BIDS apps: Improving ease of use, accessibility, and reproducibility of neuroimaging data analysis methods
Identifieur interne : 001117 ( Main/Exploration ); précédent : 001116; suivant : 001118BIDS apps: Improving ease of use, accessibility, and reproducibility of neuroimaging data analysis methods
Auteurs : Krzysztof J. Gorgolewski [États-Unis] ; Fidel Alfaro-Almagro [Royaume-Uni] ; Tibor Auer [Royaume-Uni] ; Pierre Bellec [Canada] ; Mihai Capot [États-Unis] ; M. Mallar Chakravarty [Canada] ; Nathan W. Churchill [Canada] ; Alexander Li Cohen [États-Unis] ; R. Cameron Craddock [États-Unis] ; Gabriel A. Devenyi [Canada] ; Anders Eklund [Suède] ; Oscar Esteban [États-Unis] ; Guillaume Flandin [Royaume-Uni] ; Satrajit S. Ghosh [États-Unis] ; J. Swaroop Guntupalli [États-Unis] ; Mark Jenkinson [Royaume-Uni] ; Anisha Keshavan [États-Unis] ; Gregory Kiar [États-Unis] ; Franziskus Liem [Suisse] ; Pradeep Reddy Raamana [Canada] ; David Raffelt [Australie] ; Christopher J. Steele [Canada] ; Pierre-Olivier Quirion [Suède] ; Robert E. Smith [Australie] ; Stephen C. Strother [Canada] ; Gaël Varoquaux [France] ; Yida Wang [États-Unis] ; Tal Yarkoni [États-Unis] ; Russell A. Poldrack [États-Unis]Source :
- PLoS Computational Biology [ 1553-734X ] ; 2017.
Descripteurs français
- KwdFr :
- MESH :
- anatomie et histologie : Encéphale.
- organisation et administration : Systèmes d'information de radiologie.
- Algorithmes, Humains, Imagerie par résonance magnétique, Interface utilisateur, Interprétation d'image assistée par ordinateur, Logiciel, Neuroimagerie.
English descriptors
- KwdEn :
- MESH :
- anatomy & histology : Brain.
- methods : Image Interpretation, Computer-Assisted, Magnetic Resonance Imaging, Neuroimaging.
- organization & administration : Radiology Information Systems.
- Algorithms, Humans, Software, User-Computer Interface.
Abstract
The rate of progress in human neurosciences is limited by the inability to easily apply a wide range of analysis methods to the plethora of different datasets acquired in labs around the world. In this work, we introduce a framework for creating, testing, versioning and archiving portable applications for analyzing neuroimaging data organized and described in compliance with the Brain Imaging Data Structure (BIDS). The portability of these applications (BIDS Apps) is achieved by using container technologies that encapsulate all binary and other dependencies in one convenient package. BIDS Apps run on all three major operating systems with no need for complex setup and configuration and thanks to the comprehensiveness of the BIDS standard they require little manual user input. Previous containerized data processing solutions were limited to single user environments and not compatible with most multi-tenant High Performance Computing systems. BIDS Apps overcome this limitation by taking advantage of the Singularity container technology. As a proof of concept, this work is accompanied by 22 ready to use BIDS Apps, packaging a diverse set of commonly used neuroimaging algorithms.
Url:
DOI: 10.1371/journal.pcbi.1005209
PubMed: 28278228
PubMed Central: 5363996
Affiliations:
- Australie, Canada, France, Royaume-Uni, Suisse, Suède, États-Unis
- Angleterre, Californie, Grand Londres, Maryland, Massachusetts, New Hampshire, Ontario, Oregon, Oxfordshire, Québec, Texas, État de New York, Île-de-France
- Austin (Texas), Londres, Montréal, Oxford, Palaiseau, Toronto
- Université de Londres, Université de Toronto, Université du Texas à Austin
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Le document en format XML
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Churchill</name><affiliation wicri:level="1"><nlm:aff id="aff009"><addr-line>Keenan Research Centre of the Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Ontario, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Keenan Research Centre of the Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Ontario</wicri:regionArea><wicri:noRegion>Ontario</wicri:noRegion></affiliation></author><author><name sortKey="Cohen, Alexander Li" sort="Cohen, Alexander Li" uniqKey="Cohen A" first="Alexander Li" last="Cohen">Alexander Li Cohen</name><affiliation wicri:level="2"><nlm:aff id="aff010"><addr-line>Department of Neurology, Boston Children’s Hospital, Boston, Massachusetts, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Department of Neurology, Boston Children’s Hospital, Boston, Massachusetts</wicri:regionArea><placeName><region type="state">Massachusetts</region></placeName></affiliation></author><author><name sortKey="Craddock, R Cameron" sort="Craddock, R Cameron" uniqKey="Craddock R" first="R. 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Kline Institute for Psychiatric Research, Orangeburg, New York</wicri:regionArea><placeName><region type="state">État de New York</region></placeName></affiliation><affiliation wicri:level="2"><nlm:aff id="aff012"><addr-line>Center for the Developing Brain, Child Mind Institute, New York, New York, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Center for the Developing Brain, Child Mind Institute, New York, New York</wicri:regionArea><placeName><region type="state">État de New York</region></placeName></affiliation></author><author><name sortKey="Devenyi, Gabriel A" sort="Devenyi, Gabriel A" uniqKey="Devenyi G" first="Gabriel A." last="Devenyi">Gabriel A. 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Ghosh</name><affiliation wicri:level="2"><nlm:aff id="aff017"><addr-line>McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, Massachusetts</wicri:regionArea><placeName><region type="state">Massachusetts</region></placeName></affiliation><affiliation wicri:level="2"><nlm:aff id="aff018"><addr-line>Department of Otolaryngology, Harvard Medical School, Boston, Massachusetts, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Department of Otolaryngology, Harvard Medical School, Boston, Massachusetts</wicri:regionArea><placeName><region type="state">Massachusetts</region></placeName></affiliation></author><author><name sortKey="Guntupalli, J Swaroop" sort="Guntupalli, J Swaroop" uniqKey="Guntupalli J" first="J. Swaroop" last="Guntupalli">J. Swaroop Guntupalli</name><affiliation wicri:level="2"><nlm:aff id="aff019"><addr-line>Department of Psychological and Brain Sciences, Dartmouth College, Hanover, New Hampshire, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Department of Psychological and Brain Sciences, Dartmouth College, Hanover, New Hampshire</wicri:regionArea><placeName><region type="state">New Hampshire</region></placeName></affiliation></author><author><name sortKey="Jenkinson, Mark" sort="Jenkinson, Mark" uniqKey="Jenkinson M" first="Mark" last="Jenkinson">Mark Jenkinson</name><affiliation wicri:level="3"><nlm:aff id="aff002"><addr-line>Oxford Centre for Functional Magnetic Resonance Imaging of the Brain (FMRIB), Oxford University, Oxford, United Kingdom</addr-line></nlm:aff><country xml:lang="fr">Royaume-Uni</country><wicri:regionArea>Oxford Centre for Functional Magnetic Resonance Imaging of the Brain (FMRIB), Oxford University, Oxford</wicri:regionArea><placeName><settlement type="city">Oxford</settlement><region type="country">Angleterre</region><region type="comté" nuts="2">Oxfordshire</region></placeName></affiliation></author><author><name sortKey="Keshavan, Anisha" sort="Keshavan, Anisha" uniqKey="Keshavan A" first="Anisha" last="Keshavan">Anisha Keshavan</name><affiliation wicri:level="2"><nlm:aff id="aff020"><addr-line>UC Berkeley-UCSF Graduate Program in Bioengineering, San Francisco, California, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>UC Berkeley-UCSF Graduate Program in Bioengineering, San Francisco, California</wicri:regionArea><placeName><region type="state">Californie</region></placeName></affiliation></author><author><name sortKey="Kiar, Gregory" sort="Kiar, Gregory" uniqKey="Kiar G" first="Gregory" last="Kiar">Gregory Kiar</name><affiliation wicri:level="2"><nlm:aff id="aff021"><addr-line>Center for Imaging Science, Johns Hopkins University, Baltimore, Maryland, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Center for Imaging Science, Johns Hopkins University, Baltimore, Maryland</wicri:regionArea><placeName><region type="state">Maryland</region></placeName></affiliation><affiliation wicri:level="2"><nlm:aff id="aff022"><addr-line>Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Maryland, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Maryland</wicri:regionArea><placeName><region type="state">Maryland</region></placeName></affiliation></author><author><name sortKey="Liem, Franziskus" sort="Liem, Franziskus" uniqKey="Liem F" first="Franziskus" last="Liem">Franziskus Liem</name><affiliation wicri:level="1"><nlm:aff id="aff023"><addr-line>University Research Priority Program "Dynamics of Healthy Aging", University of Zurich, Zurich, Switzerland</addr-line></nlm:aff><country xml:lang="fr">Suisse</country><wicri:regionArea>University Research Priority Program "Dynamics of Healthy Aging", University of Zurich, Zurich</wicri:regionArea><wicri:noRegion>Zurich</wicri:noRegion></affiliation></author><author><name sortKey="Raamana, Pradeep Reddy" sort="Raamana, Pradeep Reddy" uniqKey="Raamana P" first="Pradeep Reddy" last="Raamana">Pradeep Reddy Raamana</name><affiliation wicri:level="1"><nlm:aff id="aff024"><addr-line>Rotman Research Institute, Baycrest Health Sciences, Toronto, Ontario, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Rotman Research Institute, Baycrest Health Sciences, Toronto, Ontario</wicri:regionArea><wicri:noRegion>Ontario</wicri:noRegion></affiliation><affiliation wicri:level="4"><nlm:aff id="aff025"><addr-line>Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Department of Medical Biophysics, University of Toronto, Toronto, Ontario</wicri:regionArea><orgName type="university">Université de Toronto</orgName><placeName><settlement type="city">Toronto</settlement><region type="state">Ontario</region></placeName></affiliation></author><author><name sortKey="Raffelt, David" sort="Raffelt, David" uniqKey="Raffelt D" first="David" last="Raffelt">David Raffelt</name><affiliation wicri:level="1"><nlm:aff id="aff026"><addr-line>Florey Institute of Neuroscience and Mental Health, Melbourne, Victoria, Australia</addr-line></nlm:aff><country xml:lang="fr">Australie</country><wicri:regionArea>Florey Institute of Neuroscience and Mental Health, Melbourne, Victoria</wicri:regionArea><wicri:noRegion>Victoria</wicri:noRegion></affiliation></author><author><name sortKey="Steele, Christopher J" sort="Steele, Christopher J" uniqKey="Steele C" first="Christopher J." last="Steele">Christopher J. Steele</name><affiliation wicri:level="3"><nlm:aff id="aff007"><addr-line>Douglas Mental Health University Institute, McGill University, Montreal, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Douglas Mental Health University Institute, McGill University, Montreal</wicri:regionArea><placeName><settlement type="city">Montréal</settlement><region type="state">Québec</region></placeName></affiliation><affiliation wicri:level="3"><nlm:aff id="aff008"><addr-line>Department of Psychiatry McGill University, Montreal, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Department of Psychiatry McGill University, Montreal</wicri:regionArea><placeName><settlement type="city">Montréal</settlement><region type="state">Québec</region></placeName></affiliation></author><author><name sortKey="Quirion, Pierre Olivier" sort="Quirion, Pierre Olivier" uniqKey="Quirion P" first="Pierre-Olivier" last="Quirion">Pierre-Olivier Quirion</name><affiliation wicri:level="1"><nlm:aff id="aff015"><addr-line>Center for Medical Image Science and Visualization (CMIV), Linköping University, Linköping, Sweden</addr-line></nlm:aff><country xml:lang="fr">Suède</country><wicri:regionArea>Center for Medical Image Science and Visualization (CMIV), Linköping University, Linköping</wicri:regionArea><wicri:noRegion>Linköping</wicri:noRegion></affiliation></author><author><name sortKey="Smith, Robert E" sort="Smith, Robert E" uniqKey="Smith R" first="Robert E." last="Smith">Robert E. Smith</name><affiliation wicri:level="1"><nlm:aff id="aff026"><addr-line>Florey Institute of Neuroscience and Mental Health, Melbourne, Victoria, Australia</addr-line></nlm:aff><country xml:lang="fr">Australie</country><wicri:regionArea>Florey Institute of Neuroscience and Mental Health, Melbourne, Victoria</wicri:regionArea><wicri:noRegion>Victoria</wicri:noRegion></affiliation></author><author><name sortKey="Strother, Stephen C" sort="Strother, Stephen C" uniqKey="Strother S" first="Stephen C." last="Strother">Stephen C. Strother</name><affiliation wicri:level="1"><nlm:aff id="aff024"><addr-line>Rotman Research Institute, Baycrest Health Sciences, Toronto, Ontario, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Rotman Research Institute, Baycrest Health Sciences, Toronto, Ontario</wicri:regionArea><wicri:noRegion>Ontario</wicri:noRegion></affiliation><affiliation wicri:level="4"><nlm:aff id="aff025"><addr-line>Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Department of Medical Biophysics, University of Toronto, Toronto, Ontario</wicri:regionArea><orgName type="university">Université de Toronto</orgName><placeName><settlement type="city">Toronto</settlement><region type="state">Ontario</region></placeName></affiliation></author><author><name sortKey="Varoquaux, Gael" sort="Varoquaux, Gael" uniqKey="Varoquaux G" first="Gaël" last="Varoquaux">Gaël Varoquaux</name><affiliation wicri:level="3"><nlm:aff id="aff027"><addr-line>Parietal team, INRIA Saclay Ile-de-France, Palaiseau, France</addr-line></nlm:aff><country xml:lang="fr">France</country><wicri:regionArea>Parietal team, INRIA Saclay Ile-de-France, Palaiseau</wicri:regionArea><placeName><region type="region">Île-de-France</region><region type="old region">Île-de-France</region><settlement type="city">Palaiseau</settlement></placeName></affiliation></author><author><name sortKey="Wang, Yida" sort="Wang, Yida" uniqKey="Wang Y" first="Yida" last="Wang">Yida Wang</name><affiliation wicri:level="2"><nlm:aff id="aff006"><addr-line>Parallel Computing Lab, Intel Corporation, Santa Clara, CA & Hillsboro, Oregon, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Parallel Computing Lab, Intel Corporation, Santa Clara, CA & Hillsboro, Oregon</wicri:regionArea><placeName><region type="state">Oregon</region></placeName></affiliation></author><author><name sortKey="Yarkoni, Tal" sort="Yarkoni, Tal" uniqKey="Yarkoni T" first="Tal" last="Yarkoni">Tal Yarkoni</name><affiliation wicri:level="4"><nlm:aff id="aff028"><addr-line>Department of Psychology, University of Texas at Austin, Austin, Texas, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Department of Psychology, University of Texas at Austin, Austin, Texas</wicri:regionArea><placeName><region type="state">Texas</region><settlement type="city">Austin (Texas)</settlement></placeName><orgName type="university">Université du Texas à Austin</orgName></affiliation></author><author><name sortKey="Poldrack, Russell A" sort="Poldrack, Russell A" uniqKey="Poldrack R" first="Russell A." last="Poldrack">Russell A. Poldrack</name><affiliation wicri:level="2"><nlm:aff id="aff001"><addr-line>Department of Psychology, Stanford University, Stanford, California, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Department of Psychology, Stanford University, Stanford, California</wicri:regionArea><placeName><region type="state">Californie</region></placeName></affiliation></author></titleStmt><publicationStmt><idno type="wicri:source">PMC</idno><idno type="pmid">28278228</idno><idno type="pmc">5363996</idno><idno type="url">http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5363996</idno><idno type="RBID">PMC:5363996</idno><idno type="doi">10.1371/journal.pcbi.1005209</idno><date when="2017">2017</date><idno type="wicri:Area/Pmc/Corpus">002855</idno><idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Corpus" wicri:corpus="PMC">002855</idno><idno type="wicri:Area/Pmc/Curation">002705</idno><idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Curation">002705</idno><idno type="wicri:Area/Pmc/Checkpoint">000414</idno><idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Checkpoint">000414</idno><idno type="wicri:source">PubMed</idno><idno type="wicri:Area/PubMed/Corpus">001004</idno><idno type="wicri:explorRef" wicri:stream="PubMed" wicri:step="Corpus" wicri:corpus="PubMed">001004</idno><idno type="wicri:Area/PubMed/Curation">001001</idno><idno type="wicri:explorRef" wicri:stream="PubMed" wicri:step="Curation">001001</idno><idno type="wicri:Area/PubMed/Checkpoint">001001</idno><idno type="wicri:explorRef" wicri:stream="Checkpoint" wicri:step="PubMed">001001</idno><idno type="wicri:Area/Ncbi/Merge">004444</idno><idno type="wicri:Area/Ncbi/Curation">004444</idno><idno type="wicri:Area/Ncbi/Checkpoint">004444</idno><idno type="wicri:doubleKey">1553-734X:2017:Gorgolewski K:bids:apps:improving</idno><idno type="wicri:Area/Main/Merge">001112</idno><idno type="wicri:Area/Main/Curation">001117</idno><idno type="wicri:Area/Main/Exploration">001117</idno></publicationStmt><sourceDesc><biblStruct><analytic><title xml:lang="en" level="a" type="main">BIDS apps: Improving ease of use, accessibility, and reproducibility of neuroimaging data analysis methods</title><author><name sortKey="Gorgolewski, Krzysztof J" sort="Gorgolewski, Krzysztof J" uniqKey="Gorgolewski K" first="Krzysztof J." last="Gorgolewski">Krzysztof J. Gorgolewski</name><affiliation wicri:level="2"><nlm:aff id="aff001"><addr-line>Department of Psychology, Stanford University, Stanford, California, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Department of Psychology, Stanford University, Stanford, California</wicri:regionArea><placeName><region type="state">Californie</region></placeName></affiliation></author><author><name sortKey="Alfaro Almagro, Fidel" sort="Alfaro Almagro, Fidel" uniqKey="Alfaro Almagro F" first="Fidel" last="Alfaro-Almagro">Fidel Alfaro-Almagro</name><affiliation wicri:level="3"><nlm:aff id="aff002"><addr-line>Oxford Centre for Functional Magnetic Resonance Imaging of the Brain (FMRIB), Oxford University, Oxford, United Kingdom</addr-line></nlm:aff><country xml:lang="fr">Royaume-Uni</country><wicri:regionArea>Oxford Centre for Functional Magnetic Resonance Imaging of the Brain (FMRIB), Oxford University, Oxford</wicri:regionArea><placeName><settlement type="city">Oxford</settlement><region type="country">Angleterre</region><region type="comté" nuts="2">Oxfordshire</region></placeName></affiliation></author><author><name sortKey="Auer, Tibor" sort="Auer, Tibor" uniqKey="Auer T" first="Tibor" last="Auer">Tibor Auer</name><affiliation wicri:level="4"><nlm:aff id="aff003"><addr-line>Department of Psychology, Royal Holloway University of London, Egham, United Kingdom</addr-line></nlm:aff><country xml:lang="fr">Royaume-Uni</country><wicri:regionArea>Department of Psychology, Royal Holloway University of London, Egham</wicri:regionArea><orgName type="university">Université de Londres</orgName><placeName><settlement type="city">Londres</settlement><region type="country">Angleterre</region><region type="région" nuts="1">Grand Londres</region></placeName></affiliation></author><author><name sortKey="Bellec, Pierre" sort="Bellec, Pierre" uniqKey="Bellec P" first="Pierre" last="Bellec">Pierre Bellec</name><affiliation wicri:level="3"><nlm:aff id="aff004"><addr-line>Centre de Recherche de l’Institut Universitaire Gériatrique de Montréal, Montreal, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Centre de Recherche de l’Institut Universitaire Gériatrique de Montréal, Montreal</wicri:regionArea><placeName><settlement type="city">Montréal</settlement><region type="state">Québec</region></placeName></affiliation><affiliation wicri:level="3"><nlm:aff id="aff005"><addr-line>Department of computer science and operations research, Université de Montréal, Montreal, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Department of computer science and operations research, Université de Montréal, Montreal</wicri:regionArea><placeName><settlement type="city">Montréal</settlement><region type="state">Québec</region></placeName></affiliation></author><author><name sortKey="Capot, Mihai" sort="Capot, Mihai" uniqKey="Capot M" first="Mihai" last="Capot">Mihai Capot</name><affiliation wicri:level="2"><nlm:aff id="aff006"><addr-line>Parallel Computing Lab, Intel Corporation, Santa Clara, CA & Hillsboro, Oregon, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Parallel Computing Lab, Intel Corporation, Santa Clara, CA & Hillsboro, Oregon</wicri:regionArea><placeName><region type="state">Oregon</region></placeName></affiliation></author><author><name sortKey="Chakravarty, M Mallar" sort="Chakravarty, M Mallar" uniqKey="Chakravarty M" first="M. Mallar" last="Chakravarty">M. Mallar Chakravarty</name><affiliation wicri:level="3"><nlm:aff id="aff007"><addr-line>Douglas Mental Health University Institute, McGill University, Montreal, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Douglas Mental Health University Institute, McGill University, Montreal</wicri:regionArea><placeName><settlement type="city">Montréal</settlement><region type="state">Québec</region></placeName></affiliation><affiliation wicri:level="3"><nlm:aff id="aff008"><addr-line>Department of Psychiatry McGill University, Montreal, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Department of Psychiatry McGill University, Montreal</wicri:regionArea><placeName><settlement type="city">Montréal</settlement><region type="state">Québec</region></placeName></affiliation></author><author><name sortKey="Churchill, Nathan W" sort="Churchill, Nathan W" uniqKey="Churchill N" first="Nathan W." last="Churchill">Nathan W. Churchill</name><affiliation wicri:level="1"><nlm:aff id="aff009"><addr-line>Keenan Research Centre of the Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Ontario, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Keenan Research Centre of the Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Ontario</wicri:regionArea><wicri:noRegion>Ontario</wicri:noRegion></affiliation></author><author><name sortKey="Cohen, Alexander Li" sort="Cohen, Alexander Li" uniqKey="Cohen A" first="Alexander Li" last="Cohen">Alexander Li Cohen</name><affiliation wicri:level="2"><nlm:aff id="aff010"><addr-line>Department of Neurology, Boston Children’s Hospital, Boston, Massachusetts, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Department of Neurology, Boston Children’s Hospital, Boston, Massachusetts</wicri:regionArea><placeName><region type="state">Massachusetts</region></placeName></affiliation></author><author><name sortKey="Craddock, R Cameron" sort="Craddock, R Cameron" uniqKey="Craddock R" first="R. Cameron" last="Craddock">R. Cameron Craddock</name><affiliation wicri:level="2"><nlm:aff id="aff011"><addr-line>Computational Neuroimaging Lab, Center for Biomedical Imaging and Neuromodulation, Nathan S. Kline Institute for Psychiatric Research, Orangeburg, New York, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Computational Neuroimaging Lab, Center for Biomedical Imaging and Neuromodulation, Nathan S. Kline Institute for Psychiatric Research, Orangeburg, New York</wicri:regionArea><placeName><region type="state">État de New York</region></placeName></affiliation><affiliation wicri:level="2"><nlm:aff id="aff012"><addr-line>Center for the Developing Brain, Child Mind Institute, New York, New York, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Center for the Developing Brain, Child Mind Institute, New York, New York</wicri:regionArea><placeName><region type="state">État de New York</region></placeName></affiliation></author><author><name sortKey="Devenyi, Gabriel A" sort="Devenyi, Gabriel A" uniqKey="Devenyi G" first="Gabriel A." last="Devenyi">Gabriel A. Devenyi</name><affiliation wicri:level="3"><nlm:aff id="aff007"><addr-line>Douglas Mental Health University Institute, McGill University, Montreal, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Douglas Mental Health University Institute, McGill University, Montreal</wicri:regionArea><placeName><settlement type="city">Montréal</settlement><region type="state">Québec</region></placeName></affiliation><affiliation wicri:level="3"><nlm:aff id="aff008"><addr-line>Department of Psychiatry McGill University, Montreal, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Department of Psychiatry McGill University, Montreal</wicri:regionArea><placeName><settlement type="city">Montréal</settlement><region type="state">Québec</region></placeName></affiliation></author><author><name sortKey="Eklund, Anders" sort="Eklund, Anders" uniqKey="Eklund A" first="Anders" last="Eklund">Anders Eklund</name><affiliation wicri:level="1"><nlm:aff id="aff013"><addr-line>Department of Biomedical Engineering, Linköping University, Linköping, Sweden</addr-line></nlm:aff><country xml:lang="fr">Suède</country><wicri:regionArea>Department of Biomedical Engineering, Linköping University, Linköping</wicri:regionArea><wicri:noRegion>Linköping</wicri:noRegion></affiliation><affiliation wicri:level="1"><nlm:aff id="aff014"><addr-line>Department of Computer and Information Science, Linköping University, Linköping, Sweden</addr-line></nlm:aff><country xml:lang="fr">Suède</country><wicri:regionArea>Department of Computer and Information Science, Linköping University, Linköping</wicri:regionArea><wicri:noRegion>Linköping</wicri:noRegion></affiliation><affiliation wicri:level="1"><nlm:aff id="aff015"><addr-line>Center for Medical Image Science and Visualization (CMIV), Linköping University, Linköping, Sweden</addr-line></nlm:aff><country xml:lang="fr">Suède</country><wicri:regionArea>Center for Medical Image Science and Visualization (CMIV), Linköping University, Linköping</wicri:regionArea><wicri:noRegion>Linköping</wicri:noRegion></affiliation></author><author><name sortKey="Esteban, Oscar" sort="Esteban, Oscar" uniqKey="Esteban O" first="Oscar" last="Esteban">Oscar Esteban</name><affiliation wicri:level="2"><nlm:aff id="aff001"><addr-line>Department of Psychology, Stanford University, Stanford, California, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Department of Psychology, Stanford University, Stanford, California</wicri:regionArea><placeName><region type="state">Californie</region></placeName></affiliation></author><author><name sortKey="Flandin, Guillaume" sort="Flandin, Guillaume" uniqKey="Flandin G" first="Guillaume" last="Flandin">Guillaume Flandin</name><affiliation wicri:level="3"><nlm:aff id="aff016"><addr-line>Wellcome Trust Centre for Neuroimaging, London, United Kingdom</addr-line></nlm:aff><country xml:lang="fr">Royaume-Uni</country><wicri:regionArea>Wellcome Trust Centre for Neuroimaging, London</wicri:regionArea><placeName><settlement type="city">Londres</settlement><region type="country">Angleterre</region><region type="région" nuts="1">Grand Londres</region></placeName></affiliation></author><author><name sortKey="Ghosh, Satrajit S" sort="Ghosh, Satrajit S" uniqKey="Ghosh S" first="Satrajit S." last="Ghosh">Satrajit S. Ghosh</name><affiliation wicri:level="2"><nlm:aff id="aff017"><addr-line>McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, Massachusetts</wicri:regionArea><placeName><region type="state">Massachusetts</region></placeName></affiliation><affiliation wicri:level="2"><nlm:aff id="aff018"><addr-line>Department of Otolaryngology, Harvard Medical School, Boston, Massachusetts, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Department of Otolaryngology, Harvard Medical School, Boston, Massachusetts</wicri:regionArea><placeName><region type="state">Massachusetts</region></placeName></affiliation></author><author><name sortKey="Guntupalli, J Swaroop" sort="Guntupalli, J Swaroop" uniqKey="Guntupalli J" first="J. Swaroop" last="Guntupalli">J. Swaroop Guntupalli</name><affiliation wicri:level="2"><nlm:aff id="aff019"><addr-line>Department of Psychological and Brain Sciences, Dartmouth College, Hanover, New Hampshire, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Department of Psychological and Brain Sciences, Dartmouth College, Hanover, New Hampshire</wicri:regionArea><placeName><region type="state">New Hampshire</region></placeName></affiliation></author><author><name sortKey="Jenkinson, Mark" sort="Jenkinson, Mark" uniqKey="Jenkinson M" first="Mark" last="Jenkinson">Mark Jenkinson</name><affiliation wicri:level="3"><nlm:aff id="aff002"><addr-line>Oxford Centre for Functional Magnetic Resonance Imaging of the Brain (FMRIB), Oxford University, Oxford, United Kingdom</addr-line></nlm:aff><country xml:lang="fr">Royaume-Uni</country><wicri:regionArea>Oxford Centre for Functional Magnetic Resonance Imaging of the Brain (FMRIB), Oxford University, Oxford</wicri:regionArea><placeName><settlement type="city">Oxford</settlement><region type="country">Angleterre</region><region type="comté" nuts="2">Oxfordshire</region></placeName></affiliation></author><author><name sortKey="Keshavan, Anisha" sort="Keshavan, Anisha" uniqKey="Keshavan A" first="Anisha" last="Keshavan">Anisha Keshavan</name><affiliation wicri:level="2"><nlm:aff id="aff020"><addr-line>UC Berkeley-UCSF Graduate Program in Bioengineering, San Francisco, California, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>UC Berkeley-UCSF Graduate Program in Bioengineering, San Francisco, California</wicri:regionArea><placeName><region type="state">Californie</region></placeName></affiliation></author><author><name sortKey="Kiar, Gregory" sort="Kiar, Gregory" uniqKey="Kiar G" first="Gregory" last="Kiar">Gregory Kiar</name><affiliation wicri:level="2"><nlm:aff id="aff021"><addr-line>Center for Imaging Science, Johns Hopkins University, Baltimore, Maryland, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Center for Imaging Science, Johns Hopkins University, Baltimore, Maryland</wicri:regionArea><placeName><region type="state">Maryland</region></placeName></affiliation><affiliation wicri:level="2"><nlm:aff id="aff022"><addr-line>Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Maryland, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Maryland</wicri:regionArea><placeName><region type="state">Maryland</region></placeName></affiliation></author><author><name sortKey="Liem, Franziskus" sort="Liem, Franziskus" uniqKey="Liem F" first="Franziskus" last="Liem">Franziskus Liem</name><affiliation wicri:level="1"><nlm:aff id="aff023"><addr-line>University Research Priority Program "Dynamics of Healthy Aging", University of Zurich, Zurich, Switzerland</addr-line></nlm:aff><country xml:lang="fr">Suisse</country><wicri:regionArea>University Research Priority Program "Dynamics of Healthy Aging", University of Zurich, Zurich</wicri:regionArea><wicri:noRegion>Zurich</wicri:noRegion></affiliation></author><author><name sortKey="Raamana, Pradeep Reddy" sort="Raamana, Pradeep Reddy" uniqKey="Raamana P" first="Pradeep Reddy" last="Raamana">Pradeep Reddy Raamana</name><affiliation wicri:level="1"><nlm:aff id="aff024"><addr-line>Rotman Research Institute, Baycrest Health Sciences, Toronto, Ontario, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Rotman Research Institute, Baycrest Health Sciences, Toronto, Ontario</wicri:regionArea><wicri:noRegion>Ontario</wicri:noRegion></affiliation><affiliation wicri:level="4"><nlm:aff id="aff025"><addr-line>Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Department of Medical Biophysics, University of Toronto, Toronto, Ontario</wicri:regionArea><orgName type="university">Université de Toronto</orgName><placeName><settlement type="city">Toronto</settlement><region type="state">Ontario</region></placeName></affiliation></author><author><name sortKey="Raffelt, David" sort="Raffelt, David" uniqKey="Raffelt D" first="David" last="Raffelt">David Raffelt</name><affiliation wicri:level="1"><nlm:aff id="aff026"><addr-line>Florey Institute of Neuroscience and Mental Health, Melbourne, Victoria, Australia</addr-line></nlm:aff><country xml:lang="fr">Australie</country><wicri:regionArea>Florey Institute of Neuroscience and Mental Health, Melbourne, Victoria</wicri:regionArea><wicri:noRegion>Victoria</wicri:noRegion></affiliation></author><author><name sortKey="Steele, Christopher J" sort="Steele, Christopher J" uniqKey="Steele C" first="Christopher J." last="Steele">Christopher J. Steele</name><affiliation wicri:level="3"><nlm:aff id="aff007"><addr-line>Douglas Mental Health University Institute, McGill University, Montreal, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Douglas Mental Health University Institute, McGill University, Montreal</wicri:regionArea><placeName><settlement type="city">Montréal</settlement><region type="state">Québec</region></placeName></affiliation><affiliation wicri:level="3"><nlm:aff id="aff008"><addr-line>Department of Psychiatry McGill University, Montreal, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Department of Psychiatry McGill University, Montreal</wicri:regionArea><placeName><settlement type="city">Montréal</settlement><region type="state">Québec</region></placeName></affiliation></author><author><name sortKey="Quirion, Pierre Olivier" sort="Quirion, Pierre Olivier" uniqKey="Quirion P" first="Pierre-Olivier" last="Quirion">Pierre-Olivier Quirion</name><affiliation wicri:level="1"><nlm:aff id="aff015"><addr-line>Center for Medical Image Science and Visualization (CMIV), Linköping University, Linköping, Sweden</addr-line></nlm:aff><country xml:lang="fr">Suède</country><wicri:regionArea>Center for Medical Image Science and Visualization (CMIV), Linköping University, Linköping</wicri:regionArea><wicri:noRegion>Linköping</wicri:noRegion></affiliation></author><author><name sortKey="Smith, Robert E" sort="Smith, Robert E" uniqKey="Smith R" first="Robert E." last="Smith">Robert E. Smith</name><affiliation wicri:level="1"><nlm:aff id="aff026"><addr-line>Florey Institute of Neuroscience and Mental Health, Melbourne, Victoria, Australia</addr-line></nlm:aff><country xml:lang="fr">Australie</country><wicri:regionArea>Florey Institute of Neuroscience and Mental Health, Melbourne, Victoria</wicri:regionArea><wicri:noRegion>Victoria</wicri:noRegion></affiliation></author><author><name sortKey="Strother, Stephen C" sort="Strother, Stephen C" uniqKey="Strother S" first="Stephen C." last="Strother">Stephen C. Strother</name><affiliation wicri:level="1"><nlm:aff id="aff024"><addr-line>Rotman Research Institute, Baycrest Health Sciences, Toronto, Ontario, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Rotman Research Institute, Baycrest Health Sciences, Toronto, Ontario</wicri:regionArea><wicri:noRegion>Ontario</wicri:noRegion></affiliation><affiliation wicri:level="4"><nlm:aff id="aff025"><addr-line>Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada</addr-line></nlm:aff><country xml:lang="fr">Canada</country><wicri:regionArea>Department of Medical Biophysics, University of Toronto, Toronto, Ontario</wicri:regionArea><orgName type="university">Université de Toronto</orgName><placeName><settlement type="city">Toronto</settlement><region type="state">Ontario</region></placeName></affiliation></author><author><name sortKey="Varoquaux, Gael" sort="Varoquaux, Gael" uniqKey="Varoquaux G" first="Gaël" last="Varoquaux">Gaël Varoquaux</name><affiliation wicri:level="3"><nlm:aff id="aff027"><addr-line>Parietal team, INRIA Saclay Ile-de-France, Palaiseau, France</addr-line></nlm:aff><country xml:lang="fr">France</country><wicri:regionArea>Parietal team, INRIA Saclay Ile-de-France, Palaiseau</wicri:regionArea><placeName><region type="region">Île-de-France</region><region type="old region">Île-de-France</region><settlement type="city">Palaiseau</settlement></placeName></affiliation></author><author><name sortKey="Wang, Yida" sort="Wang, Yida" uniqKey="Wang Y" first="Yida" last="Wang">Yida Wang</name><affiliation wicri:level="2"><nlm:aff id="aff006"><addr-line>Parallel Computing Lab, Intel Corporation, Santa Clara, CA & Hillsboro, Oregon, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Parallel Computing Lab, Intel Corporation, Santa Clara, CA & Hillsboro, Oregon</wicri:regionArea><placeName><region type="state">Oregon</region></placeName></affiliation></author><author><name sortKey="Yarkoni, Tal" sort="Yarkoni, Tal" uniqKey="Yarkoni T" first="Tal" last="Yarkoni">Tal Yarkoni</name><affiliation wicri:level="4"><nlm:aff id="aff028"><addr-line>Department of Psychology, University of Texas at Austin, Austin, Texas, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Department of Psychology, University of Texas at Austin, Austin, Texas</wicri:regionArea><placeName><region type="state">Texas</region><settlement type="city">Austin (Texas)</settlement></placeName><orgName type="university">Université du Texas à Austin</orgName></affiliation></author><author><name sortKey="Poldrack, Russell A" sort="Poldrack, Russell A" uniqKey="Poldrack R" first="Russell A." last="Poldrack">Russell A. Poldrack</name><affiliation wicri:level="2"><nlm:aff id="aff001"><addr-line>Department of Psychology, Stanford University, Stanford, California, United States of America</addr-line></nlm:aff><country xml:lang="fr">États-Unis</country><wicri:regionArea>Department of Psychology, Stanford University, Stanford, California</wicri:regionArea><placeName><region type="state">Californie</region></placeName></affiliation></author></analytic><series><title level="j">PLoS Computational Biology</title><idno type="ISSN">1553-734X</idno><idno type="eISSN">1553-7358</idno><imprint><date when="2017">2017</date></imprint></series></biblStruct></sourceDesc></fileDesc><profileDesc><textClass><keywords scheme="KwdEn" xml:lang="en"><term>Algorithms</term><term>Brain (anatomy & histology)</term><term>Humans</term><term>Image Interpretation, Computer-Assisted (methods)</term><term>Magnetic Resonance Imaging (methods)</term><term>Neuroimaging (methods)</term><term>Radiology Information Systems (organization & administration)</term><term>Software</term><term>User-Computer Interface</term></keywords><keywords scheme="KwdFr" xml:lang="fr"><term>Algorithmes</term><term>Encéphale (anatomie et histologie)</term><term>Humains</term><term>Imagerie par résonance magnétique ()</term><term>Interface utilisateur</term><term>Interprétation d'image assistée par ordinateur ()</term><term>Logiciel</term><term>Neuroimagerie ()</term><term>Systèmes d'information de radiologie (organisation et administration)</term></keywords><keywords scheme="MESH" qualifier="anatomie et histologie" xml:lang="fr"><term>Encéphale</term></keywords><keywords scheme="MESH" qualifier="anatomy & histology" xml:lang="en"><term>Brain</term></keywords><keywords scheme="MESH" qualifier="methods" xml:lang="en"><term>Image Interpretation, Computer-Assisted</term><term>Magnetic Resonance Imaging</term><term>Neuroimaging</term></keywords><keywords scheme="MESH" qualifier="organisation et administration" xml:lang="fr"><term>Systèmes d'information de radiologie</term></keywords><keywords scheme="MESH" qualifier="organization & administration" xml:lang="en"><term>Radiology Information Systems</term></keywords><keywords scheme="MESH" xml:lang="en"><term>Algorithms</term><term>Humans</term><term>Software</term><term>User-Computer Interface</term></keywords><keywords scheme="MESH" xml:lang="fr"><term>Algorithmes</term><term>Humains</term><term>Imagerie par résonance magnétique</term><term>Interface utilisateur</term><term>Interprétation d'image assistée par ordinateur</term><term>Logiciel</term><term>Neuroimagerie</term></keywords></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en"><p>The rate of progress in human neurosciences is limited by the inability to easily apply a wide range of analysis methods to the plethora of different datasets acquired in labs around the world. In this work, we introduce a framework for creating, testing, versioning and archiving portable applications for analyzing neuroimaging data organized and described in compliance with the Brain Imaging Data Structure (BIDS). The portability of these applications (BIDS Apps) is achieved by using container technologies that encapsulate all binary and other dependencies in one convenient package. BIDS Apps run on all three major operating systems with no need for complex setup and configuration and thanks to the comprehensiveness of the BIDS standard they require little manual user input. Previous containerized data processing solutions were limited to single user environments and not compatible with most multi-tenant High Performance Computing systems. BIDS Apps overcome this limitation by taking advantage of the Singularity container technology. As a proof of concept, this work is accompanied by 22 ready to use BIDS Apps, packaging a diverse set of commonly used neuroimaging algorithms.</p></div></front><back><div1 type="bibliography"><listBibl><biblStruct><analytic><author><name sortKey="Hanke, M" uniqKey="Hanke M">M Hanke</name></author><author><name sortKey="Halchenko, Yo" uniqKey="Halchenko Y">YO Halchenko</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Halchenko, Yo" uniqKey="Halchenko Y">YO Halchenko</name></author><author><name sortKey="Hanke, M" uniqKey="Hanke M">M Hanke</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Boekel, W" uniqKey="Boekel W">W Boekel</name></author><author><name sortKey="Wagenmakers, E J" uniqKey="Wagenmakers E">E-J Wagenmakers</name></author><author><name sortKey="Belay, L" uniqKey="Belay L">L Belay</name></author><author><name sortKey="Verhagen, J" uniqKey="Verhagen J">J Verhagen</name></author><author><name sortKey="Brown, 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uniqKey="Wells G">GN Wells</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Esteban, O" uniqKey="Esteban O">O. Esteban</name></author><author><name sortKey="Birman, D" uniqKey="Birman D">D. Birman</name></author><author><name sortKey="Schaer, M" uniqKey="Schaer M">M. Schaer</name></author><author><name sortKey="Koyejo, O O" uniqKey="Koyejo O">O. O. Koyejo</name></author><author><name sortKey="Poldrack, R A" uniqKey="Poldrack R">R. A. Poldrack</name></author><author><name sortKey="Gorgolewski, K J" uniqKey="Gorgolewski K">K. J. Gorgolewski</name></author></analytic></biblStruct></listBibl></div1></back></TEI><affiliations><list><country><li>Australie</li><li>Canada</li><li>France</li><li>Royaume-Uni</li><li>Suisse</li><li>Suède</li><li>États-Unis</li></country><region><li>Angleterre</li><li>Californie</li><li>Grand Londres</li><li>Maryland</li><li>Massachusetts</li><li>New Hampshire</li><li>Ontario</li><li>Oregon</li><li>Oxfordshire</li><li>Québec</li><li>Texas</li><li>État de New York</li><li>Île-de-France</li></region><settlement><li>Austin (Texas)</li><li>Londres</li><li>Montréal</li><li>Oxford</li><li>Palaiseau</li><li>Toronto</li></settlement><orgName><li>Université de Londres</li><li>Université de Toronto</li><li>Université du Texas à Austin</li></orgName></list><tree><country name="États-Unis"><region name="Californie"><name sortKey="Gorgolewski, Krzysztof J" sort="Gorgolewski, Krzysztof J" uniqKey="Gorgolewski K" first="Krzysztof J." last="Gorgolewski">Krzysztof J. Gorgolewski</name></region><name sortKey="Capot, Mihai" sort="Capot, Mihai" uniqKey="Capot M" first="Mihai" last="Capot">Mihai Capot</name><name sortKey="Cohen, Alexander Li" sort="Cohen, Alexander Li" uniqKey="Cohen A" first="Alexander Li" last="Cohen">Alexander Li Cohen</name><name sortKey="Craddock, R Cameron" sort="Craddock, R Cameron" uniqKey="Craddock R" first="R. Cameron" last="Craddock">R. Cameron Craddock</name><name sortKey="Craddock, R Cameron" sort="Craddock, R Cameron" uniqKey="Craddock R" first="R. Cameron" last="Craddock">R. Cameron Craddock</name><name sortKey="Esteban, Oscar" sort="Esteban, Oscar" uniqKey="Esteban O" first="Oscar" last="Esteban">Oscar Esteban</name><name sortKey="Ghosh, Satrajit S" sort="Ghosh, Satrajit S" uniqKey="Ghosh S" first="Satrajit S." last="Ghosh">Satrajit S. Ghosh</name><name sortKey="Ghosh, Satrajit S" sort="Ghosh, Satrajit S" uniqKey="Ghosh S" first="Satrajit S." last="Ghosh">Satrajit S. Ghosh</name><name sortKey="Guntupalli, J Swaroop" sort="Guntupalli, J Swaroop" uniqKey="Guntupalli J" first="J. Swaroop" last="Guntupalli">J. Swaroop Guntupalli</name><name sortKey="Keshavan, Anisha" sort="Keshavan, Anisha" uniqKey="Keshavan A" first="Anisha" last="Keshavan">Anisha Keshavan</name><name sortKey="Kiar, Gregory" sort="Kiar, Gregory" uniqKey="Kiar G" first="Gregory" last="Kiar">Gregory Kiar</name><name sortKey="Kiar, Gregory" sort="Kiar, Gregory" uniqKey="Kiar G" first="Gregory" last="Kiar">Gregory Kiar</name><name sortKey="Poldrack, Russell A" sort="Poldrack, Russell A" uniqKey="Poldrack R" first="Russell A." last="Poldrack">Russell A. Poldrack</name><name sortKey="Wang, Yida" sort="Wang, Yida" uniqKey="Wang Y" first="Yida" last="Wang">Yida Wang</name><name sortKey="Yarkoni, Tal" sort="Yarkoni, Tal" uniqKey="Yarkoni T" first="Tal" last="Yarkoni">Tal Yarkoni</name></country><country name="Royaume-Uni"><region name="Angleterre"><name sortKey="Alfaro Almagro, Fidel" sort="Alfaro Almagro, Fidel" uniqKey="Alfaro Almagro F" first="Fidel" last="Alfaro-Almagro">Fidel Alfaro-Almagro</name></region><name sortKey="Auer, Tibor" sort="Auer, Tibor" uniqKey="Auer T" first="Tibor" last="Auer">Tibor Auer</name><name sortKey="Flandin, Guillaume" sort="Flandin, Guillaume" uniqKey="Flandin G" first="Guillaume" last="Flandin">Guillaume Flandin</name><name sortKey="Jenkinson, Mark" sort="Jenkinson, Mark" uniqKey="Jenkinson M" first="Mark" last="Jenkinson">Mark Jenkinson</name></country><country name="Canada"><region name="Québec"><name sortKey="Bellec, Pierre" sort="Bellec, Pierre" uniqKey="Bellec P" first="Pierre" last="Bellec">Pierre Bellec</name></region><name sortKey="Bellec, Pierre" sort="Bellec, Pierre" uniqKey="Bellec P" first="Pierre" last="Bellec">Pierre Bellec</name><name sortKey="Chakravarty, M Mallar" sort="Chakravarty, M Mallar" uniqKey="Chakravarty M" first="M. Mallar" last="Chakravarty">M. Mallar Chakravarty</name><name sortKey="Chakravarty, M Mallar" sort="Chakravarty, M Mallar" uniqKey="Chakravarty M" first="M. Mallar" last="Chakravarty">M. Mallar Chakravarty</name><name sortKey="Churchill, Nathan W" sort="Churchill, Nathan W" uniqKey="Churchill N" first="Nathan W." last="Churchill">Nathan W. Churchill</name><name sortKey="Devenyi, Gabriel A" sort="Devenyi, Gabriel A" uniqKey="Devenyi G" first="Gabriel A." last="Devenyi">Gabriel A. Devenyi</name><name sortKey="Devenyi, Gabriel A" sort="Devenyi, Gabriel A" uniqKey="Devenyi G" first="Gabriel A." last="Devenyi">Gabriel A. Devenyi</name><name sortKey="Raamana, Pradeep Reddy" sort="Raamana, Pradeep Reddy" uniqKey="Raamana P" first="Pradeep Reddy" last="Raamana">Pradeep Reddy Raamana</name><name sortKey="Raamana, Pradeep Reddy" sort="Raamana, Pradeep Reddy" uniqKey="Raamana P" first="Pradeep Reddy" last="Raamana">Pradeep Reddy Raamana</name><name sortKey="Steele, Christopher J" sort="Steele, Christopher J" uniqKey="Steele C" first="Christopher J." last="Steele">Christopher J. Steele</name><name sortKey="Steele, Christopher J" sort="Steele, Christopher J" uniqKey="Steele C" first="Christopher J." last="Steele">Christopher J. Steele</name><name sortKey="Strother, Stephen C" sort="Strother, Stephen C" uniqKey="Strother S" first="Stephen C." last="Strother">Stephen C. Strother</name><name sortKey="Strother, Stephen C" sort="Strother, Stephen C" uniqKey="Strother S" first="Stephen C." last="Strother">Stephen C. Strother</name></country><country name="Suède"><noRegion><name sortKey="Eklund, Anders" sort="Eklund, Anders" uniqKey="Eklund A" first="Anders" last="Eklund">Anders Eklund</name></noRegion><name sortKey="Eklund, Anders" sort="Eklund, Anders" uniqKey="Eklund A" first="Anders" last="Eklund">Anders Eklund</name><name sortKey="Eklund, Anders" sort="Eklund, Anders" uniqKey="Eklund A" first="Anders" last="Eklund">Anders Eklund</name><name sortKey="Quirion, Pierre Olivier" sort="Quirion, Pierre Olivier" uniqKey="Quirion P" first="Pierre-Olivier" last="Quirion">Pierre-Olivier Quirion</name></country><country name="Suisse"><noRegion><name sortKey="Liem, Franziskus" sort="Liem, Franziskus" uniqKey="Liem F" first="Franziskus" last="Liem">Franziskus Liem</name></noRegion></country><country name="Australie"><noRegion><name sortKey="Raffelt, David" sort="Raffelt, David" uniqKey="Raffelt D" first="David" last="Raffelt">David Raffelt</name></noRegion><name sortKey="Smith, Robert E" sort="Smith, Robert E" uniqKey="Smith R" first="Robert E." last="Smith">Robert E. Smith</name></country><country name="France"><region name="Île-de-France"><name sortKey="Varoquaux, Gael" sort="Varoquaux, Gael" uniqKey="Varoquaux G" first="Gaël" last="Varoquaux">Gaël Varoquaux</name></region></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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