Goeman, Jelle J.Leiden Univ, Netherlands,Leiden University (Netherlands, Leiden)
(author)
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Golowin, Sergej A. E.Taipei Medical University
(author)
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Gonzalez-Garcia, CarlosUniv Ghent, Belgium,Ghent University
(author)
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Gorgolewski, Krzysztof J.Stanford Univ, CA 94305 USA,Stanford University
(author)
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Grady, Cheryl L.Baycrest Hlth Sci Ctr, Canada,University of Toronto
(author)
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Green, Mikella A.Duke Univ, NC USA; Duke Univ, NC USA,Duke University
(author)
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Guassi Moreira, Joao F.Univ Calif Los Angeles, CA USA,University of California [Los Angeles]
(author)
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Guest, OliviaRes Ctr Interact Media Smart Syst and Emerging Tech, Cyprus,University College London (United Kingdom, London) - UCL
(author)
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Hakimi, ShabnamDuke Univ, NC USA,Duke University
(author)
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Hamilton, Paul J.,1970-Linköpings universitet,Centrum för social och affektiv neurovetenskap,Medicinska fakulteten,Linköping University(Swepub:liu)pauha77
(author)
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Hancock, Roeland
(author)
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Handjaras, GiacomoIMT Sch Adv Studies Lucca, Italy,IMT Institute for Advanced Studies Lucca (Italy, Lucca)
(author)
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Harry, Bronson B.University of Sydney
(author)
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Hawco, ColinCtr Addict and Mental Hlth, Canada,University of Toronto (Canada, Toronto)
(author)
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Herholz, PeerMcGill Univ, Canada,McGill University (Canada, Montreal)
(author)
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Herman, GabrielleCtr Addict and Mental Hlth, Canada,University of Toronto
(author)
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Heunis, StephanEindhoven Univ Technol, Netherlands; Epilepsy Ctr Kempenhaeghe, Netherlands,Eindhoven University of Technology (Netherlands, Eindhoven) - TU/e
(author)
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Hoffstaedter, FelixRes Ctr Julich, Germany; Heinrich Heine Univ Dusseldorf, Germany,Heinrich Heine University Düsseldorf (Germany, Düsseldorf) - HHU
(author)
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Hogeveen, JeremyUniv New Mexico, NM 87131 USA; Univ New Mexico, NM 87131 USA,University of New Mexico
(author)
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Holmes, SusanStanford Univ, CA 94305 USA,Stanford University
(author)
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Hu, Chuan-PengLIR, Germany,Leibniz Institute for Neurobiology (Germany, Magdeburg) - LIN
(author)
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Huettel, Scott A.Duke Univ, NC USA,Duke University
(author)
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Hughes, Matthew E.Swinburne Univ Technol, Australia,Swinburne University of Technology (Australia, Melbourne)
(author)
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Iacovella, VittorioUniv Trento, Italy,University of Trento
(author)
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Iordan, Alexandru D.Univ Michigan, MI USA,University of Michigan–Ann Arbor (United States, Ann Arbor) - UM
(author)
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Isager, Peder M.Eindhoven Univ Technol, Netherlands,Eindhoven University of Technology
(author)
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Isik, Ayse I.Max Planck Inst Empir Aesthet, Germany,Max Planck Society
(author)
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Jahn, AndrewUniv Michigan, MI 48109 USA,University of Michigan–Ann Arbor
(author)
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Johnson, Matthew R.
(author)
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Johnstone, TomSwinburne Univ Technol, Australia,Swinburne University of Technology
(author)
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Joseph, Michael J. E.Ctr Addict and Mental Hlth, Canada
(author)
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Juliano, Anthony C.
(author)
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Kable, Joseph W.Univ Penn, PA 19104 USA; Univ Penn, PA 19104 USA,University of Pennsylvania (United States, Philadelphia)
(author)
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Kassinopoulos, MichalisMcGill Univ, Canada,McGill University
(author)
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Koba, CemalIMT Sch Adv Studies Lucca, Italy,IMT School for Advanced Studies Lucca
(author)
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Kong, Xiang-ZhenMax Planck Inst Psycholinguist, Netherlands,Zhejiang Univ Technol, Peoples R China; Zhejiang Univ Technol, Peoples R China,Max Planck Institute for Psycholinguistics
(author)
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Koscik, Timothy R.Univ Iowa, IA 52242 USA
(author)
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Kucukboyaci, Nuri ErkutUniv Nebraska, NE USA; Rutgers New Jersey Med Sch, NJ USA
(author)
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Kuhl, Brice A.Univ Oregon, OR 97403 USA
(author)
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Kupek, SebastianUniv Innsbruck, Austria
(author)
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Laird, Angela R.Florida Int Univ, FL 33199 USA
(author)
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Lamm, ClausUniv Vienna, Austria; Univ Vienna, Austria
(author)
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Langner, RobertRes Ctr Julich, Germany; Heinrich Heine Univ Dusseldorf, Germany
(author)
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Lauharatanahirun, NinaUS CCDC Army Res Lab, MD USA; Univ Penn, PA 19104 USA
(author)
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Lee, HongmiUS CCDC Army Res Lab, MD USA
(author)
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Lee, SangilUniv Penn, PA 19104 USA,Duke Univ, NC USA; LIR, Germany; Johannes Gutenberg Univ Mainz, Germany
(author)
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Leemans, AlexanderUniv Med Ctr Utrecht, Netherlands
(author)
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Leo, AndreaIMT Sch Adv Studies Lucca, Italy
(author)
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Lesage, EliseUniv Ghent, Belgium
(author)
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Li, FloraFralin Biomed Res Inst, VA USA; Nanjing Audit Univ, Peoples R China
(author)
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Li, Monica Y. C.Univ Connecticut, CT USA; Univ Connecticut, CT USA; Univ Connecticut, CT USA; Haskins Labs Inc, CT USA
(author)
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Lim, Phui ChengUniv Nebraska, NE 68588 USA; Univ Nebraska, NE USA
(author)
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Lintz, Evan N.Univ Nebraska, NE 68588 USA
(author)
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Liphardt, Schuyler W.Univ New Mexico, NM 87131 USA
(author)
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Losecaat Vermeer, Annabel B.
(author)
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Love, Bradley C.
(author)
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Mack, Michael L.Univ Toronto, Canada
(author)
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Malpica, NorbertoUniv Rey Juan Carlos, Spain
(author)
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Marins, TheoUCL, England; DOr Inst Res and Educ IDOR, Brazil
(author)
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Maumet, CamilleUniv Rennes, France
(author)
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McDonald, KelseyDuke Univ, NC USA
(author)
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McGuire, Joseph T.Boston Univ, MA 02215 USA; Boston Univ, MA 02215 USA
(author)
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Melero, HelenaUniv Rey Juan Carlos, Spain; CES Cardenal Cisneros, Spain; Northeastern Univ, MA 02115 USA
(author)
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Mendez Leal, Adriana S.Univ Calif Los Angeles, CA USA
(author)
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Meyer, BenjaminLIR, Germany; Johannes Gutenberg Univ Mainz, Germany
(author)
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Meyer, Kristin N.Univ N Carolina, NC 27515 USA
(author)
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Mihai, GladMax Planck Inst Human Cognit and Brain Sci, Germany; Tech Univ Dresden, Germany
(author)
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Mitsis, Georgios D.McGill Univ, Canada
(author)
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Moll, Jorge
(author)
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Nielson, Dylan M.NIMH, MD 20892 USA
(author)
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Nilsonne, GustavStockholms universitet,Biologisk psykologi,Karolinska Institutet, Sweden,Karolinska Inst, Sweden; Stockholm Univ, Sweden(Swepub:su)guni6529
(author)
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Notter, Michael P.Univ Hosp Ctr, Switzerland; Univ Lausanne, Switzerland
(author)
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Olivetti, EmanueleFdn Bruno Kessler, Italy; Univ Trento, Italy
(author)
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Onicas, Adrian I.IMT Sch Adv Studies Lucca, Italy
(author)
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Papale, Paolo
(author)
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Patil, Kaustubh R.Res Ctr Julich, Germany; Heinrich Heine Univ Dusseldorf, Germany
(author)
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Peelle, Jonathan E.Washington Univ, MO 63110 USA
(author)
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Perez, AlexandreMcGill Univ, Canada
(author)
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Pischedda, Doris
(author)
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Poline, Jean-BaptisteMcGill Univ, Canada; Univ Calif Berkeley, CA 94720 USA
(author)
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Prystauka, YaninaUniv Connecticut, CT USA; Univ Connecticut, CT USA; Univ Connecticut, CT USA
(author)
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Ray, ShrutiNew Jersey Inst Technol, NJ 07102 USA
(author)
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Reuter-Lorenz, Patricia A.
(author)
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Reynolds, Richard C.NIMH, MD 20892 USA
(author)
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Ricciardi, EmilianoIMT Sch Adv Studies Lucca, Italy
(author)
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Rieck, Jenny R.Baycrest Hlth Sci Ctr, Canada
(author)
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Rodriguez-Thompson, Anais M.Univ N Carolina, NC 27515 USA
(author)
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Romyn, AnthonyUniv Toronto, Canada
(author)
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Salo, TaylorFlorida Int Univ, FL 33199 USA
(author)
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Samanez-Larkin, Gregory R.Duke Univ, NC USA; Duke Univ, NC USA
(author)
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Sanz-Morales, EmilioUniv Rey Juan Carlos, Spain
(author)
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Schlichting, Margaret L.Univ Toronto, Canada
(author)
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Schultz, Douglas H.Dartmouth Coll, NH 03755 USA; Univ Nebraska, NE 68588 USA
(author)
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Shen, Qiang
(author)
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Sheridan, Margaret A.Alan Turing Inst, England
(author)
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Silvers, Jennifer A.Univ Calif Los Angeles, CA USA
(author)
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Skagerlund, KennyLinköpings universitet,Psykologi,Filosofiska fakulteten,Centrum för social och affektiv neurovetenskap,Medicinska fakulteten(Swepub:liu)kensk30
(author)
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Smith, AlecVirginia Tech, VA USA; Virginia Tech, VA USA
(author)
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Smith, David V.Temple Univ, PA 19122 USA
(author)
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Sokol-Hessner, PeterUniv Denver, CO 80208 USA
(author)
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Steinkamp, Simon R.Res Ctr Julich, Germany
(author)
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Tashjian, Sarah M.Univ Calif Los Angeles, CA USA
(author)
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Thirion, BertrandUniv Paris Saclay, France
(author)
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Thorp, John N.Columbia Univ, NY 10027 USA
(author)
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Tinghög, Gustav,1979-Linköpings universitet,Nationalekonomi,Filosofiska fakulteten,Avdelningen för samhälle och hälsa,Medicinska fakulteten(Swepub:liu)gusti22
(author)
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Tisdall, LoreenStanford Univ, CA 94305 USA; Univ Basel, Switzerland
(author)
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Tompson, Steven H.US CCDC Army Res Lab, MD USA
(author)
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Toro-Serey, ClaudioBoston Univ, MA 02215 USA; Boston Univ, MA 02215 USA
(author)
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Torre Tresols, Juan JesusUniv Paris Saclay, France
(author)
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Tozzi, LeonardoStanford Univ, CA 94305 USA
(author)
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Truong, VuongTaipei Med Univ, Taiwan; TMU ShuangHo Hosp, Taiwan
(author)
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Turella, LucaUniv Trento, Italy
(author)
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van 't Veer, Anna E.Leiden Univ, Netherlands
(author)
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Verguts, TomUniv Ghent, Belgium
(author)
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Vettel, Jean M.US Combat Capabil Dev Command Army Res Lab, MD USA; Univ Calif Santa Barbara, CA 93106 USA; Univ Penn, PA 19104 USA
(author)
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Vijayarajah, SaganaUniv Toronto, Canada
(author)
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Vo, KhoiDuke Univ, NC USA; Duke Univ, NC USA
(author)
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Wall, Matthew B.
(author)
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Weeda, Wouter D.Leiden Univ, Netherlands
(author)
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Weis, SusanneRes Ctr Julich, Germany; Heinrich Heine Univ Dusseldorf, Germany
(author)
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White, David J.Imperial Coll London, England
(author)
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Wisniewski, DavidUniv Ghent, Belgium
(author)
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Xifra-Porxas, AlbaMcGill Univ, Canada
(author)
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Yearling, Emily A.Univ Connecticut, CT USA; Univ Connecticut, CT USA
(author)
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Yoon, SangsukUniv Dayton, OH 45469 USA
(author)
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Yuan, RuiStanford Univ, CA 94305 USA
(author)
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Yuen, Kenneth S. L.
(author)
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Zhang, LeiUniv Vienna, Austria
(author)
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Zhang, XuUniv Connecticut, CT USA; Univ Connecticut, CT USA; Univ Connecticut, CT USA
(author)
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Zosky, Joshua E.Univ Nebraska, NE 68588 USA; Univ Nebraska, NE USA
(author)
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Nichols, Thomas E.Univ Oxford, England
(author)
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Poldrack, Russell A.
(author)
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Schonberg, TomTel Aviv Univ, Israel; Tel Aviv Univ, Israel
(author)
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Tel Aviv Univ, Israel; Tel Aviv Univ, Israel; Dartmouth Coll, NH 03755 USATel Aviv University
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Iwanir, Roni
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Mumford, Jeanett ...
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Baczkowski, Blaz ...
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Bajracharya, Aah ...
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Bakst, Leah
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Ball, Sheryl
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Barilari, Marco
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Bault, Nadege
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Beitner, Julia
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Berkers, Ruud M. ...
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Luca, Alberto De
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Schonberg, Tom
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Stockholm University
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Linköping University
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Stockholm School of Economics