ArticleScientific data2014
An open science resource for establishing reliability and reproducibility in functional connectomics.
Abstract readDataset
In one paragraph
Article in Scientific data, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 231 papers, 6 of them syntheses that pooled it.
0numbers the graph read from it
0cells of the map it votes in
231citing papers in PubMed, 6 pooled it
–field-weighted citation impact
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
231 citing papers in PubMed, 6 syntheses or guidelines pooled it.
- A comprehensive analysis of brain network complexity in task-based fMRI using entropy: systematic review.Brain imaging and behavior · 2026Pooled it
- The Genetic Architecture of the Human Corpus Callosum and its Subregions.Nature communications · 2025Pooled it
- Quantitative assessment of neurodevelopmental maturation: a comprehensive systematic literature review of artificial intelligence-based brain age prediction in pediatric populations.Frontiers in neuroinformatics · 2024Pooled it
- ENIGMA and global neuroscience: A decade of large-scale studies of the brain in health and disease across more than 40 countries.Translational psychiatry · 2020Pooled it
- A decade of test-retest reliability of functional connectivity: A systematic review and meta-analysis.NeuroImage · 2019Pooled it
- A resting state fMRI analysis pipeline for pooling inference across diverse cohorts: an ENIGMA rs-fMRI protocol.Brain imaging and behavior · 2019Pooled it
- Brain distortion and cerebrospinal fluid shifts in spontaneous intracranial hypotension.Fluids and barriers of the CNS · 2026Article
- Beyond the LUMIR challenge: The pathway to foundational registration models.Medical image analysis · 2026Article
- Brain parenchyma deformation and strain in patients with spontaneous intracranial hypotension.Fluids and barriers of the CNS · 2026Article
- The State of Motion: Demographic and Representational Consequences of Motion-Based Exclusion in FMRI.bioRxiv : the preprint server for biology · 2026Article
- Mapping structural and functional brain networks associated with migraine.The journal of headache and pain · 2026Article
- Brain network mapping of structural and functional alterations associated with alexithymia.Translational psychiatry · 2026Article
- Excessive Censoring Degrades Individual-Specific Cortical Parcellations and Personalized TMS Targets.bioRxiv : the preprint server for biology · 2026Article
- Diurnal Variations and Test-Retest Reliability of Resting-State Functional MRI Metrics.Human brain mapping · 2026Article
- Increasing the Reliability of Functional Connectivity by Predicting Long-Scan Functional Connectivity based on Short-Scan Functional Connectivity: Model Exploration, Explanation, Validation, and Application.Neuroinformatics · 2026Article
- Opportunities and pitfalls of data contextualization in neuroimaging.Nature reviews. Neuroscience · 2026Review
- Technical considerations of functional MRI in deep brain stimulation: recent advances and future perspectives.NeuroImage · 2026Review
- MRI In Vivo Detection of Amyloid-β Protein Deposition in Different Brain Regions of Patients with AD and MCI.Brain topography · 2026Article
- A proof-of-concept study on the use of large language models for assessing research methodology in neuroimaging.Neuroscience informatics · 2026Article
- Divergence unveils further distinct phenotypic traits of human brain connectomics fingerprint.iScience · 2026Article
171 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
85 authors.
Xi-Nian ZuoKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China ; Faculty of Psychology, Southwest University , Beibei, Chongqing 400715, China.
Jeffrey S AndersonDivision of Neuroradiology, University of Utah , Salt Lake City, Utah 84132, USA.
Pierre BellecUnité de neuroimagerie fonctionnelle, Centre de recherche de l'institut universitaire de gériatrie de Montréal, Université de Montréal , Montreal, Quebec, Canada H3W 1W5.
Rasmus M BirnDepartment of Psychiatry, University of Wisconsin-Madison , Madison, Wisconsin 53719, USA.
Bharat B BiswalDepartment of Biomedical Engineering, New Jersey Institute of Technology , Newark, New Jersey 07102, USA.
Janusch BlautzikInstitute of Clinical Radiology, Ludwig-Maximilians-University , 80336 Munich, Germany.
John C S BreitnerCentre for Studies on Prevention of Alzheimer's Disease, Department of Psychiatry, Douglas Institute, McGill University Faculty of Medicine , Montreal, Quebec, Canada H4H 1R3.
Randy L BucknerDepartment of Psychology, Harvard University , Cambridge, Massachussetts 02138, USA.
Vince D CalhounMind Research Network , Albuquerque, New Mexico 87106, USA.
F Xavier CastellanosNathan S. Kline Institute for Psychiatric Research , Orangeburg, New York 10962, USA ; Phyllis Green and Randolph Cōwen Institute for Pediatric Neuroscience, the Child Study Center at NYU Langone Medical Center , New York, New York 10016, USA.
Antao ChenFaculty of Psychology, Southwest University , Beibei, Chongqing 400715, China.
Bing ChenCenter for Cognition and Brain Disorders, Hangzhou Normal University, Gongshu , Hangzhou, Zhejiang 311121, China.
Jiangtao ChenFaculty of Psychology, Southwest University , Beibei, Chongqing 400715, China.
Xu ChenFaculty of Psychology, Southwest University , Beibei, Chongqing 400715, China.
Stanley J ColcombeNathan S. Kline Institute for Psychiatric Research , Orangeburg, New York 10962, USA.
William CourtneyMind Research Network , Albuquerque, New Mexico 87106, USA.
R Cameron CraddockNathan S. Kline Institute for Psychiatric Research , Orangeburg, New York 10962, USA ; Center for the Developing Brain, Child Mind Institute , New York, New York 10022, USA.
Adriana Di MartinoPhyllis Green and Randolph Cōwen Institute for Pediatric Neuroscience, the Child Study Center at NYU Langone Medical Center , New York, New York 10016, USA.
Hao-Ming DongKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China ; University of Chinese Academy of Sciences , Shijingshan, Beijing 100049, China.
Xiaolan FuKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China ; State Key Laboratory of Brain and Cognitive Science, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China.
Qiyong GongHuaxi MR Research Center (HMRRC), Department of Radiology, West China Hospital of Sichuan University, Wuhou , Chengdu, Sichuan 610041, China.
Krzysztof J GorgolewskiMax Planck Research Group for Neuroanatomy & Connectivity, Max Planck Institute for Human Cognitive and Brain Sciences , 04103 Leipzig, Germany.
Ying HanDepartment of Neurology, Xuanwu Hospital, Capital Medical University , Xicheng, Beijing 100053, China.
Ye HeKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China ; University of Chinese Academy of Sciences , Shijingshan, Beijing 100049, China.
Yong HeState Key Laboratory of Cognitive Neuroscience and Learning and IDG/McGovern Institute for Brain Research, Beijing Normal University , Haidian, Beijing 100875, China.
Erica HoNathan S. Kline Institute for Psychiatric Research , Orangeburg, New York 10962, USA ; Center for the Developing Brain, Child Mind Institute , New York, New York 10022, USA.
Avram HolmesDepartment of Psychology, Yale University , New Haven, Connecticut 06511, USA.
Xiao-Hui HouKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China ; University of Chinese Academy of Sciences , Shijingshan, Beijing 100049, China.
Jeremy HuckinsDepartment of Psychological and Brain Sciences, Center for Cognitive Neuroscience, Dartmouth College , Hanover, New Hampshire 03755, USA.
Tianzi JiangBrainnetome Center and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences , Haidian, Beijing 100190, China.
Yi JiangKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China.
William KelleyDepartment of Psychological and Brain Sciences, Center for Cognitive Neuroscience, Dartmouth College , Hanover, New Hampshire 03755, USA.
Clare KellyPhyllis Green and Randolph Cōwen Institute for Pediatric Neuroscience, the Child Study Center at NYU Langone Medical Center , New York, New York 10016, USA.
Margaret KingMind Research Network , Albuquerque, New Mexico 87106, USA.
Stephen M LaConteVirginia Tech Carilion Research Institute , Roanoke, Virginia 24016, USA.
Janet E LainhartDepartment of Psychiatry, University of Wisconsin-Madison , Madison, Wisconsin 53719, USA.
Xu LeiFaculty of Psychology, Southwest University , Beibei, Chongqing 400715, China.
Hui-Jie LiKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China.
Kaiming LiHuaxi MR Research Center (HMRRC), Department of Radiology, West China Hospital of Sichuan University, Wuhou , Chengdu, Sichuan 610041, China.
Kuncheng LiDepartment of Radiology, Xuanwu Hospital, Capital Medical University , Xicheng, Beijing 100053, China.
Qixiang LinState Key Laboratory of Cognitive Neuroscience and Learning and IDG/McGovern Institute for Brain Research, Beijing Normal University , Haidian, Beijing 100875, China.
Dongqiang LiuCenter for Cognition and Brain Disorders, Hangzhou Normal University, Gongshu , Hangzhou, Zhejiang 311121, China.
Jia LiuState Key Laboratory of Cognitive Neuroscience and Learning and IDG/McGovern Institute for Brain Research, Beijing Normal University , Haidian, Beijing 100875, China.
Xun LiuKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China.
Yijun LiuFaculty of Psychology, Southwest University , Beibei, Chongqing 400715, China.
Guangming LuDepartment of Medical Imaging, Jinling Hospital, School of Medicine, Nanjing University, Xuanwu , Nanjing, Jiangsu 210002, China.
Jie LuDepartment of Radiology, Xuanwu Hospital, Capital Medical University , Xicheng, Beijing 100053, China.
Beatriz LunaDepartment of Psychiatry, School of Medicine, University of Pittsburgh , Pittsburgh, Pennsylvania 15213, USA.
Jing LuoBeijing Key Laboratory of Learning and Cognition, Department of Psychology, Capital Normal University , Haidian, Beijing 100048, China.
Daniel LurieNathan S. Kline Institute for Psychiatric Research , Orangeburg, New York 10962, USA ; Center for the Developing Brain, Child Mind Institute , New York, New York 10022, USA.
Ying MaoDepartment of Neurosurgery, Huashan Hospital, Fudan University , Jingan, Shanghai 200040, China.
Daniel S MarguliesMax Planck Research Group for Neuroanatomy & Connectivity, Max Planck Institute for Human Cognitive and Brain Sciences , 04103 Leipzig, Germany.
Andrew R MayerMind Research Network , Albuquerque, New Mexico 87106, USA.
Thomas MeindlInstitute of Clinical Radiology, Ludwig-Maximilians-University , 80336 Munich, Germany.
Mary E MeyerandDepartment of Biomedical Engineering, University of Wisconsin-Madison , Madison, Wisconsin 53705, USA.
Weizhi NanKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China ; University of Chinese Academy of Sciences , Shijingshan, Beijing 100049, China.
Jared A NielsenDivision of Neuroradiology, University of Utah , Salt Lake City, Utah 84132, USA.
David O'ConnorNathan S. Kline Institute for Psychiatric Research , Orangeburg, New York 10962, USA ; Center for the Developing Brain, Child Mind Institute , New York, New York 10022, USA.
David PaulsenDepartment of Psychiatry, School of Medicine, University of Pittsburgh , Pittsburgh, Pennsylvania 15213, USA.
Vivek PrabhakaranDepartment of Radiology, University of Wisconsin-Madison , Madison, Wisconsin 53705, USA.
Zhigang QiDepartment of Radiology, Xuanwu Hospital, Capital Medical University , Xicheng, Beijing 100053, China.
Jiang QiuFaculty of Psychology, Southwest University , Beibei, Chongqing 400715, China.
Chunhong ShaoDepartment of Psychiatry, Huashan Hospital, Fudan University , Jingan, Shanghai 200021, China.
Zarrar ShehzadNathan S. Kline Institute for Psychiatric Research , Orangeburg, New York 10962, USA ; Center for the Developing Brain, Child Mind Institute , New York, New York 10022, USA.
Weijun TangDepartment of Radiology, Huashan Hospital, Fudan University , Jingan, Shanghai 200040, China.
Arno VillringerDepartment of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences , Leipzig 04103, Germany.
Huiling WangDepartment of Psychiatry, Renmin Hospital of Wuhan University , Wuhan, Hubei 430060, China.
Kai WangKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China ; University of Chinese Academy of Sciences , Shijingshan, Beijing 100049, China.
Dongtao WeiFaculty of Psychology, Southwest University , Beibei, Chongqing 400715, China.
Gao-Xia WeiKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China.
Xu-Chu WengCenter for Cognition and Brain Disorders, Hangzhou Normal University, Gongshu , Hangzhou, Zhejiang 311121, China.
Xuehai WuDepartment of Neurosurgery, Huashan Hospital, Fudan University , Jingan, Shanghai 200040, China.
Ting XuKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China ; Nathan S. Kline Institute for Psychiatric Research , Orangeburg, New York 10962, USA ; Center for the Developing Brain, Child Mind Institute , New York, New York 10022, USA.
Ning YangKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China ; University of Chinese Academy of Sciences , Shijingshan, Beijing 100049, China.
Zhi YangKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China.
Yu-Feng ZangCenter for Cognition and Brain Disorders, Hangzhou Normal University, Gongshu , Hangzhou, Zhejiang 311121, China.
Lei ZhangKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China ; University of Chinese Academy of Sciences , Shijingshan, Beijing 100049, China.
Qinglin ZhangFaculty of Psychology, Southwest University , Beibei, Chongqing 400715, China.
Zhe ZhangKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China ; University of Chinese Academy of Sciences , Shijingshan, Beijing 100049, China.
Zhiqiang ZhangDepartment of Medical Imaging, Jinling Hospital, School of Medicine, Nanjing University, Xuanwu , Nanjing, Jiangsu 210002, China.
Ke ZhaoKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China.
Zonglei ZhenState Key Laboratory of Cognitive Neuroscience and Learning and IDG/McGovern Institute for Brain Research, Beijing Normal University , Haidian, Beijing 100875, China.
Yuan ZhouKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China.
Xing-Ting ZhuKey Laboratory of Behavioral Science and Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences , Chaoyang, Beijing 100101, China ; University of Chinese Academy of Sciences , Shijingshan, Beijing 100049, China.
Michael P MilhamNathan S. Kline Institute for Psychiatric Research , Orangeburg, New York 10962, USA ; Center for the Developing Brain, Child Mind Institute , New York, New York 10022, USA.
Funding
Multivariate methods for identifying multitask/multimodal brain imaging biomarkersR01EB006841 · NIBIB · THE MIND RESEARCH NETWORK · PI VINCE D CALHOUN, Sergey Plis · 2007 to 2026
$9.8MCOINSTAC: Decentralized, Scalable Analysis of Loosely Coupled DataR01DA040487 · NIDA · THE MIND RESEARCH NETWORK · PI CALHOUN, VINCE D, PLIS, SERGEY · 2015 to 2024
$7.1MReward Processing in AdolescenceR01MH080243 · NIMH · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI LUNA, BEATRIZ · 2008 to 2019
$5.5MResearch Methods for Cognitive RehabilitationR24HD050836 · NICHD · ALBERT EINSTEIN HEALTHCARE NETWORK · PI WHYTE, JOHN · 2005 to 2009
$4.4MNeural Predictors of Self-Regulation Failure and Success for Appetitive BehaviorR01DA022582 · NIDA · DARTMOUTH COLLEGE · PI HAXBY, JAMES V · 2006 to 2017
$3.8MUnified multivariate data-driven solutions for static and dynamic brain connectivityR01EB020407 · NIBIB · THE MIND RESEARCH NETWORK · PI ADALI, TULAY, CALHOUN, VINCE D · 2015 to 2018
$2.7MDiscovery Science of Human Brain Function Across the LifespanR01MH094639 · NIMH · NATHAN S. KLINE INSTITUTE FOR PSYCH RES · PI MILHAM, MICHAEL PETER · 2011 to 2014
$2.7MFunctional and Structural Connectivity in Adult Attention Deficit Hyperactivity DR01MH083246 · NIMH · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI CASTELLANOS, FRANCISCO XAVIER · 2009 to 2011
$1.7MNeural Substrates of Variability in Attention Deficit Hyperactivity Disorder (ADHR01MH081218 · NIMH · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI CASTELLANOS, FRANCISCO XAVIER · 2008 to 2010
$1.7MAttentional Dysfunction and Recovery in Traumatic Brain Injury (TBI)R21NS064464 · NINDS · THE MIND RESEARCH NETWORK · PI MAYER, ANDREW ROBERT · 2009 to 2010
$938kLongitudinal Characterization of Functional Connectivity in AutismK08MH092697 · NIMH · UNIVERSITY OF UTAH · PI ANDERSON, JEFFREY · 2011 to 2015
$912kDimensional Neurogenetic Markers of Limbic System Integrity & Psychiatric IllnessK01MH099232 · NIMH · YALE UNIVERSITY · PI HOLMES, AVRAM J · 2013 to 2017
$738kNIBIB NIH HHS R01 EB006841NIBIB NIH HHS R01 EB020407NICHD NIH HHS R24 HD050836NIDA NIH HHS R01 DA022582NIDA NIH HHS R01 DA040487NIMH NIH HHS K01 MH099232NIMH NIH HHS K08 MH092697NIMH NIH HHS R01 MH080243NIMH NIH HHS R01 MH081218NIMH NIH HHS R01 MH083246NIMH NIH HHS R01 MH094639NIMH NIH HHS R21 MH084126NINDS NIH HHS R21 NS064464
Abstract
Efforts to identify meaningful functional imaging-based biomarkers are limited by the ability to reliably characterize inter-individual differences in human brain function. Although a growing number of connectomics-based measures are reported to have moderate to high test-retest reliability, the variability in data acquisition, experimental designs, and analytic methods precludes the ability to generalize results. The Consortium for Reliability and Reproducibility (CoRR) is working to address this challenge and establish test-retest reliability as a minimum standard for methods development in functional connectomics. Specifically, CoRR has aggregated 1,629 typical individuals' resting state fMRI (rfMRI) data (5,093 rfMRI scans) from 18 international sites, and is openly sharing them via the International Data-sharing Neuroimaging Initiative (INDI). To allow researchers to generate various estimates of reliability and reproducibility, a variety of data acquisition procedures and experimental designs are included. Similarly, to enable users to assess the impact of commonly encountered artifacts (for example, motion) on characterizations of inter-individual variation, datasets of varying quality are included.
Indexed as
ConnectomeBrainDatasets as TopicHumansMagnetic Resonance ImagingReproducibility of Results
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Read underepoch 390
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.