{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,7]],"date-time":"2025-11-07T18:39:48Z","timestamp":1762540788889,"version":"3.37.3"},"reference-count":63,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"9","license":[{"start":{"date-parts":[[2020,9,1]],"date-time":"2020-09-01T00:00:00Z","timestamp":1598918400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2020,9,1]],"date-time":"2020-09-01T00:00:00Z","timestamp":1598918400000},"content-version":"am","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2020,9,1]],"date-time":"2020-09-01T00:00:00Z","timestamp":1598918400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2020,9,1]],"date-time":"2020-09-01T00:00:00Z","timestamp":1598918400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"NIH","award":["R01EB020407","R01EB006841","P20GM103472","P30GM122734"],"award-info":[{"award-number":["R01EB020407","R01EB006841","P20GM103472","P30GM122734"]}]},{"name":"NSF","award":["1539067"],"award-info":[{"award-number":["1539067"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Biomed. Eng."],"published-print":{"date-parts":[[2020,9]]},"DOI":"10.1109\/tbme.2020.2964724","type":"journal-article","created":{"date-parts":[[2020,1,7]],"date-time":"2020-01-07T20:57:23Z","timestamp":1578430643000},"page":"2572-2584","source":"Crossref","is-referenced-by-count":10,"title":["Meta-Modal Information Flow: A Method for Capturing Multimodal Modular Disconnectivity in Schizophrenia"],"prefix":"10.1109","volume":"67","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2202-1016","authenticated-orcid":false,"given":"Haleh","family":"Falakshahi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9404-0924","authenticated-orcid":false,"given":"Victor M.","family":"Vergara","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1724-7523","authenticated-orcid":false,"given":"Jingyu","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daniel H.","family":"Mathalon","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Judith M.","family":"Ford","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"James","family":"Voyvodic","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bryon A.","family":"Mueller","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Aysenil","family":"Belger","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sarah","family":"McEwen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Steven G.","family":"Potkin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Adrian","family":"Preda","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hooman","family":"Rokham","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jing","family":"Sui","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jessica A.","family":"Turner","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sergey","family":"Plis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9058-0747","authenticated-orcid":false,"given":"Vince D.","family":"Calhoun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4614-8775-3_10"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4614-8775-3"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/ISBI.2007.357030"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.pscychresns.2013.07.008"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.schres.2012.03.011"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.biopsych.2015.02.017"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1995.7.6.1129"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/97.566704"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2011.12.076"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2008.922513"},{"key":"ref60","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1016\/j.pscychresns.2010.04.008","article-title":"Default mode network abnormalities in bipolar disorder and schizophrenia","volume":"183","author":"\u00f6ng\u00fcr","year":"2010","journal-title":"Psychiatry Res Neuroimaging"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1016\/j.nicl.2014.07.003"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1016\/j.schres.2015.11.021"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2011.12.090"},{"key":"ref28","doi-asserted-by":"crossref","first-page":"640","DOI":"10.1093\/schbul\/sbp131","article-title":"Altered functional and anatomical connectivity in schizophrenia","volume":"37","author":"camchong","year":"2009","journal-title":"Schizophrenia Bulletin"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.biopsych.2010.03.035"},{"key":"ref29","doi-asserted-by":"crossref","first-page":"223","DOI":"10.1192\/bjp.bp.110.081836","article-title":"Neural activation and radial diffusivity in schizophrenia: Combined fMRI and diffusion tensor imaging study","volume":"198","author":"koch","year":"2011","journal-title":"Brit J Psychiatry"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2014.04.060"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.bpsc.2015.12.005"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1093\/oxfordjournals.schbul.a033321"},{"key":"ref22","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1016\/j.schres.2015.06.014","article-title":"Functional disconnection between the visual cortex and the sensorimotor cortex suggests a potential mechanism for self-disorder in schizophrenia","volume":"166","author":"chen","year":"2015","journal-title":"Schizophrenia Res"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.2874-10.2010"},{"key":"ref24","article-title":"Capturing blocked paths and missing edges in a meta-modal framework","author":"falakshahi","year":"2018","journal-title":"Proc Sixth Biennial Conf Resting State Brain Connectivity"},{"key":"ref23","article-title":"Capturing information flow in a meta-modal framework","author":"falakshahi","year":"2018","journal-title":"Organization for Human Brain Mapping"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2009.08.056"},{"key":"ref25","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1016\/j.pscychresns.2007.02.002","article-title":"White matter abnormalities associated with auditory hallucinations in schizophrenia: A combined study of voxel-based analyses of diffusion tensor imaging and structural magnetic resonance imaging","volume":"156","author":"seok","year":"2007","journal-title":"Psychiatry Res Neuroimaging"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/j.jneumeth.2008.04.012"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1016\/j.pscychresns.2014.02.011"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1016\/j.schres.2015.03.027"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.3389\/fnhum.2012.00189"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.98.2.676"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1001\/archpsyc.55.12.1097"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1016\/S0278-5846(97)00159-0"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1001\/archpsyc.56.4.367"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1016\/S0006-3223(99)00152-3"},{"key":"ref52","first-page":"2825","article-title":"Scikit-learn: Machine learning in python","volume":"12","author":"pedregosa","year":"2011","journal-title":"J Mach Learn Res"},{"key":"ref10","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1016\/j.neuroimage.2016.02.079","article-title":"Single subject prediction of brain disorders in neuroimaging: Promises and pitfalls","volume":"145","author":"arbabshirani","year":"2017","journal-title":"NeuroImage"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1006\/nimg.1995.1007"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-88146-1_7"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1136\/jnnp.2003.032714"},{"key":"ref13","first-page":"534","article-title":"Diffusion tensor imaging: Concepts and applications","volume":"13","author":"le bihan","year":"2001","journal-title":"J Magn Reson Imag Off J Int Soc Magn Reson Med"},{"key":"ref14","doi-asserted-by":"crossref","first-page":"436","DOI":"10.1093\/schbul\/sby045","article-title":"Linked 4-way multimodal brain differences in schizophrenia in a large Chinese Han population","volume":"45","author":"liu","year":"2019","journal-title":"Schizophrenia Bulletin"},{"key":"ref15","doi-asserted-by":"crossref","first-page":"26","DOI":"10.3389\/fnhum.2012.00027","article-title":"A selective review of multimodal fusion methods in schizophrenia","volume":"6","author":"sui","year":"2012","journal-title":"Frontiers Human Neuroscience"},{"key":"ref16","first-page":"115","article-title":"The disconnection hypothesis","volume":"30","author":"friston","year":"1998","journal-title":"Elsevier"},{"key":"ref17","first-page":"89","article-title":"Schizophrenia: A disconnection syndrome","volume":"3","author":"friston","year":"1995","journal-title":"Clin Neurosci"},{"key":"ref18","doi-asserted-by":"crossref","first-page":"143","DOI":"10.1016\/S0920-9964(97)00114-X","article-title":"The dysplastic net hypothesis: An integration of developmental and dysconnectivity theories of schizophrenia","volume":"2?3","author":"bullmore","year":"1997","journal-title":"Schizophrenia Research"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2011.12.090"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2011.04.011"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TCDS.2017.2680408"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2010.936725"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/IEMBS.2006.259810"},{"key":"ref8","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1177\/155005940803900206","article-title":"Combining ERP and structural MRI information in first episode schizophrenia and bipolar disorder","volume":"39","author":"mccarley","year":"2008","journal-title":"Clinical EEG and Neuroscience"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1002\/hbm.20166"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2013.00137"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"68","DOI":"10.1016\/j.jneumeth.2011.10.031","article-title":"A review of multivariate methods for multimodal fusion of brain imaging data","volume":"204","author":"sui","year":"2012","journal-title":"J Neuroscience Methods"},{"key":"ref46","first-page":"72","article-title":"Random Networks","author":"albert-l\u00e1szl\u00f3","year":"2016","journal-title":"Network Science"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1007\/s00440-014-0576-6"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.3389\/neuro.11.036.2009"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2015.09.003"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.csda.2017.11.009"},{"key":"ref41","first-page":"1168","article-title":"A fast and scalable joint estimator for learning multiple related sparse gaussian graphical models","volume":"54","author":"wang","year":"0","journal-title":"Proc Int Conf Mach Learn"},{"key":"ref44","first-page":"13","article-title":"Paths and Connectedness","author":"balakrishnan","year":"2012","journal-title":"A Textbook of Graph Theory"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1093\/biomet\/asq060"}],"container-title":["IEEE Transactions on Biomedical Engineering"],"original-title":[],"link":[{"URL":"https:\/\/ieeexplore.ieee.org\/ielam\/10\/9171585\/8951266-aam.pdf","content-type":"application\/pdf","content-version":"am","intended-application":"syndication"},{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10\/9171585\/08951266.pdf?arnumber=8951266","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,4,27]],"date-time":"2022-04-27T17:18:48Z","timestamp":1651079928000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8951266\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,9]]},"references-count":63,"journal-issue":{"issue":"9"},"URL":"https:\/\/doi.org\/10.1109\/tbme.2020.2964724","relation":{},"ISSN":["0018-9294","1558-2531"],"issn-type":[{"type":"print","value":"0018-9294"},{"type":"electronic","value":"1558-2531"}],"subject":[],"published":{"date-parts":[[2020,9]]}}}