Statistical machine learning to identify traumatic brain injury (TBI) from structural disconnections of white matter networks
Identifying diffuse axonal injury (DAI) in patients with traumatic brain injury (TBI) presenting with normal appearing radiological MRI presents a significant challenge. Neuroimaging methods such as diffusion MRI and probabilistic tractography, which probe the connectivity of neural networks, show s...
Saved in:
Published in | NeuroImage (Orlando, Fla.) Vol. 129; pp. 247 - 259 |
---|---|
Main Authors | , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
United States
Elsevier Inc
01.04.2016
Elsevier Limited |
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Identifying diffuse axonal injury (DAI) in patients with traumatic brain injury (TBI) presenting with normal appearing radiological MRI presents a significant challenge. Neuroimaging methods such as diffusion MRI and probabilistic tractography, which probe the connectivity of neural networks, show significant promise. We present a machine learning approach to classify TBI participants primarily with mild traumatic brain injury (mTBI) based on altered structural connectivity patterns derived through the network based statistical analysis of structural connectomes generated from TBI and age-matched control groups. In this approach, higher order diffusion models were used to map white matter connections between 116 cortical and subcortical regions. Tracts between these regions were generated using probabilistic tracking and mean fractional anisotropy (FA) measures along these connections were encoded in the connectivity matrices. Network-based statistical analysis of the connectivity matrices was performed to identify the network differences between a representative subset of the two groups. The affected network connections provided the feature vectors for principal component analysis and subsequent classification by random forest. The validity of the approach was tested using data acquired from a total of 179 TBI patients and 146 controls participants. The analysis revealed altered connectivity within a number of intra- and inter-hemispheric white matter pathways associated with DAI, in consensus with existing literature. A mean classification accuracy of 68.16%±1.81% and mean sensitivity of 80.0%±2.36% were achieved in correctly classifying the TBI patients evaluated on the subset of the participants that was not used for the statistical analysis, in a 10-fold cross-validation framework. These results highlight the potential for statistical machine learning approaches applied to structural connectomes to identify patients with diffusive axonal injury.
[Display omitted]
•Method to identify diffuse axonal injury in mild traumatic brain injury (mTBI) patients from structural connectivity patterns.•Network-based statistics (NBS) is used to find significant network differences in mTBI and controls.•Fractional anisotropy (FA) features of the different structural connections obtained from NBS used as features.•Random forest classifier discriminates between mTBI and controls based on FA features.•Discriminative and significant network differences obtained from feature importance of random forest. |
---|---|
AbstractList | Identifying diffuse axonal injury (DAI) in patients with traumatic brain injury (TBI) presenting with normal appearing radiological MRI presents a significant challenge. Neuroimaging methods such as diffusion MRI and probabilistic tractography, which probe the connectivity of neural networks, show significant promise. We present a machine learning approach to classify TBI participants primarily with mild traumatic brain injury (mTBI) based on altered structural connectivity patterns derived through the network based statistical analysis of structural connectomes generated from TBI and age-matched control groups. In this approach, higher order diffusion models were used to map white matter connections between 116 cortical and subcortical regions. Tracts between these regions were generated using probabilistic tracking and mean fractional anisotropy (FA) measures along these connections were encoded in the connectivity matrices. Network-based statistical analysis of the connectivity matrices was performed to identify the network differences between a representative subset of the two groups. The affected network connections provided the feature vectors for principal component analysis and subsequent classification by random forest. The validity of the approach was tested using data acquired from a total of 179 TBI patients and 146 controls participants. The analysis revealed altered connectivity within a number of intra- and inter-hemispheric white matter pathways associated with DAI, in consensus with existing literature. A mean classification accuracy of 68.16%±1.81% and mean sensitivity of 80.0%±2.36% were achieved in correctly classifying the TBI patients evaluated on the subset of the participants that was not used for the statistical analysis, in a 10-fold cross-validation framework. These results highlight the potential for statistical machine learning approaches applied to structural connectomes to identify patients with diffusive axonal injury.
[Display omitted]
•Method to identify diffuse axonal injury in mild traumatic brain injury (mTBI) patients from structural connectivity patterns.•Network-based statistics (NBS) is used to find significant network differences in mTBI and controls.•Fractional anisotropy (FA) features of the different structural connections obtained from NBS used as features.•Random forest classifier discriminates between mTBI and controls based on FA features.•Discriminative and significant network differences obtained from feature importance of random forest. Identifying diffuse axonal injury (DAI) in patients with traumatic brain injury (TBI) presenting with normal appearing radiological MRI presents a significant challenge. Neuroimaging methods such as diffusion MRI and probabilistic tractography, which probe the connectivity of neural networks, show significant promise. We present a machine learning approach to classify TBI participants primarily with mild traumatic brain injury (mTBI) based on altered structural connectivity patterns derived through the network based statistical analysis of structural connectomes generated from TBI and age-matched control groups. In this approach, higher order diffusion models were used to map white matter connections between 116 cortical and subcortical regions. Tracts between these regions were generated using probabilistic tracking and mean fractional anisotropy (FA) measures along these connections were encoded in the connectivity matrices. Network-based statistical analysis of the connectivity matrices was performed to identify the network differences between a representative subset of the two groups. The affected network connections provided the feature vectors for principal component analysis and subsequent classification by random forest. The validity of the approach was tested using data acquired from a total of 179 TBI patients and 146 controls participants. The analysis revealed altered connectivity within a number of intra- and inter-hemispheric white matter pathways associated with DAI, in consensus with existing literature. A mean classification accuracy of 68.16%±1.81% and mean sensitivity of 80.0%±2.36% were achieved in correctly classifying the TBI patients evaluated on the subset of the participants that was not used for the statistical analysis, in a 10-fold cross-validation framework. These results highlight the potential for statistical machine learning approaches applied to structural connectomes to identify patients with diffusive axonal injury. Identifying diffuse axonal injury (DAI) in patients with traumatic brain injury (TBI) presenting with normal appearing radiological MRI presents a significant challenge. Neuroimaging methods such as diffusion MRI and probabilistic tractography, which probe the connectivity of neural networks, show significant promise. We present a machine learning approach to classify TBI participants primarily with mild traumatic brain injury (mTBI) based on altered structural connectivity patterns derived through the network based statistical analysis of structural connectomes generated from TBI and age-matched control groups. In this approach, higher order diffusion models were used to map white matter connections between 116 cortical and subcortical regions. Tracts between these regions were generated using probabilistic tracking and mean fractional anisotropy (FA) measures along these connections were encoded in the connectivity matrices. Network-based statistical analysis of the connectivity matrices was performed to identify the network differences between a representative subset of the two groups. The affected network connections provided the feature vectors for principal component analysis and subsequent classification by random forest. The validity of the approach was tested using data acquired from a total of 179 TBI patients and 146 controls participants. The analysis revealed altered connectivity within a number of intra- and inter-hemispheric white matter pathways associated with DAI, in consensus with existing literature. A mean classification accuracy of 68.16% plus or minus 1.81% and mean sensitivity of 80.0% plus or minus 2.36% were achieved in correctly classifying the TBI patients evaluated on the subset of the participants that was not used for the statistical analysis, in a 10-fold cross-validation framework. These results highlight the potential for statistical machine learning approaches applied to structural connectomes to identify patients with diffusive axonal injury. |
Author | Taylor, D. Jamie Bourgeat, Pierrick Salvado, Olivier Shen, Kai-kai Pannek, Kerstin Ghose, Soumya Mathias, Jane L. Rose, Stephen Fripp, Jurgen Mitra, Jhimli |
Author_xml | – sequence: 1 givenname: Jhimli surname: Mitra fullname: Mitra, Jhimli email: jhimli.mitra@case.edu organization: CSIRO Health and Biosecurity, The Australian e-Health & Research Centre, Herston, QLD, Australia – sequence: 2 givenname: Kai-kai surname: Shen fullname: Shen, Kai-kai email: kaikai.shen@csiro.au organization: CSIRO Health and Biosecurity, The Australian e-Health & Research Centre, Herston, QLD, Australia – sequence: 3 givenname: Soumya surname: Ghose fullname: Ghose, Soumya email: soumya.ghose@case.edu organization: CSIRO Health and Biosecurity, The Australian e-Health & Research Centre, Herston, QLD, Australia – sequence: 4 givenname: Pierrick surname: Bourgeat fullname: Bourgeat, Pierrick email: pierrick.bourgeat@csiro.au organization: CSIRO Health and Biosecurity, The Australian e-Health & Research Centre, Herston, QLD, Australia – sequence: 5 givenname: Jurgen surname: Fripp fullname: Fripp, Jurgen email: jurgen.fripp@csiro.au organization: CSIRO Health and Biosecurity, The Australian e-Health & Research Centre, Herston, QLD, Australia – sequence: 6 givenname: Olivier surname: Salvado fullname: Salvado, Olivier email: olivier.salvado@csiro.au organization: CSIRO Health and Biosecurity, The Australian e-Health & Research Centre, Herston, QLD, Australia – sequence: 7 givenname: Kerstin surname: Pannek fullname: Pannek, Kerstin email: kerstin.pannek@gmail.com organization: Department of Computing, Imperial College London, London, United Kingdom – sequence: 8 givenname: D. Jamie surname: Taylor fullname: Taylor, D. Jamie email: jamie.taylor@health.sa.gov.au organization: Department of Radiology, The Royal Adelaide Hospital, Adelaide, SA, Australia – sequence: 9 givenname: Jane L. surname: Mathias fullname: Mathias, Jane L. email: jane.mathias@adelaide.edu.au organization: School of Psychology, University of Adelaide, Adelaide, SA, Australia – sequence: 10 givenname: Stephen surname: Rose fullname: Rose, Stephen email: stephen.rose@csiro.au organization: CSIRO Health and Biosecurity, The Australian e-Health & Research Centre, Herston, QLD, Australia |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/26827816$$D View this record in MEDLINE/PubMed |
BookMark | eNqNkclu1TAUQC1URAf4BWSJTVkk2E7s2EtaMVSqxIKythznpnVI7OKB6i34d_z0CkhsYHUt69zxnKIjHzwghClpKaHizdJ6KDG4zdxCy-pPS2hLuHiCTihRvFF8YEf7N-8aSak6RqcpLYQQRXv5DB0zIdkgqThBPz5nk13KzpoVb8beOQ94BRO987c4B-wm8NnNO5yjKVtlLR6jcR47v5S4w-c3F1ev8RzDhlOOxeYSa6XJJRu8B5td8AmHGT_cuQy1Q84QsYf8EOLX9Bw9nc2a4MVjPENf3r-7ufzYXH_6cHX59rqxnNDccN4BU2waqDJsGKlUE-vFLMCozgKwYVZS9eOoaoSpZ6q3jKmxbj-OUljSnaHzQ937GL4VSFlvdUBYV-MhlKTpMAghJOHsf1DeSdoxXtFXf6FLKNHXRfaUYkQwQSslD5SNIaUIs76PVVzcaUr03qZe9B-bem9TE6qrzZr68rFBGTeYfif-0leBiwMA9XjfHUSdrANvYXKx3l5Pwf27y0-Xqrjd |
CitedBy_id | crossref_primary_10_1007_s11916_020_00935_y crossref_primary_10_1016_j_neubiorev_2019_01_002 crossref_primary_10_1002_hbm_24041 crossref_primary_10_1016_j_ibmed_2023_100118 crossref_primary_10_1097_JS9_0000000000001367 crossref_primary_10_4103_0028_3886_332287 crossref_primary_10_1088_1741_2552_abc8d6 crossref_primary_10_3389_fneur_2021_734329 crossref_primary_10_1089_neu_2023_0509 crossref_primary_10_1007_s10055_023_00927_4 crossref_primary_10_1088_1741_2552_ac954e crossref_primary_10_3390_traumacare4010004 crossref_primary_10_1007_s10055_022_00744_1 crossref_primary_10_1007_s00234_020_02383_2 crossref_primary_10_1016_j_ijpsycho_2017_09_006 crossref_primary_10_3389_fbioe_2021_587082 crossref_primary_10_1038_s41598_020_65948_4 crossref_primary_10_1089_brain_2020_0866 crossref_primary_10_3389_fneur_2023_1282833 crossref_primary_10_3390_medsci7010002 crossref_primary_10_1109_TMI_2019_2905917 crossref_primary_10_1038_s41598_020_62713_5 crossref_primary_10_1109_JBHI_2021_3099745 crossref_primary_10_3233_XST_230426 crossref_primary_10_3389_fnsys_2016_00055 crossref_primary_10_1016_j_neuroimage_2018_03_014 crossref_primary_10_3389_fneur_2021_729184 crossref_primary_10_1016_j_neuroimage_2019_05_024 crossref_primary_10_1109_TMI_2018_2798500 crossref_primary_10_2147_NDT_S354265 crossref_primary_10_1007_s11604_018_0794_4 crossref_primary_10_1038_s41598_021_91614_4 crossref_primary_10_2217_cnc_2016_0028 crossref_primary_10_1089_neu_2020_7259 crossref_primary_10_1016_j_hsr_2023_100126 crossref_primary_10_1089_neu_2020_7018 crossref_primary_10_1089_neu_2021_0093 crossref_primary_10_1186_s13036_019_0145_8 crossref_primary_10_3233_IDA_184154 crossref_primary_10_1089_neu_2017_5022 crossref_primary_10_3389_fninf_2022_811756 crossref_primary_10_1016_j_jad_2016_12_058 crossref_primary_10_1002_hbm_24863 crossref_primary_10_5507_bp_2023_013 |
Cites_doi | 10.1016/j.media.2009.07.003 10.1016/j.neuroimage.2004.07.037 10.1212/WNL.0b013e3182929f38 10.1016/j.neuroimage.2009.02.018 10.1371/journal.pone.0045972 10.1002/mrm.10677 10.1080/02699050903014915 10.3389/fnhum.2013.00726 10.1016/j.csda.2007.08.015 10.1016/j.neuroimage.2012.07.022 10.1007/s11682-011-9145-0 10.1097/HTR.0b013e3181fbc272 10.1136/jnnp.49.9.1039 10.1007/s00247-012-2427-x 10.1109/42.811270 10.1007/s11682-012-9175-2 10.1007/s11682-012-9156-5 10.1089/neu.2006.0208 10.3233/NRE-2012-0795 10.4236/ojmi.2012.24025 10.1016/j.neuroimage.2010.01.019 10.1016/j.neuroimage.2011.08.054 10.1016/j.neuroimage.2010.01.020 10.1016/j.neuroimage.2014.10.004 10.1016/S1052-5149(02)00011-4 10.3171/jns.2005.103.2.0298 10.1016/j.neuroimage.2011.09.015 10.1371/journal.pone.0006353 10.3233/PRM-2009-0093 10.1097/HTR.0b013e3181e52c2a 10.1136/jnnp-2012-302742 10.1016/j.expneurol.2012.01.013 10.1002/ima.22005 10.1371/journal.pone.0037454 10.1093/brain/awm216 10.1080/02699050801888816 10.1016/j.neuroimage.2012.06.005 10.3389/fninf.2014.00019 10.1371/journal.pone.0066205 10.1002/mrm.22786 10.1016/j.neuroimage.2007.02.016 10.1002/mrm.21890 10.1016/j.neuroimage.2012.11.049 10.3389/fneur.2012.00010 10.1214/ss/1009213726 10.1098/rsif.2010.0210 10.1016/j.neuroimage.2012.03.080 10.1371/journal.pone.0078824 10.1016/j.nicl.2012.08.002 10.1002/mrm.10354 10.1016/j.cmpb.2009.09.002 10.1080/87565641.2012.688900 10.1176/appi.neuropsych.12120401 10.1007/BF00994018 10.1002/ana.410120610 10.1016/j.neuroimage.2010.07.074 10.1097/00001199-200501000-00008 10.1126/science.1194144 10.1212/WNL.0000000000000834 10.1093/brain/awq347 10.1227/01.NEU.0000163407.92769.ED 10.1016/j.neuroimage.2010.06.041 10.1007/s11682-012-9162-7 10.1023/A:1012487302797 10.1109/42.668698 10.1053/apmr.2001.25137 10.1016/j.csm.2010.08.009 10.1097/WNR.0b013e32834f60a5 10.1089/neu.2006.23.1412 10.1080/02699050050203559 10.1002/(SICI)1522-2594(199909)42:3<515::AID-MRM14>3.0.CO;2-Q 10.1080/14786440109462720 10.1001/archneur.65.5.619 10.1016/j.neuropsychologia.2010.01.017 10.3171/2011.2.JNS101547 10.1016/j.mri.2011.12.018 |
ContentType | Journal Article |
Copyright | 2016 Elsevier Inc. Copyright © 2016 Elsevier Inc. All rights reserved. Copyright Elsevier Limited Apr 1, 2016 |
Copyright_xml | – notice: 2016 Elsevier Inc. – notice: Copyright © 2016 Elsevier Inc. All rights reserved. – notice: Copyright Elsevier Limited Apr 1, 2016 |
DBID | CGR CUY CVF ECM EIF NPM AAYXX CITATION 3V. 7TK 7X7 7XB 88E 88G 8AO 8FD 8FE 8FH 8FI 8FJ 8FK ABUWG AFKRA AZQEC BBNVY BENPR BHPHI CCPQU DWQXO FR3 FYUFA GHDGH GNUQQ HCIFZ K9. LK8 M0S M1P M2M M7P P64 PQEST PQQKQ PQUKI PRINS PSYQQ Q9U RC3 7X8 7QO |
DOI | 10.1016/j.neuroimage.2016.01.056 |
DatabaseName | Medline MEDLINE MEDLINE (Ovid) MEDLINE MEDLINE PubMed CrossRef ProQuest Central (Corporate) Neurosciences Abstracts Health & Medical Collection ProQuest Central (purchase pre-March 2016) Medical Database (Alumni Edition) Psychology Database (Alumni) ProQuest Pharma Collection Technology Research Database ProQuest SciTech Collection ProQuest Natural Science Collection Hospital Premium Collection Hospital Premium Collection (Alumni Edition) ProQuest Central (Alumni) (purchase pre-March 2016) ProQuest Central (Alumni Edition) ProQuest Central ProQuest Central Essentials Biological Science Collection ProQuest Central Natural Science Collection ProQuest One Community College ProQuest Central Korea Engineering Research Database Health Research Premium Collection Health Research Premium Collection (Alumni) ProQuest Central Student SciTech Premium Collection ProQuest Health & Medical Complete (Alumni) ProQuest Biological Science Collection Health & Medical Collection (Alumni Edition) Medical Database Psychology Database Biological Science Database Biotechnology and BioEngineering Abstracts ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Academic ProQuest One Academic UKI Edition ProQuest Central China ProQuest One Psychology ProQuest Central Basic Genetics Abstracts MEDLINE - Academic Biotechnology Research Abstracts |
DatabaseTitle | MEDLINE Medline Complete MEDLINE with Full Text PubMed MEDLINE (Ovid) CrossRef ProQuest One Psychology ProQuest Central Student Technology Research Database ProQuest Central Essentials ProQuest Health & Medical Complete (Alumni) ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College ProQuest Natural Science Collection ProQuest Pharma Collection ProQuest Central China ProQuest Central Genetics Abstracts Health Research Premium Collection Health and Medicine Complete (Alumni Edition) Natural Science Collection ProQuest Central Korea Biological Science Collection ProQuest Medical Library (Alumni) ProQuest Biological Science Collection ProQuest Central Basic ProQuest One Academic Eastern Edition ProQuest Hospital Collection Health Research Premium Collection (Alumni) ProQuest Psychology Journals (Alumni) Biological Science Database ProQuest SciTech Collection Neurosciences Abstracts ProQuest Hospital Collection (Alumni) Biotechnology and BioEngineering Abstracts ProQuest Health & Medical Complete ProQuest Medical Library ProQuest Psychology Journals ProQuest One Academic UKI Edition Engineering Research Database ProQuest One Academic ProQuest Central (Alumni) MEDLINE - Academic Biotechnology Research Abstracts |
DatabaseTitleList | MEDLINE Engineering Research Database ProQuest One Psychology MEDLINE - Academic |
Database_xml | – sequence: 1 dbid: NPM name: PubMed url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database – sequence: 2 dbid: EIF name: MEDLINE url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search sourceTypes: Index Database – sequence: 3 dbid: BENPR name: ProQuest Central url: https://www.proquest.com/central sourceTypes: Aggregation Database |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Medicine |
EISSN | 1095-9572 |
EndPage | 259 |
ExternalDocumentID | 4013213271 10_1016_j_neuroimage_2016_01_056 26827816 S1053811916000719 |
Genre | Research Support, Non-U.S. Gov't Journal Article |
GroupedDBID | --- --K --M .~1 0R~ 123 1B1 1RT 1~. 1~5 3V. 4.4 457 4G. 5RE 5VS 7-5 71M 7X7 88E 8AO 8FE 8FH 8FI 8FJ 8P~ 9JM AABNK AACTN AADPK AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAXLA AAXUO ABBQC ABCQJ ABFNM ABFRF ABIVO ABJNI ABLVK ABMAC ABMZM ABUWG ABYKQ ACDAQ ACGFO ACGFS ACPRK ACRLP ADBBV ADEZE ADFRT AEBSH AEFWE AEKER AENEX AFKRA AFKWA AFTJW AFXIZ AGHFR AGUBO AGWIK AGYEJ AHHHB AHMBA AIEXJ AIKHN AITUG AJBFU AJOXV AJRQY ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ ANZVX AXJTR AZQEC BBNVY BENPR BHPHI BKOJK BLXMC BNPGV BPHCQ BVXVI C45 CCPQU CS3 DM4 DU5 DWQXO EBS EFBJH EFLBG EJD EO8 EO9 EP2 EP3 F5P FDB FIRID FNPLU FYGXN FYUFA G-Q GBLVA GNUQQ GROUPED_DOAJ HCIFZ HMCUK HMQ IHE J1W KOM LCYCR LG5 LK8 LX8 M1P M29 M2M M2V M41 M7P MO0 MOBAO N9A O-L O9- OAUVE OVD OZT P-8 P-9 P2P PC. PQQKQ PROAC PSQYO PSYQQ Q38 RIG ROL RPZ SAE SCC SDF SDG SDP SES SNS SSH SSN SSZ T5K TEORI UKHRP UV1 YK3 ZA5 ZU3 ~G- .1- .FO 0SF AAXKI AFJKZ AFRHN AJUYK AKRWK ALIPV CGR CUY CVF ECM EIF NPM Z5R 29N 53G 6I. AAQXK AAYXX ABXDB ADFGL ADMUD ADVLN AKRLJ ASPBG AVWKF AZFZN CAG CITATION COF FEDTE FGOYB G-2 HDW HEI HMK HMO HVGLF HZ~ NCXOZ OK1 R2- SEW WUQ XPP ZMT 7TK 7XB 8FD 8FK FR3 K9. P64 PQEST PQUKI PRINS Q9U RC3 7X8 7QO |
ID | FETCH-LOGICAL-c501t-553e292d719a27b189d246f6ea93cee27f9894bb9f98ed4294c229b053bb86c03 |
IEDL.DBID | .~1 |
ISSN | 1053-8119 |
IngestDate | Fri Aug 16 03:54:19 EDT 2024 Fri Aug 16 05:30:56 EDT 2024 Tue Sep 24 19:43:57 EDT 2024 Thu Sep 26 19:47:52 EDT 2024 Sat Sep 28 08:05:28 EDT 2024 Fri Feb 23 02:25:07 EST 2024 |
IsPeerReviewed | true |
IsScholarly | true |
Keywords | Traumatic brain injury Network-based statistics Diffusion tractography Machine learning Structural network connections |
Language | English |
License | Copyright © 2016 Elsevier Inc. All rights reserved. |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c501t-553e292d719a27b189d246f6ea93cee27f9894bb9f98ed4294c229b053bb86c03 |
Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
PMID | 26827816 |
PQID | 1779206261 |
PQPubID | 2031077 |
PageCount | 13 |
ParticipantIDs | proquest_miscellaneous_1776668052 proquest_miscellaneous_1775381325 proquest_journals_1779206261 crossref_primary_10_1016_j_neuroimage_2016_01_056 pubmed_primary_26827816 elsevier_sciencedirect_doi_10_1016_j_neuroimage_2016_01_056 |
PublicationCentury | 2000 |
PublicationDate | 2016-04-01 2016-Apr-01 2016-04-00 20160401 |
PublicationDateYYYYMMDD | 2016-04-01 |
PublicationDate_xml | – month: 04 year: 2016 text: 2016-04-01 day: 01 |
PublicationDecade | 2010 |
PublicationPlace | United States |
PublicationPlace_xml | – name: United States – name: Amsterdam |
PublicationTitle | NeuroImage (Orlando, Fla.) |
PublicationTitleAlternate | Neuroimage |
PublicationYear | 2016 |
Publisher | Elsevier Inc Elsevier Limited |
Publisher_xml | – name: Elsevier Inc – name: Elsevier Limited |
References | Kinnunen, Greenwood, Powell, Leech, Hawkins, Bonnelle, Patel, Counsell, Sharp (bb0210) 2010; 134 Leemans, Jones (bb0235) 2009; 61 Zalesky, Fornito, Bullmore (bb0470) 2010; 53 Liu, Motoda (bb0245) 2007 Archer, Kimes (bb0030) 2008; 52 Caeyenberghs, Leemans, Leunissen, Michiels, Swinnen (bb0090) 2013; 7 Huisman, Schwamm, Schaefer, Koroshetz, Shetty-Alva, Ozsunar, Wu, Sorensen (bb0150) 2004; 25 Rosenbaum, Lipton (bb0355) 2012; 6 Boser, Guyon, Vapnik (bb0060) 1992 Hastie, Tibshirani, Friedman (bb0145) 2001 Love, Webb (bb0255) 1992 Langs, Menze, Lashkari, Golland (bb0230) 2011; 56 Sanchez, Richards, Almli (bb0360) 2012; 37 Guyon, Elisseeff (bb0130) 2003; 3 Robinson, Hammers, Ericsson, Edwards, Rueckert (bb0340) 2010; 50 Inglese, Makani, Johnson, Cohen, Silver, Gonen, Grossman (bb0155) 2005; 103 Povlishock, Katz (bb0335) 2005; 20 Aljabar, Heckemann, Hammers, Hajnal, Rueckert (bb0020) 2009; 46 Wang, Shen, Tang, Zang, Hu (bb0450) 2012; 61 Meythaler, Peduzzi, Eleftheriou, Novack (bb0275) 2001; 82 Breiman, Friedman, Olshen, Stone (bb0080) 1984 Pandit, Expert, Lambiotte, Bonnelle, Leech, Turkheimer (bb0310) 2013; 80 Rohde, Barnett, Basser, Marenco, Pierpaoli (bb0345) 2004; 51 Jones, Horsfield, Simmons (bb0200) 1999; 42 Kurowski, Wade, Cecil, Walz, Yuan, Rajagopal, Holland (bb0225) 2009; 2 Kasahara, Hashimoto, Abo, Senoo (bb0205) 2012; 30 Smith, Tournier, Calamante, Connelly (bb0380) 2013; 67 Wang, Bakhadirov, Devous, Abdi, McColl, Moore, de la Plata, Ding, Whittemore, Babcock, Rickbeil, Dobervich, Kroll, Dao, Mohindra, Madden, Diaz-Arrastia (bb0445) 2008; 65 Xu, Rasmussen, Lagopoulos, Haberg (bb0460) 2007; 24 Tournier, Calamante, Connelly (bb0415) 2012; 22 Sled, Zijdenbos, Evans (bb0370) 1998; 17 Cortes, Vapnik (bb0095) 1995; 20 Costafreda, Chu, Ashburner, Fu (bb0100) 2009; 4 Miles, Grossman, Johnson, Babb, Diller, Inglese (bb0280) 2008; 22 Tournier, Calamante, Gadian, Connelly (bb0405) 2004; 23 Niogi, Mukherjee (bb0295) 2010; 25 Van Horn, Irimia, Torgerson, Chambers, Kikinis, Toga (bb0420) 2012; 7 Wada, Asano, Shinoda (bb0440) 2012; 33 Jolliffe (bb0195) 2002 Adams, Graham, Murray (bb0010) 1982; 12 Jenkinson (bb0175) 2003; 49 Vapnik, Lerner (bb0435) 1963 Irimia, Chambers, Torgerson, Filippou, Hovda, Alger, Gerig, Toga, Vespa, Kikinis, Horn (bb0160) 2012; 3 Johnson, Stewart, Smith (bb0190) 2013; 246 Tang, Alelyani, Liu (bb0400) 2014 Pannek, Raffelt, Bell, Mathias, Rose (bb0320) 2012; 63 Ourselin, Stefanescu, Pennec (bb0305) 2002 Smith, Tournier, Calamante, Connelly (bb0375) 2012; 63 Modat, Ridgway, Taylor, Lehmann, Barnes, Hawkes, Fox, Ourselin (bb0285) 2010; 98 Jenkinson, Beckmann, Behrens, Woolrich, Smith (bb0185) 2012; 62 Morris, Nossin-Manor, Taylor, Sled (bb0290) 2011; 66 Rose, Pannek, Bell, Baumann, Hutchinson, Coulthard, McCombe, Henderson (bb0350) 2012; 59 Lui, Xue, Kenul, Ge, Grossman, Wang (bb0260) 2014; 83 Acosta, Bourgeat, Zuluaga, Fripp, Salvado, Ourselin (bb0005) 2009; 13 Breiman (bb0075) 2001; 16 Vapnik, Chervonekis (bb0430) 1964; 25 Bouix, Pasternak, Rathi, Pelavin, Zafonte, Shenton (bb0065) 2013; 8 Meaney, Smith (bb0270) 2011; 30 Matsushita, Hosoda, Naitoh, Yamashita, Kohmura (bb0265) 2011; 115 Pannek, Guzzetta, Colditz, Rose (bb0325) 2012; 42 Arfanakis, Haughton, Carew, Rogers, Dempsey, Meyerand (bb0035) 2002; 23 Sugiyama, Kondo, Suzukamo, Oouchida, Sato, Watanabe, Izumi (bb0390) 2013 Taber, Hurley (bb0395) 2013; 25 Fang, Zeng, Shen, Wang, Li, Liu, Hu (bb0110) 2012; 7 Yeh, Oakes, Riedy (bb0465) 2012; 2 Goh, Irimia, Torgerson, Horn (bb0125) 2014; 8 Kumar, Gupta, Husain, Chaudhry, Srivastava, Saksena, Rathore (bb0220) 2009; 23 Adams, Doyle, Graham (bb0015) 1986; 49 Kraus, Susmaras, Caughlin, J Walker, Sweeney, Little (bb0215) 2007; 130 van Leemput, Maes, Vandermeulen, Suetens (bb0425) 1999; 18 Breiman (bb0070) 2001 Wilde, Chu, Bigler (bb0455) 2006; 23 Benson (bb0050) 2012; 31 Smith, Tournier, Calamante, Connelly (bb0385) 2015; 104 Shenton, Hamoda, Schneiderman, Bouix, Pasternak, Rathi, Vu, Purohit, Helmer, Koerte, Lin, Westin, Kikinis, Kubicki, Stern, Zafonte (bb0365) 2012; 6 Pearson (bb0330) 1901; 2 Caeyenberghs, Leemans, Geurts, Taymans, Linden, Smits-Engelsman, Sunaert, Swinnen (bb0085) 2010; 48 Ziv, Tymofiyeva, Ferriero, Barkovich, Hess, Xu (bb0475) 2013; 8 Omalu, DeKosky, Minster, Kamboh, Wecht (bb0300) 2005; 57 Aribisala, Cowie, He, Wood, Mendelow, Mitchel, Blamire (bb0040) 2010 Dosenbach, Nardos, Cohen, Fair, Power (bb0105) 2010; 329 Pannek, Mathias, Bigler, Brown, Taylor, Rose (bb0315) 2010; 50 Bai, Alexander (bb0045) 2008 Bigler, Maxwell (bb0055) 2012; 6 Aoki, Inokuchi, Gunshin, Yahagi, Suwa (bb0025) 2012; 83 Liu, Zeng, Shen, Liu, Hu (bb0250) 2012; 23 Irimia, Wang, Aylward, Prastawa, Pace, Gerig (bb0165) 2012; 1 Iverson, Lovell, Smith, Franzen (bb0170) 2000; 14 Jenkinson (bb0180) 2004 Lipton, Kim, Park, Hulkower, Gardin, Shifteh, Kim, Zimmerman, Lipton, Branch (bb0240) 2012; 6 Tournier, Calamante, Connelly (bb0410) 2007; 35 Guyon, Weston, Barnhill, Vapnik (bb0135) 2002; 46 Feng, Abney, Okamoto, Pless, Genin, Bayly (bb0115) 2010; 7 Gioia, Kenworthy, Isquith (bb0120) 2010; 25 Hammoud, Wasserman (bb0140) 2002; 12 Kumar (10.1016/j.neuroimage.2016.01.056_bb0220) 2009; 23 Tang (10.1016/j.neuroimage.2016.01.056_bb0400) 2014 Breiman (10.1016/j.neuroimage.2016.01.056_bb0070) 2001 Benson (10.1016/j.neuroimage.2016.01.056_bb0050) 2012; 31 Jenkinson (10.1016/j.neuroimage.2016.01.056_bb0180) 2004 Jenkinson (10.1016/j.neuroimage.2016.01.056_bb0185) 2012; 62 Meaney (10.1016/j.neuroimage.2016.01.056_bb0270) 2011; 30 Fang (10.1016/j.neuroimage.2016.01.056_bb0110) 2012; 7 Guyon (10.1016/j.neuroimage.2016.01.056_bb0130) 2003; 3 Huisman (10.1016/j.neuroimage.2016.01.056_bb0150) 2004; 25 Kasahara (10.1016/j.neuroimage.2016.01.056_bb0205) 2012; 30 Kurowski (10.1016/j.neuroimage.2016.01.056_bb0225) 2009; 2 Caeyenberghs (10.1016/j.neuroimage.2016.01.056_bb0085) 2010; 48 Caeyenberghs (10.1016/j.neuroimage.2016.01.056_bb0090) 2013; 7 Van Horn (10.1016/j.neuroimage.2016.01.056_bb0420) 2012; 7 Pearson (10.1016/j.neuroimage.2016.01.056_bb0330) 1901; 2 Adams (10.1016/j.neuroimage.2016.01.056_bb0010) 1982; 12 Goh (10.1016/j.neuroimage.2016.01.056_bb0125) 2014; 8 Bigler (10.1016/j.neuroimage.2016.01.056_bb0055) 2012; 6 Kraus (10.1016/j.neuroimage.2016.01.056_bb0215) 2007; 130 Matsushita (10.1016/j.neuroimage.2016.01.056_bb0265) 2011; 115 Tournier (10.1016/j.neuroimage.2016.01.056_bb0405) 2004; 23 Morris (10.1016/j.neuroimage.2016.01.056_bb0290) 2011; 66 Feng (10.1016/j.neuroimage.2016.01.056_bb0115) 2010; 7 Jolliffe (10.1016/j.neuroimage.2016.01.056_bb0195) 2002 Gioia (10.1016/j.neuroimage.2016.01.056_bb0120) 2010; 25 Liu (10.1016/j.neuroimage.2016.01.056_bb0250) 2012; 23 Breiman (10.1016/j.neuroimage.2016.01.056_bb0080) 1984 Guyon (10.1016/j.neuroimage.2016.01.056_bb0135) 2002; 46 Iverson (10.1016/j.neuroimage.2016.01.056_bb0170) 2000; 14 Liu (10.1016/j.neuroimage.2016.01.056_bb0245) 2007 Vapnik (10.1016/j.neuroimage.2016.01.056_bb0430) 1964; 25 Cortes (10.1016/j.neuroimage.2016.01.056_bb0095) 1995; 20 Vapnik (10.1016/j.neuroimage.2016.01.056_bb0435) 1963 Boser (10.1016/j.neuroimage.2016.01.056_bb0060) 1992 Zalesky (10.1016/j.neuroimage.2016.01.056_bb0470) 2010; 53 Acosta (10.1016/j.neuroimage.2016.01.056_bb0005) 2009; 13 Ziv (10.1016/j.neuroimage.2016.01.056_bb0475) 2013; 8 Tournier (10.1016/j.neuroimage.2016.01.056_bb0410) 2007; 35 Bai (10.1016/j.neuroimage.2016.01.056_bb0045) 2008 Irimia (10.1016/j.neuroimage.2016.01.056_bb0165) 2012; 1 Arfanakis (10.1016/j.neuroimage.2016.01.056_bb0035) 2002; 23 Kinnunen (10.1016/j.neuroimage.2016.01.056_bb0210) 2010; 134 Aribisala (10.1016/j.neuroimage.2016.01.056_bb0040) 2010 Adams (10.1016/j.neuroimage.2016.01.056_bb0015) 1986; 49 Miles (10.1016/j.neuroimage.2016.01.056_bb0280) 2008; 22 Wang (10.1016/j.neuroimage.2016.01.056_bb0445) 2008; 65 Costafreda (10.1016/j.neuroimage.2016.01.056_bb0100) 2009; 4 Smith (10.1016/j.neuroimage.2016.01.056_bb0385) 2015; 104 Wilde (10.1016/j.neuroimage.2016.01.056_bb0455) 2006; 23 Wang (10.1016/j.neuroimage.2016.01.056_bb0450) 2012; 61 Niogi (10.1016/j.neuroimage.2016.01.056_bb0295) 2010; 25 Rosenbaum (10.1016/j.neuroimage.2016.01.056_bb0355) 2012; 6 Sanchez (10.1016/j.neuroimage.2016.01.056_bb0360) 2012; 37 Sugiyama (10.1016/j.neuroimage.2016.01.056_bb0390) 2013 Jones (10.1016/j.neuroimage.2016.01.056_bb0200) 1999; 42 Lipton (10.1016/j.neuroimage.2016.01.056_bb0240) 2012; 6 Tournier (10.1016/j.neuroimage.2016.01.056_bb0415) 2012; 22 Pannek (10.1016/j.neuroimage.2016.01.056_bb0320) 2012; 63 Rohde (10.1016/j.neuroimage.2016.01.056_bb0345) 2004; 51 Modat (10.1016/j.neuroimage.2016.01.056_bb0285) 2010; 98 Pannek (10.1016/j.neuroimage.2016.01.056_bb0325) 2012; 42 Irimia (10.1016/j.neuroimage.2016.01.056_bb0160) 2012; 3 Yeh (10.1016/j.neuroimage.2016.01.056_bb0465) 2012; 2 Meythaler (10.1016/j.neuroimage.2016.01.056_bb0275) 2001; 82 Shenton (10.1016/j.neuroimage.2016.01.056_bb0365) 2012; 6 Jenkinson (10.1016/j.neuroimage.2016.01.056_bb0175) 2003; 49 Hastie (10.1016/j.neuroimage.2016.01.056_bb0145) 2001 Langs (10.1016/j.neuroimage.2016.01.056_bb0230) 2011; 56 Sled (10.1016/j.neuroimage.2016.01.056_bb0370) 1998; 17 Xu (10.1016/j.neuroimage.2016.01.056_bb0460) 2007; 24 Aljabar (10.1016/j.neuroimage.2016.01.056_bb0020) 2009; 46 Smith (10.1016/j.neuroimage.2016.01.056_bb0375) 2012; 63 Robinson (10.1016/j.neuroimage.2016.01.056_bb0340) 2010; 50 Aoki (10.1016/j.neuroimage.2016.01.056_bb0025) 2012; 83 Inglese (10.1016/j.neuroimage.2016.01.056_bb0155) 2005; 103 Pannek (10.1016/j.neuroimage.2016.01.056_bb0315) 2010; 50 Omalu (10.1016/j.neuroimage.2016.01.056_bb0300) 2005; 57 van Leemput (10.1016/j.neuroimage.2016.01.056_bb0425) 1999; 18 Povlishock (10.1016/j.neuroimage.2016.01.056_bb0335) 2005; 20 Johnson (10.1016/j.neuroimage.2016.01.056_bb0190) 2013; 246 Love (10.1016/j.neuroimage.2016.01.056_bb0255) 1992 Smith (10.1016/j.neuroimage.2016.01.056_bb0380) 2013; 67 Rose (10.1016/j.neuroimage.2016.01.056_bb0350) 2012; 59 Ourselin (10.1016/j.neuroimage.2016.01.056_bb0305) 2002 Wada (10.1016/j.neuroimage.2016.01.056_bb0440) 2012; 33 Leemans (10.1016/j.neuroimage.2016.01.056_bb0235) 2009; 61 Breiman (10.1016/j.neuroimage.2016.01.056_bb0075) 2001; 16 Dosenbach (10.1016/j.neuroimage.2016.01.056_bb0105) 2010; 329 Bouix (10.1016/j.neuroimage.2016.01.056_bb0065) 2013; 8 Hammoud (10.1016/j.neuroimage.2016.01.056_bb0140) 2002; 12 Lui (10.1016/j.neuroimage.2016.01.056_bb0260) 2014; 83 Taber (10.1016/j.neuroimage.2016.01.056_bb0395) 2013; 25 Archer (10.1016/j.neuroimage.2016.01.056_bb0030) 2008; 52 Pandit (10.1016/j.neuroimage.2016.01.056_bb0310) 2013; 80 |
References_xml | – volume: 23 start-page: 675 year: 2009 end-page: 685 ident: bb0220 article-title: Comparative evaluation of corpus callosum DTI metrics in acute mild and moderate traumatic brain injury: its correlation with neuropsychometric tests publication-title: Brain Inj. contributor: fullname: Rathore – volume: 7 start-page: 1 year: 2013 end-page: 11 ident: bb0090 article-title: Topological correlations of structural and functional networks in patients with traumatic brain injury publication-title: Front. Hum. Neurosci. contributor: fullname: Swinnen – start-page: 144 year: 1992 end-page: 152 ident: bb0060 article-title: A Training Algorithm For Optimal Margin Classifiers, In: Proc. Of the 5th annual Workshop On Computational Learning Theory (COLT’92) contributor: fullname: Vapnik – volume: 14 start-page: 1057 year: 2000 end-page: 1061 ident: bb0170 article-title: Prevalence of abnormal CT-scans following mild head injury publication-title: Brain Inj. contributor: fullname: Franzen – volume: 33 start-page: 2117 year: 2012 end-page: 2122 ident: bb0440 article-title: Decreased fractional anisotropy evaluated using tract-based spatial statistics and correlated with cognitive dysfunction in patients with mild traumatic brain injury in the chronic stage publication-title: Brain contributor: fullname: Shinoda – volume: 12 start-page: 557 year: 1982 end-page: 563 ident: bb0010 article-title: Diffuse axonal injury due to non-missile head injury in humans: an analysis of 45 cases publication-title: Ann. Neurol. contributor: fullname: Murray – volume: 103 start-page: 298 year: 2005 end-page: 303 ident: bb0155 article-title: Diffuse axonal injury in mild traumatic brain injury: a diffusion tensor imaging study publication-title: J. Neurosurg. contributor: fullname: Grossman – volume: 56 start-page: 497 year: 2011 end-page: 507 ident: bb0230 article-title: Detecting stable distributed patterns of brain activation using Gini contrast publication-title: NeuroImage contributor: fullname: Golland – volume: 50 start-page: 1044 year: 2010 end-page: 1053 ident: bb0315 article-title: An automated strategy for the delineation and parcellation of commissural pathways suitable for clinical populations utilising high angular resolution diffusion imaging tractography publication-title: NeuroImage contributor: fullname: Rose – volume: 52 start-page: 2249 year: 2008 end-page: 2260 ident: bb0030 article-title: Empirical characterization of random forest variable importance measures publication-title: Comput. Stat. Data Anal. contributor: fullname: Kimes – volume: 23 start-page: 1176 year: 2004 end-page: 1185 ident: bb0405 article-title: Direct estimation of the fiber orientation density function from diffusion-weighted MRI data using spherical deconvolution publication-title: NeuroImage contributor: fullname: Connelly – volume: 115 start-page: 130 year: 2011 end-page: 139 ident: bb0265 article-title: Utility of diffusion tensor imaging in the acute stage of mild to moderate traumatic brain injury for detecting white matter lesions and predicting long-term cognitive function in adults publication-title: J. Neurosurg. contributor: fullname: Kohmura – volume: 62 start-page: 782 year: 2012 end-page: 790 ident: bb0185 publication-title: FSL. Neuroimage contributor: fullname: Smith – start-page: 24 year: 1963 ident: bb0435 article-title: Pattern recognition using generalized portrait method publication-title: Autom. Remote. Control. contributor: fullname: Lerner – volume: 42 start-page: 1169 year: 2012 end-page: 1182 ident: bb0325 article-title: b. Diffusion MRI of the neonate brain: acquisition, processing and analysis technique publication-title: Pediatr. Radiol. contributor: fullname: Rose – volume: 83 start-page: 1235 year: 2014 end-page: 1240 ident: bb0260 article-title: Classification algorithms using multiple MRI features in mild traumatic brain injury publication-title: Neurology contributor: fullname: Wang – volume: 24 start-page: 753 year: 2007 end-page: 765 ident: bb0460 article-title: Diffuse axonal injury in severe traumatic brain injury visualized using high-resolution diffusion tensor imaging publication-title: J. Neurotrauma contributor: fullname: Haberg – volume: 67 start-page: 298 year: 2013 end-page: 312 ident: bb0380 article-title: SIFT: spherical-deconvolution informed filtering of tractograms publication-title: NeuroImage contributor: fullname: Connelly – start-page: 140 year: 2002 end-page: 147 ident: bb0305 article-title: Robust registration of multi-modal images: towards real-time clinical applications publication-title: Medical Image Computing and Computer-Assisted Intervention (MICCAI) contributor: fullname: Pennec – volume: 3 start-page: 1157 year: 2003 end-page: 1182 ident: bb0130 article-title: An introduction to variable and feature selection publication-title: J. Mach. Learn. Res. contributor: fullname: Elisseeff – volume: 49 start-page: 193 year: 2003 end-page: 197 ident: bb0175 article-title: Fast, automated, N-dimensional phase-unwrapping algorithm publication-title: Magn. Reson. Med. contributor: fullname: Jenkinson – volume: 23 start-page: 265 year: 2012 end-page: 269 ident: bb0250 article-title: Potential risk for healthy siblings to develop schizophrenia: evidence from pattern classification with whole-brain connectivity publication-title: NeuroReport contributor: fullname: Hu – volume: 50 start-page: 910 year: 2010 end-page: 919 ident: bb0340 article-title: Identifying population differences in whole-brain structural networks: a machine learning approach publication-title: NeuroImage contributor: fullname: Rueckert – year: 2002 ident: bb0195 article-title: Principal Component Analysis contributor: fullname: Jolliffe – volume: 30 start-page: 496 year: 2012 end-page: 505 ident: bb0205 article-title: Voxel- and atlas-based analysis of diffusion tensor imaging may reveal focal axonal injuries in mild traumatic brain injury — comparison with diffuse axonal injury publication-title: Magn. Reson. Imaging contributor: fullname: Senoo – start-page: 45 year: 2001 ident: bb0070 article-title: Random forests publication-title: Mach. Learn. contributor: fullname: Breiman – year: 2001 ident: bb0145 article-title: The Elements of Statistical Learning contributor: fullname: Friedman – volume: 82 start-page: 1461 year: 2001 end-page: 1471 ident: bb0275 article-title: Current concepts: diffuse axonal injury-associated traumatic brain injury publication-title: Arch. Phys. Med. Rehabil. contributor: fullname: Novack – volume: 46 start-page: 726 year: 2009 end-page: 738 ident: bb0020 article-title: Multi-atlas based segmentation of brain images: atlas selection and its effect on accuracy publication-title: NeuroImage contributor: fullname: Rueckert – start-page: 947 year: 2008 end-page: 950 ident: bb0045 article-title: Model-based registration to correct for motion between acquisitions in diffusion MR imaging publication-title: IEEE Intl. Symposium on Biomedical imaging: From nano to macro contributor: fullname: Alexander – volume: 30 start-page: 19 year: 2011 end-page: 31 ident: bb0270 article-title: Biomechanics of concussion publication-title: Clin. Sports Med. contributor: fullname: Smith – volume: 57 start-page: 128 year: 2005 end-page: 134 ident: bb0300 article-title: Chronic traumatic encephalopathy in a National Football League player publication-title: Neurosurgery contributor: fullname: Wecht – volume: 46 start-page: 389 year: 2002 end-page: 422 ident: bb0135 article-title: Gene selection for cancer classification using support vector machines publication-title: Mach. Learn. contributor: fullname: Vapnik – volume: 2 start-page: 137 year: 2012 end-page: 161 ident: bb0465 article-title: Diffusion tensor imaging and its application to traumatic brain injury: basic principles and recent advances publication-title: Open J. Med. Images contributor: fullname: Riedy – volume: 20 start-page: 273 year: 1995 end-page: 297 ident: bb0095 article-title: Support-vector networks publication-title: Mach. Learn. contributor: fullname: Vapnik – year: 1984 ident: bb0080 article-title: Classification and Regression Trees contributor: fullname: Stone – volume: 22 start-page: 53 year: 2012 end-page: 66 ident: bb0415 article-title: MRtrix: diffusion tractography in crossing fiber regions publication-title: Int. J. Imaging Syst. Technol. contributor: fullname: Connelly – volume: 25 start-page: 370 year: 2004 end-page: 376 ident: bb0150 article-title: Diffusion tensor imaging as a potential biomarker of white matter in diffuse axonal injury publication-title: Am. J. Neuroradiol. contributor: fullname: Sorensen – volume: 49 start-page: 1039 year: 1986 end-page: 1043 ident: bb0015 article-title: Deep intracerebral (basal ganglia) haematomas in fatal non-missile head injury in man publication-title: J. Neurol. Neurosurg. Psychiatry contributor: fullname: Graham – volume: 104 start-page: 253 year: 2015 end-page: 265 ident: bb0385 article-title: The effects of SIFT on the reproducibility and biological accuracy of the structural connectome publication-title: NeuroImage contributor: fullname: Connelly – volume: 17 start-page: 87 year: 1998 end-page: 97 ident: bb0370 article-title: A nonparametric method for automatic correction of intensity nonuniformity in MRI data publication-title: IEEE Trans. Med. Imaging contributor: fullname: Evans – volume: 7 start-page: 1677 year: 2010 end-page: 1688 ident: bb0115 article-title: Relative brain displacement and deformation during constrained mild frontal head impact publication-title: J. R. Soc. Interface contributor: fullname: Bayly – volume: 22 start-page: 115 year: 2008 end-page: 122 ident: bb0280 article-title: Short-term DTI predictors of cognitive dysfunction in mild traumatic brain injury publication-title: Brain Inj. contributor: fullname: Inglese – volume: 6 start-page: 137 year: 2012 end-page: 192 ident: bb0365 article-title: A review of magnetic resonance imaging and diffusion tensor imaging findings in mild traumatic brain injury publication-title: Brain Imaging Behav. contributor: fullname: Zafonte – volume: 63 start-page: 835 year: 2012 end-page: 842 ident: bb0320 article-title: a. Homor: higher order model outlier rejection for high b-value MR diffusion data publication-title: NeuroImage contributor: fullname: Rose – volume: 13 start-page: 730 year: 2009 end-page: 743 ident: bb0005 article-title: Automated voxel-based 3D cortical thickness measurement in a combined Lagrangian–Eulerian PDE approach using partial volume maps publication-title: Med. Image Anal. contributor: fullname: Ourselin – volume: 8 year: 2013 ident: bb0475 article-title: A machine learning approach to automated structural network analysis: application to neonatal encephalopathy publication-title: PLoS One contributor: fullname: Xu – volume: 25 year: 1964 ident: bb0430 article-title: A note on one class of perceptrons publication-title: Autom. Remote. Control. contributor: fullname: Chervonekis – volume: 53 start-page: 1197 year: 2010 end-page: 1207 ident: bb0470 article-title: Network-based statistic: identifying differences in brain networks publication-title: NeuroImage contributor: fullname: Bullmore – volume: 80 start-page: 1826 year: 2013 end-page: 1833 ident: bb0310 article-title: Traumatic brain injury impairs small-world topology publication-title: Neurology contributor: fullname: Turkheimer – volume: 35 start-page: 1459 year: 2007 end-page: 1472 ident: bb0410 article-title: Robust determination of the fibre orientation distribution in diffusion MRI: non-negativity constrained super-resolved spherical deconvolution publication-title: NeuroImage contributor: fullname: Connelly – volume: 4 year: 2009 ident: bb0100 article-title: Prognostic and diagnostic potential of the structural neuroanatomy of depression publication-title: PLoS One contributor: fullname: Fu – volume: 98 start-page: 278 year: 2010 end-page: 284 ident: bb0285 article-title: Fast free-form deformation using graphics processing units publication-title: Comput. Methods Prog. Biomed. contributor: fullname: Ourselin – volume: 18 start-page: 897 year: 1999 end-page: 908 ident: bb0425 article-title: Automated model-based tissue classification of MR images of the brain publication-title: IEEE Trans. Med. Imaging contributor: fullname: Suetens – year: 2004 ident: bb0180 article-title: Improving the registration of B0-distorted EPI images using calculated cost function weights publication-title: Tenth Annual Meeting Of The Organization For Human Brain Mapping contributor: fullname: Jenkinson – volume: 2 start-page: 559 year: 1901 end-page: 572 ident: bb0330 article-title: On lines and planes of closest fit to systems of points in space publication-title: Philos. Mag. contributor: fullname: Pearson – volume: 63 start-page: 1924 year: 2012 end-page: 1938 ident: bb0375 article-title: Anatomically-constrained tractography: improved diffusion MRI streamlines tractography through effective use of anatomical information publication-title: NeuroImage contributor: fullname: Connelly – volume: 61 start-page: 931 year: 2012 end-page: 940 ident: bb0450 article-title: Combined structural and resting-state functional MRI analysis of sexual dimorphism in the young adult human brain: an MVPA approach publication-title: NeuroImage contributor: fullname: Hu – volume: 8 start-page: 1 year: 2014 end-page: 12 ident: bb0125 article-title: Neuroinformatics challenges to the structural, connectomic, functional, and electrophysiological multimodal imaging of human traumatic brain injury publication-title: Front. Neuroinformatics contributor: fullname: Horn – volume: 1 start-page: 1 year: 2012 end-page: 17 ident: bb0165 article-title: b. Neuroimaging of structural pathology and connectomics in traumatic brain injury: toward personalized outcome prediction publication-title: Neuroimage Clin. contributor: fullname: Gerig – volume: 6 start-page: 108 year: 2012 end-page: 136 ident: bb0055 article-title: Neuropathology of mild traumatic brain injury: relationship to neuroimaging findings publication-title: Brain Imaging Behav. contributor: fullname: Maxwell – volume: 8 year: 2013 ident: bb0065 article-title: Increased gray matter diffusion anisotropy in patients with persistent post-concussive symptoms following mild traumatic brain injury publication-title: PLoS One contributor: fullname: Shenton – volume: 134 start-page: 449 year: 2010 end-page: 463 ident: bb0210 article-title: White matter damage and cognitive impairment after traumatic brain injury publication-title: Brain contributor: fullname: Sharp – start-page: 1 year: 2014 end-page: 33 ident: bb0400 article-title: Data classification: algorithms and applications publication-title: CRC Press. chapter Feature Selection for Classification: A Review contributor: fullname: Liu – volume: 48 start-page: 1472 year: 2010 end-page: 1482 ident: bb0085 article-title: Brain–behavior relationships in young traumatic brain injury patients: fractional anisotropy measures are highly correlated with dynamic visuomotor tracking performance publication-title: Neuropsychologia contributor: fullname: Swinnen – start-page: 1 year: 2013 end-page: 5 ident: bb0390 article-title: Clinical utility of diffusion tensor imaging and fibre tractography for evaluating diffuse axonal injury with hemiparesis publication-title: Case Reports in Medicine contributor: fullname: Izumi – volume: 7 year: 2012 ident: bb0110 article-title: Increased cortical–limbic anatomical network connectivity in major depression revealed by diffusion tensor imaging publication-title: PLoS One contributor: fullname: Hu – volume: 83 start-page: 870 year: 2012 end-page: 876 ident: bb0025 article-title: Diffusion tensor imaging studies of mild traumatic brain injury: a meta-analysis publication-title: J. Neurol. Neurosurg. Psychiatry contributor: fullname: Suwa – volume: 61 start-page: 1336 year: 2009 end-page: 1349 ident: bb0235 article-title: The b-matrix must be rotated when correcting for subject motion in DTI data publication-title: Magn. Reson. Med. contributor: fullname: Jones – year: 2007 ident: bb0245 article-title: Computational Methods of Feature Selection contributor: fullname: Motoda – volume: 25 start-page: 241 year: 2010 end-page: 255 ident: bb0295 article-title: Diffusion tensor imaging of mild traumatic brain injury publication-title: J. Head Trauma Rehabil. contributor: fullname: Mukherjee – volume: 6 start-page: 329 year: 2012 end-page: 342 ident: bb0240 article-title: Robust detection of traumatic axonal injury in individual mild traumatic brain injury patients: intersubject variation, change over time and bidirectional changes in anisotropy publication-title: Brain Imaging Behav. contributor: fullname: Branch – volume: 12 start-page: 205 year: 2002 end-page: 216 ident: bb0140 article-title: Diffuse axonal injuries: a pathophysiology and imaging publication-title: Neuroimaging Clin. N. Am. contributor: fullname: Wasserman – year: 1992 ident: bb0255 article-title: Neurology for the Speech-Language Pathologist contributor: fullname: Webb – volume: 23 start-page: 1412 year: 2006 end-page: 1426 ident: bb0455 article-title: Diffusion tensor imaging in the corpus callosum in children after moderate to severe traumatic brain injury publication-title: J. Neurotrauma contributor: fullname: Bigler – volume: 42 start-page: 515 year: 1999 end-page: 525 ident: bb0200 article-title: Optimal strategies for measuring diffusion in anisotropic systems by magnetic resonance imaging publication-title: Magn. Reson. Med. contributor: fullname: Simmons – volume: 66 start-page: 92 year: 2011 end-page: 101 ident: bb0290 article-title: Preterm neonatal diffusion processing using detection and replacement of outliers prior to resampling publication-title: Magn. Reson. Med. contributor: fullname: Sled – volume: 59 start-page: 2661 year: 2012 end-page: 2669 ident: bb0350 article-title: Direct evidence of intra- and interhemispheric corticomotor network degeneration in amyotrophic lateral sclerosis: an automated MRI structural connectivity study publication-title: NeuroImage contributor: fullname: Henderson – volume: 246 start-page: 35 year: 2013 end-page: 43 ident: bb0190 article-title: Axonal pathology in traumatic brain injury publication-title: Exp. Neurol. contributor: fullname: Smith – start-page: 51 year: 2010 end-page: 59 ident: bb0040 article-title: Classification of traumatic brain injury patients using multi-parametric automatic analysis of quantitative MRI scans publication-title: Intl. workshop on medical Imaging and Augmented Reality contributor: fullname: Blamire – volume: 20 start-page: 76 year: 2005 end-page: 79 ident: bb0335 article-title: Update of neuropathology and neurological recovery after traumatic brain injury (review) publication-title: J. Head Trauma Rehabil. contributor: fullname: Katz – volume: 51 start-page: 103 year: 2004 end-page: 114 ident: bb0345 article-title: Comprehensive approach for correction of motion and distortion in diffusion-weighted MRI publication-title: Magn. Reson. Med. contributor: fullname: Pierpaoli – volume: 65 start-page: 619 year: 2008 end-page: 626 ident: bb0445 article-title: Diffusion tensor tractography of traumatic diffuse axonal injury publication-title: Arch. Neurol. contributor: fullname: Diaz-Arrastia – volume: 31 start-page: 261 year: 2012 end-page: 279 ident: bb0050 article-title: Detection of hemorrahagic and axonal pathology in mild traumatic brain injury using advanced MRI: implications for neurorehabilitation publication-title: NeuroRehabilitation contributor: fullname: Benson – volume: 329 start-page: 1358 year: 2010 end-page: 1361 ident: bb0105 article-title: Prediction of individual brain maturity using fMRI publication-title: Science contributor: fullname: Power – volume: 23 start-page: 794 year: 2002 end-page: 802 ident: bb0035 article-title: Diffusion tensor mr imaging in diffuse axonal injury publication-title: Am. J. Neuroradiol. contributor: fullname: Meyerand – volume: 3 start-page: 10 year: 2012 ident: bb0160 article-title: a. Patient-tailored connectomics visualization for the assessment of white matter atrophy in traumatic brain injury publication-title: Front. Neurol. contributor: fullname: Horn – volume: 7 year: 2012 ident: bb0420 article-title: Mapping connectivity damage in the case of phineas gage publication-title: PLoS One contributor: fullname: Toga – volume: 130 start-page: 2508 year: 2007 end-page: 2519 ident: bb0215 article-title: White matter integrity and cognition in chronic traumatic brain injury: a diffusion tensor imaging study publication-title: Brain contributor: fullname: Little – volume: 2 start-page: 273 year: 2009 end-page: 283 ident: bb0225 article-title: Correlation of diffusion tensor imaging with executive function measures after early childhood traumatic brain injury publication-title: J. Pediatr. Rehabil. Med. contributor: fullname: Holland – volume: 6 start-page: 255 year: 2012 end-page: 282 ident: bb0355 article-title: Embracing chaos: the scope and importance of clinical and pathological heterogeneity in mTBI publication-title: Brain Imaging Behav. contributor: fullname: Lipton – volume: 37 start-page: 379 year: 2012 end-page: 399 ident: bb0360 article-title: Age-specific MRI templates for pediatric neuroimaging publication-title: Dev. Neuropsychol. contributor: fullname: Almli – volume: 25 start-page: 1 year: 2013 end-page: 5 ident: bb0395 article-title: Update on mild traumatic brain injury: neuropathology and structural imaging publication-title: J. Neuropsychiatry Clin. Neurosci. contributor: fullname: Hurley – volume: 16 start-page: 199 year: 2001 end-page: 231 ident: bb0075 article-title: Statistical modeling: the two cultures publication-title: Stat. Sci. contributor: fullname: Breiman – volume: 25 start-page: 433 year: 2010 end-page: 439 ident: bb0120 article-title: Executive function in the real world: BRIEF lessons from Mark Ylvisaker publication-title: J. Head Trauma Rehabil. contributor: fullname: Isquith – volume: 13 start-page: 730 year: 2009 ident: 10.1016/j.neuroimage.2016.01.056_bb0005 article-title: Automated voxel-based 3D cortical thickness measurement in a combined Lagrangian–Eulerian PDE approach using partial volume maps publication-title: Med. Image Anal. doi: 10.1016/j.media.2009.07.003 contributor: fullname: Acosta – volume: 23 start-page: 1176 year: 2004 ident: 10.1016/j.neuroimage.2016.01.056_bb0405 article-title: Direct estimation of the fiber orientation density function from diffusion-weighted MRI data using spherical deconvolution publication-title: NeuroImage doi: 10.1016/j.neuroimage.2004.07.037 contributor: fullname: Tournier – volume: 80 start-page: 1826 year: 2013 ident: 10.1016/j.neuroimage.2016.01.056_bb0310 article-title: Traumatic brain injury impairs small-world topology publication-title: Neurology doi: 10.1212/WNL.0b013e3182929f38 contributor: fullname: Pandit – volume: 46 start-page: 726 year: 2009 ident: 10.1016/j.neuroimage.2016.01.056_bb0020 article-title: Multi-atlas based segmentation of brain images: atlas selection and its effect on accuracy publication-title: NeuroImage doi: 10.1016/j.neuroimage.2009.02.018 contributor: fullname: Aljabar – volume: 7 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0110 article-title: Increased cortical–limbic anatomical network connectivity in major depression revealed by diffusion tensor imaging publication-title: PLoS One doi: 10.1371/journal.pone.0045972 contributor: fullname: Fang – volume: 51 start-page: 103 year: 2004 ident: 10.1016/j.neuroimage.2016.01.056_bb0345 article-title: Comprehensive approach for correction of motion and distortion in diffusion-weighted MRI publication-title: Magn. Reson. Med. doi: 10.1002/mrm.10677 contributor: fullname: Rohde – volume: 23 start-page: 675 year: 2009 ident: 10.1016/j.neuroimage.2016.01.056_bb0220 article-title: Comparative evaluation of corpus callosum DTI metrics in acute mild and moderate traumatic brain injury: its correlation with neuropsychometric tests publication-title: Brain Inj. doi: 10.1080/02699050903014915 contributor: fullname: Kumar – volume: 7 start-page: 1 year: 2013 ident: 10.1016/j.neuroimage.2016.01.056_bb0090 article-title: Topological correlations of structural and functional networks in patients with traumatic brain injury publication-title: Front. Hum. Neurosci. doi: 10.3389/fnhum.2013.00726 contributor: fullname: Caeyenberghs – volume: 52 start-page: 2249 year: 2008 ident: 10.1016/j.neuroimage.2016.01.056_bb0030 article-title: Empirical characterization of random forest variable importance measures publication-title: Comput. Stat. Data Anal. doi: 10.1016/j.csda.2007.08.015 contributor: fullname: Archer – volume: 63 start-page: 835 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0320 article-title: a. Homor: higher order model outlier rejection for high b-value MR diffusion data publication-title: NeuroImage doi: 10.1016/j.neuroimage.2012.07.022 contributor: fullname: Pannek – volume: 6 start-page: 108 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0055 article-title: Neuropathology of mild traumatic brain injury: relationship to neuroimaging findings publication-title: Brain Imaging Behav. doi: 10.1007/s11682-011-9145-0 contributor: fullname: Bigler – volume: 25 start-page: 433 year: 2010 ident: 10.1016/j.neuroimage.2016.01.056_bb0120 article-title: Executive function in the real world: BRIEF lessons from Mark Ylvisaker publication-title: J. Head Trauma Rehabil. doi: 10.1097/HTR.0b013e3181fbc272 contributor: fullname: Gioia – volume: 49 start-page: 1039 year: 1986 ident: 10.1016/j.neuroimage.2016.01.056_bb0015 article-title: Deep intracerebral (basal ganglia) haematomas in fatal non-missile head injury in man publication-title: J. Neurol. Neurosurg. Psychiatry doi: 10.1136/jnnp.49.9.1039 contributor: fullname: Adams – volume: 42 start-page: 1169 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0325 article-title: b. Diffusion MRI of the neonate brain: acquisition, processing and analysis technique publication-title: Pediatr. Radiol. doi: 10.1007/s00247-012-2427-x contributor: fullname: Pannek – volume: 18 start-page: 897 year: 1999 ident: 10.1016/j.neuroimage.2016.01.056_bb0425 article-title: Automated model-based tissue classification of MR images of the brain publication-title: IEEE Trans. Med. Imaging doi: 10.1109/42.811270 contributor: fullname: van Leemput – volume: 6 start-page: 329 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0240 article-title: Robust detection of traumatic axonal injury in individual mild traumatic brain injury patients: intersubject variation, change over time and bidirectional changes in anisotropy publication-title: Brain Imaging Behav. doi: 10.1007/s11682-012-9175-2 contributor: fullname: Lipton – volume: 6 start-page: 137 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0365 article-title: A review of magnetic resonance imaging and diffusion tensor imaging findings in mild traumatic brain injury publication-title: Brain Imaging Behav. doi: 10.1007/s11682-012-9156-5 contributor: fullname: Shenton – start-page: 1 year: 2013 ident: 10.1016/j.neuroimage.2016.01.056_bb0390 article-title: Clinical utility of diffusion tensor imaging and fibre tractography for evaluating diffuse axonal injury with hemiparesis contributor: fullname: Sugiyama – volume: 24 start-page: 753 year: 2007 ident: 10.1016/j.neuroimage.2016.01.056_bb0460 article-title: Diffuse axonal injury in severe traumatic brain injury visualized using high-resolution diffusion tensor imaging publication-title: J. Neurotrauma doi: 10.1089/neu.2006.0208 contributor: fullname: Xu – year: 2002 ident: 10.1016/j.neuroimage.2016.01.056_bb0195 contributor: fullname: Jolliffe – start-page: 140 year: 2002 ident: 10.1016/j.neuroimage.2016.01.056_bb0305 article-title: Robust registration of multi-modal images: towards real-time clinical applications contributor: fullname: Ourselin – start-page: 24 year: 1963 ident: 10.1016/j.neuroimage.2016.01.056_bb0435 article-title: Pattern recognition using generalized portrait method publication-title: Autom. Remote. Control. contributor: fullname: Vapnik – volume: 31 start-page: 261 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0050 article-title: Detection of hemorrahagic and axonal pathology in mild traumatic brain injury using advanced MRI: implications for neurorehabilitation publication-title: NeuroRehabilitation doi: 10.3233/NRE-2012-0795 contributor: fullname: Benson – volume: 2 start-page: 137 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0465 article-title: Diffusion tensor imaging and its application to traumatic brain injury: basic principles and recent advances publication-title: Open J. Med. Images doi: 10.4236/ojmi.2012.24025 contributor: fullname: Yeh – volume: 50 start-page: 910 year: 2010 ident: 10.1016/j.neuroimage.2016.01.056_bb0340 article-title: Identifying population differences in whole-brain structural networks: a machine learning approach publication-title: NeuroImage doi: 10.1016/j.neuroimage.2010.01.019 contributor: fullname: Robinson – year: 2007 ident: 10.1016/j.neuroimage.2016.01.056_bb0245 contributor: fullname: Liu – volume: 59 start-page: 2661 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0350 article-title: Direct evidence of intra- and interhemispheric corticomotor network degeneration in amyotrophic lateral sclerosis: an automated MRI structural connectivity study publication-title: NeuroImage doi: 10.1016/j.neuroimage.2011.08.054 contributor: fullname: Rose – volume: 50 start-page: 1044 year: 2010 ident: 10.1016/j.neuroimage.2016.01.056_bb0315 article-title: An automated strategy for the delineation and parcellation of commissural pathways suitable for clinical populations utilising high angular resolution diffusion imaging tractography publication-title: NeuroImage doi: 10.1016/j.neuroimage.2010.01.020 contributor: fullname: Pannek – volume: 104 start-page: 253 year: 2015 ident: 10.1016/j.neuroimage.2016.01.056_bb0385 article-title: The effects of SIFT on the reproducibility and biological accuracy of the structural connectome publication-title: NeuroImage doi: 10.1016/j.neuroimage.2014.10.004 contributor: fullname: Smith – year: 2001 ident: 10.1016/j.neuroimage.2016.01.056_bb0145 contributor: fullname: Hastie – volume: 12 start-page: 205 year: 2002 ident: 10.1016/j.neuroimage.2016.01.056_bb0140 article-title: Diffuse axonal injuries: a pathophysiology and imaging publication-title: Neuroimaging Clin. N. Am. doi: 10.1016/S1052-5149(02)00011-4 contributor: fullname: Hammoud – start-page: 144 year: 1992 ident: 10.1016/j.neuroimage.2016.01.056_bb0060 contributor: fullname: Boser – volume: 103 start-page: 298 year: 2005 ident: 10.1016/j.neuroimage.2016.01.056_bb0155 article-title: Diffuse axonal injury in mild traumatic brain injury: a diffusion tensor imaging study publication-title: J. Neurosurg. doi: 10.3171/jns.2005.103.2.0298 contributor: fullname: Inglese – volume: 62 start-page: 782 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0185 publication-title: FSL. Neuroimage doi: 10.1016/j.neuroimage.2011.09.015 contributor: fullname: Jenkinson – volume: 4 year: 2009 ident: 10.1016/j.neuroimage.2016.01.056_bb0100 article-title: Prognostic and diagnostic potential of the structural neuroanatomy of depression publication-title: PLoS One doi: 10.1371/journal.pone.0006353 contributor: fullname: Costafreda – volume: 2 start-page: 273 year: 2009 ident: 10.1016/j.neuroimage.2016.01.056_bb0225 article-title: Correlation of diffusion tensor imaging with executive function measures after early childhood traumatic brain injury publication-title: J. Pediatr. Rehabil. Med. doi: 10.3233/PRM-2009-0093 contributor: fullname: Kurowski – volume: 25 start-page: 241 year: 2010 ident: 10.1016/j.neuroimage.2016.01.056_bb0295 article-title: Diffusion tensor imaging of mild traumatic brain injury publication-title: J. Head Trauma Rehabil. doi: 10.1097/HTR.0b013e3181e52c2a contributor: fullname: Niogi – volume: 83 start-page: 870 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0025 article-title: Diffusion tensor imaging studies of mild traumatic brain injury: a meta-analysis publication-title: J. Neurol. Neurosurg. Psychiatry doi: 10.1136/jnnp-2012-302742 contributor: fullname: Aoki – volume: 246 start-page: 35 year: 2013 ident: 10.1016/j.neuroimage.2016.01.056_bb0190 article-title: Axonal pathology in traumatic brain injury publication-title: Exp. Neurol. doi: 10.1016/j.expneurol.2012.01.013 contributor: fullname: Johnson – volume: 22 start-page: 53 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0415 article-title: MRtrix: diffusion tractography in crossing fiber regions publication-title: Int. J. Imaging Syst. Technol. doi: 10.1002/ima.22005 contributor: fullname: Tournier – volume: 7 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0420 article-title: Mapping connectivity damage in the case of phineas gage publication-title: PLoS One doi: 10.1371/journal.pone.0037454 contributor: fullname: Van Horn – volume: 130 start-page: 2508 year: 2007 ident: 10.1016/j.neuroimage.2016.01.056_bb0215 article-title: White matter integrity and cognition in chronic traumatic brain injury: a diffusion tensor imaging study publication-title: Brain doi: 10.1093/brain/awm216 contributor: fullname: Kraus – volume: 23 start-page: 794 year: 2002 ident: 10.1016/j.neuroimage.2016.01.056_bb0035 article-title: Diffusion tensor mr imaging in diffuse axonal injury publication-title: Am. J. Neuroradiol. contributor: fullname: Arfanakis – volume: 25 year: 1964 ident: 10.1016/j.neuroimage.2016.01.056_bb0430 article-title: A note on one class of perceptrons publication-title: Autom. Remote. Control. contributor: fullname: Vapnik – volume: 22 start-page: 115 year: 2008 ident: 10.1016/j.neuroimage.2016.01.056_bb0280 article-title: Short-term DTI predictors of cognitive dysfunction in mild traumatic brain injury publication-title: Brain Inj. doi: 10.1080/02699050801888816 contributor: fullname: Miles – volume: 63 start-page: 1924 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0375 article-title: Anatomically-constrained tractography: improved diffusion MRI streamlines tractography through effective use of anatomical information publication-title: NeuroImage doi: 10.1016/j.neuroimage.2012.06.005 contributor: fullname: Smith – volume: 8 start-page: 1 year: 2014 ident: 10.1016/j.neuroimage.2016.01.056_bb0125 article-title: Neuroinformatics challenges to the structural, connectomic, functional, and electrophysiological multimodal imaging of human traumatic brain injury publication-title: Front. Neuroinformatics doi: 10.3389/fninf.2014.00019 contributor: fullname: Goh – volume: 8 year: 2013 ident: 10.1016/j.neuroimage.2016.01.056_bb0065 article-title: Increased gray matter diffusion anisotropy in patients with persistent post-concussive symptoms following mild traumatic brain injury publication-title: PLoS One doi: 10.1371/journal.pone.0066205 contributor: fullname: Bouix – volume: 3 start-page: 1157 year: 2003 ident: 10.1016/j.neuroimage.2016.01.056_bb0130 article-title: An introduction to variable and feature selection publication-title: J. Mach. Learn. Res. contributor: fullname: Guyon – volume: 66 start-page: 92 year: 2011 ident: 10.1016/j.neuroimage.2016.01.056_bb0290 article-title: Preterm neonatal diffusion processing using detection and replacement of outliers prior to resampling publication-title: Magn. Reson. Med. doi: 10.1002/mrm.22786 contributor: fullname: Morris – start-page: 51 year: 2010 ident: 10.1016/j.neuroimage.2016.01.056_bb0040 article-title: Classification of traumatic brain injury patients using multi-parametric automatic analysis of quantitative MRI scans contributor: fullname: Aribisala – volume: 35 start-page: 1459 year: 2007 ident: 10.1016/j.neuroimage.2016.01.056_bb0410 article-title: Robust determination of the fibre orientation distribution in diffusion MRI: non-negativity constrained super-resolved spherical deconvolution publication-title: NeuroImage doi: 10.1016/j.neuroimage.2007.02.016 contributor: fullname: Tournier – volume: 61 start-page: 1336 year: 2009 ident: 10.1016/j.neuroimage.2016.01.056_bb0235 article-title: The b-matrix must be rotated when correcting for subject motion in DTI data publication-title: Magn. Reson. Med. doi: 10.1002/mrm.21890 contributor: fullname: Leemans – volume: 67 start-page: 298 year: 2013 ident: 10.1016/j.neuroimage.2016.01.056_bb0380 article-title: SIFT: spherical-deconvolution informed filtering of tractograms publication-title: NeuroImage doi: 10.1016/j.neuroimage.2012.11.049 contributor: fullname: Smith – volume: 3 start-page: 10 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0160 article-title: a. Patient-tailored connectomics visualization for the assessment of white matter atrophy in traumatic brain injury publication-title: Front. Neurol. doi: 10.3389/fneur.2012.00010 contributor: fullname: Irimia – volume: 16 start-page: 199 year: 2001 ident: 10.1016/j.neuroimage.2016.01.056_bb0075 article-title: Statistical modeling: the two cultures publication-title: Stat. Sci. doi: 10.1214/ss/1009213726 contributor: fullname: Breiman – volume: 7 start-page: 1677 year: 2010 ident: 10.1016/j.neuroimage.2016.01.056_bb0115 article-title: Relative brain displacement and deformation during constrained mild frontal head impact publication-title: J. R. Soc. Interface doi: 10.1098/rsif.2010.0210 contributor: fullname: Feng – volume: 61 start-page: 931 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0450 article-title: Combined structural and resting-state functional MRI analysis of sexual dimorphism in the young adult human brain: an MVPA approach publication-title: NeuroImage doi: 10.1016/j.neuroimage.2012.03.080 contributor: fullname: Wang – start-page: 45 year: 2001 ident: 10.1016/j.neuroimage.2016.01.056_bb0070 article-title: Random forests publication-title: Mach. Learn. contributor: fullname: Breiman – volume: 8 year: 2013 ident: 10.1016/j.neuroimage.2016.01.056_bb0475 article-title: A machine learning approach to automated structural network analysis: application to neonatal encephalopathy publication-title: PLoS One doi: 10.1371/journal.pone.0078824 contributor: fullname: Ziv – volume: 1 start-page: 1 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0165 article-title: b. Neuroimaging of structural pathology and connectomics in traumatic brain injury: toward personalized outcome prediction publication-title: Neuroimage Clin. doi: 10.1016/j.nicl.2012.08.002 contributor: fullname: Irimia – volume: 49 start-page: 193 year: 2003 ident: 10.1016/j.neuroimage.2016.01.056_bb0175 article-title: Fast, automated, N-dimensional phase-unwrapping algorithm publication-title: Magn. Reson. Med. doi: 10.1002/mrm.10354 contributor: fullname: Jenkinson – volume: 98 start-page: 278 year: 2010 ident: 10.1016/j.neuroimage.2016.01.056_bb0285 article-title: Fast free-form deformation using graphics processing units publication-title: Comput. Methods Prog. Biomed. doi: 10.1016/j.cmpb.2009.09.002 contributor: fullname: Modat – start-page: 947 year: 2008 ident: 10.1016/j.neuroimage.2016.01.056_bb0045 article-title: Model-based registration to correct for motion between acquisitions in diffusion MR imaging contributor: fullname: Bai – volume: 37 start-page: 379 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0360 article-title: Age-specific MRI templates for pediatric neuroimaging publication-title: Dev. Neuropsychol. doi: 10.1080/87565641.2012.688900 contributor: fullname: Sanchez – volume: 25 start-page: 1 year: 2013 ident: 10.1016/j.neuroimage.2016.01.056_bb0395 article-title: Update on mild traumatic brain injury: neuropathology and structural imaging publication-title: J. Neuropsychiatry Clin. Neurosci. doi: 10.1176/appi.neuropsych.12120401 contributor: fullname: Taber – volume: 20 start-page: 273 year: 1995 ident: 10.1016/j.neuroimage.2016.01.056_bb0095 article-title: Support-vector networks publication-title: Mach. Learn. doi: 10.1007/BF00994018 contributor: fullname: Cortes – volume: 12 start-page: 557 year: 1982 ident: 10.1016/j.neuroimage.2016.01.056_bb0010 article-title: Diffuse axonal injury due to non-missile head injury in humans: an analysis of 45 cases publication-title: Ann. Neurol. doi: 10.1002/ana.410120610 contributor: fullname: Adams – year: 1984 ident: 10.1016/j.neuroimage.2016.01.056_bb0080 contributor: fullname: Breiman – volume: 56 start-page: 497 year: 2011 ident: 10.1016/j.neuroimage.2016.01.056_bb0230 article-title: Detecting stable distributed patterns of brain activation using Gini contrast publication-title: NeuroImage doi: 10.1016/j.neuroimage.2010.07.074 contributor: fullname: Langs – year: 2004 ident: 10.1016/j.neuroimage.2016.01.056_bb0180 article-title: Improving the registration of B0-distorted EPI images using calculated cost function weights contributor: fullname: Jenkinson – volume: 20 start-page: 76 year: 2005 ident: 10.1016/j.neuroimage.2016.01.056_bb0335 article-title: Update of neuropathology and neurological recovery after traumatic brain injury (review) publication-title: J. Head Trauma Rehabil. doi: 10.1097/00001199-200501000-00008 contributor: fullname: Povlishock – volume: 329 start-page: 1358 year: 2010 ident: 10.1016/j.neuroimage.2016.01.056_bb0105 article-title: Prediction of individual brain maturity using fMRI publication-title: Science doi: 10.1126/science.1194144 contributor: fullname: Dosenbach – volume: 83 start-page: 1235 year: 2014 ident: 10.1016/j.neuroimage.2016.01.056_bb0260 article-title: Classification algorithms using multiple MRI features in mild traumatic brain injury publication-title: Neurology doi: 10.1212/WNL.0000000000000834 contributor: fullname: Lui – volume: 134 start-page: 449 year: 2010 ident: 10.1016/j.neuroimage.2016.01.056_bb0210 article-title: White matter damage and cognitive impairment after traumatic brain injury publication-title: Brain doi: 10.1093/brain/awq347 contributor: fullname: Kinnunen – volume: 57 start-page: 128 year: 2005 ident: 10.1016/j.neuroimage.2016.01.056_bb0300 article-title: Chronic traumatic encephalopathy in a National Football League player publication-title: Neurosurgery doi: 10.1227/01.NEU.0000163407.92769.ED contributor: fullname: Omalu – volume: 53 start-page: 1197 year: 2010 ident: 10.1016/j.neuroimage.2016.01.056_bb0470 article-title: Network-based statistic: identifying differences in brain networks publication-title: NeuroImage doi: 10.1016/j.neuroimage.2010.06.041 contributor: fullname: Zalesky – volume: 6 start-page: 255 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0355 article-title: Embracing chaos: the scope and importance of clinical and pathological heterogeneity in mTBI publication-title: Brain Imaging Behav. doi: 10.1007/s11682-012-9162-7 contributor: fullname: Rosenbaum – volume: 33 start-page: 2117 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0440 article-title: Decreased fractional anisotropy evaluated using tract-based spatial statistics and correlated with cognitive dysfunction in patients with mild traumatic brain injury in the chronic stage publication-title: Brain contributor: fullname: Wada – volume: 46 start-page: 389 year: 2002 ident: 10.1016/j.neuroimage.2016.01.056_bb0135 article-title: Gene selection for cancer classification using support vector machines publication-title: Mach. Learn. doi: 10.1023/A:1012487302797 contributor: fullname: Guyon – volume: 25 start-page: 370 year: 2004 ident: 10.1016/j.neuroimage.2016.01.056_bb0150 article-title: Diffusion tensor imaging as a potential biomarker of white matter in diffuse axonal injury publication-title: Am. J. Neuroradiol. contributor: fullname: Huisman – volume: 17 start-page: 87 year: 1998 ident: 10.1016/j.neuroimage.2016.01.056_bb0370 article-title: A nonparametric method for automatic correction of intensity nonuniformity in MRI data publication-title: IEEE Trans. Med. Imaging doi: 10.1109/42.668698 contributor: fullname: Sled – start-page: 1 year: 2014 ident: 10.1016/j.neuroimage.2016.01.056_bb0400 article-title: Data classification: algorithms and applications contributor: fullname: Tang – volume: 82 start-page: 1461 year: 2001 ident: 10.1016/j.neuroimage.2016.01.056_bb0275 article-title: Current concepts: diffuse axonal injury-associated traumatic brain injury publication-title: Arch. Phys. Med. Rehabil. doi: 10.1053/apmr.2001.25137 contributor: fullname: Meythaler – year: 1992 ident: 10.1016/j.neuroimage.2016.01.056_bb0255 contributor: fullname: Love – volume: 30 start-page: 19 year: 2011 ident: 10.1016/j.neuroimage.2016.01.056_bb0270 article-title: Biomechanics of concussion publication-title: Clin. Sports Med. doi: 10.1016/j.csm.2010.08.009 contributor: fullname: Meaney – volume: 23 start-page: 265 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0250 article-title: Potential risk for healthy siblings to develop schizophrenia: evidence from pattern classification with whole-brain connectivity publication-title: NeuroReport doi: 10.1097/WNR.0b013e32834f60a5 contributor: fullname: Liu – volume: 23 start-page: 1412 year: 2006 ident: 10.1016/j.neuroimage.2016.01.056_bb0455 article-title: Diffusion tensor imaging in the corpus callosum in children after moderate to severe traumatic brain injury publication-title: J. Neurotrauma doi: 10.1089/neu.2006.23.1412 contributor: fullname: Wilde – volume: 14 start-page: 1057 year: 2000 ident: 10.1016/j.neuroimage.2016.01.056_bb0170 article-title: Prevalence of abnormal CT-scans following mild head injury publication-title: Brain Inj. doi: 10.1080/02699050050203559 contributor: fullname: Iverson – volume: 42 start-page: 515 year: 1999 ident: 10.1016/j.neuroimage.2016.01.056_bb0200 article-title: Optimal strategies for measuring diffusion in anisotropic systems by magnetic resonance imaging publication-title: Magn. Reson. Med. doi: 10.1002/(SICI)1522-2594(199909)42:3<515::AID-MRM14>3.0.CO;2-Q contributor: fullname: Jones – volume: 2 start-page: 559 year: 1901 ident: 10.1016/j.neuroimage.2016.01.056_bb0330 article-title: On lines and planes of closest fit to systems of points in space publication-title: Philos. Mag. doi: 10.1080/14786440109462720 contributor: fullname: Pearson – volume: 65 start-page: 619 year: 2008 ident: 10.1016/j.neuroimage.2016.01.056_bb0445 article-title: Diffusion tensor tractography of traumatic diffuse axonal injury publication-title: Arch. Neurol. doi: 10.1001/archneur.65.5.619 contributor: fullname: Wang – volume: 48 start-page: 1472 year: 2010 ident: 10.1016/j.neuroimage.2016.01.056_bb0085 article-title: Brain–behavior relationships in young traumatic brain injury patients: fractional anisotropy measures are highly correlated with dynamic visuomotor tracking performance publication-title: Neuropsychologia doi: 10.1016/j.neuropsychologia.2010.01.017 contributor: fullname: Caeyenberghs – volume: 115 start-page: 130 year: 2011 ident: 10.1016/j.neuroimage.2016.01.056_bb0265 article-title: Utility of diffusion tensor imaging in the acute stage of mild to moderate traumatic brain injury for detecting white matter lesions and predicting long-term cognitive function in adults publication-title: J. Neurosurg. doi: 10.3171/2011.2.JNS101547 contributor: fullname: Matsushita – volume: 30 start-page: 496 year: 2012 ident: 10.1016/j.neuroimage.2016.01.056_bb0205 article-title: Voxel- and atlas-based analysis of diffusion tensor imaging may reveal focal axonal injuries in mild traumatic brain injury — comparison with diffuse axonal injury publication-title: Magn. Reson. Imaging doi: 10.1016/j.mri.2011.12.018 contributor: fullname: Kasahara |
SSID | ssj0009148 |
Score | 2.4599342 |
Snippet | Identifying diffuse axonal injury (DAI) in patients with traumatic brain injury (TBI) presenting with normal appearing radiological MRI presents a significant... |
SourceID | proquest crossref pubmed elsevier |
SourceType | Aggregation Database Index Database Publisher |
StartPage | 247 |
SubjectTerms | Adult Brain Injuries, Traumatic - diagnostic imaging Connectome - methods Diffuse Axonal Injury - diagnostic imaging Diffusion Tensor Imaging - methods Diffusion tractography Female Humans Image Interpretation, Computer-Assisted Machine Learning Male Middle Aged Network-based statistics Neural networks Neural Pathways - pathology Structural network connections Studies Traumatic brain injury White Matter - pathology |
SummonAdditionalLinks | – databaseName: Health & Medical Collection dbid: 7X7 link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1NT9wwEB3xIVW9VFBKu3xURuIAB2tj58OxOFRQFS1I7QmkvVmx46BFIqHaRVUP_Hdm7IS9AOK0h_VqE4897yV-8wbgsCRLGNc0PE9tyRHxa14hrHON-Th3tkGICSrfP8XkOruc5tMVmAy1MCSrHHJiSNR15-gd-VgopWWC9FuMK0tvAdxi_OP-L6f-UXTO2jfTWIV1IZFW4MpWU7W03xVZLIrLU14KoXtNT1R6BefI2R3uX5J6FcHGkxpavwxUrxHRAEjnG_CpZ5LsNIZ-E1Z8-xk-_O7PyrfgkXhksGHGUXdBM-lZ3yTihi06Ngs1us1_hrf5EJxbmaWGEWzW3uJMs6Ors4tjRvUnLLrMkkMHozJeEseEeog56xr2j04i8B-oLoi1UVY-_wLX57-ufk5432yBuzwRC57nqZda1kroSiorSl3LrGgKX-kUgVSqhqzardX46WtEscxJqS1OqLVl4ZJ0G9barvXfgCnnCuVTTB3OIh9ECmSlFqmrKpfJOtEjEMPMmvvoqWEGsdmtWUbDUDRMIgxGYwQnQwhMzw0i5htM_e_49d4QNdPv0blZrqgRHDx_jbuLjkyq1ncPYQwiAj6x52-OwWdAag0xgq9xRTzflixKqUpR7Lx9Abvwka42KoL2YA2D6veR7Czs97COnwA__f_w priority: 102 providerName: ProQuest |
Title | Statistical machine learning to identify traumatic brain injury (TBI) from structural disconnections of white matter networks |
URI | https://dx.doi.org/10.1016/j.neuroimage.2016.01.056 https://www.ncbi.nlm.nih.gov/pubmed/26827816 https://www.proquest.com/docview/1779206261/abstract/ https://search.proquest.com/docview/1775381325 https://search.proquest.com/docview/1776668052 |
Volume | 129 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1RSxwxEA5iQfpSarXttVYi9KE-bG-T3U02-KSHcmp7iFW4t7DJZmUF96R3Uvpgf7szSVYptCL4cuFus-zezGS-CflmhpDPJZaEsU2TFJkpE0D8OqkA1hMF_riwpgGI8SzfiRif50fTYrpERn0uDNIqo-8PPt176_jLMEpzeN22wx8QGQDcwH5DeKDEJL4cwAhs-uufB5qHYnlIhyuyBGdHNk_gePmake0VrFwkeQlfwBNbWf8bov4XgnooOnhNXsUYku6G11wlS657Q1a-x1PyNXKLEaQvwAyzrjxb0tHYHuKCLma09dm5zW-6-Fnd-Jqt1GCrCNp2lyBj-uVs73CbYuYJDfVlsTYHxQRepMX4TIg5nTX0F55BwBMwI4h2gVA-XyfnB_tno3ES2ywktkjZIimKzHHFaxBhxaVhpap5LhrhKpUBhHLZYJF2YxSMrgb8yi3nyoBAjSmFTbO3ZLmbde49odJaIV0GTsMaiAQh-DFcscxWlc15naoBYb1k9XWopqF7mtmlftCGRm3olGnQxoDs9CrQf1mGBqf_hLs3eq3puDrnmkmpeApbOTYgW_eXYV3hYUnVudmNn4PmlfHi0Tmw-8OmEAPyLljE_d_iouSyZOLDs17_I3mJ3wJVaIMsg87dJ4iCFmbTmzl8yqncJC92R6ffTnA8PB5PYNzbn5yc3gFfBw1H |
link.rule.ids | 315,786,790,4521,12083,21416,24144,27957,27958,31754,31755,33779,33780,43345,43840,45620,45714,74102,74659 |
linkProvider | Elsevier |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Nb9QwEB1BkYAL4puFAkbiAAeL2E7iWBwQIKottD1tpb1ZseNUW6lJYbdCHPjvzNhO9wIVpxziKI7Hnjex37wBeN2QJIzve14p13BE_I63COvcoD-uvOsRYiLL96ieH5dfl9Uyb7itM61y8onRUXejpz3yd0JrIwsMv8WH8--cqkbR6WouoXEdbpRKlUTp00u9Fd0VZUqFqxRvhDCZyZP4XVEvcnWGq5YIXnUU76Qy1n-Hp3-FnxGG9u7CnRw_so_J4PfgWhjuw83DfEL-AH5T9BjFl7HVWWRKBpZLQ5ywzchWMTO3_8U2P9qLqNfKHJWJYKvhFMeXvVl82n_LKOuEJW1Z0uVglLxLlJiYBbFmY89-0vkDvoGygdiQyOTrh3C892Xxec5ziQXuq0JseFWpII3stDCt1E40ppNl3dehNQrhU-qeBNqdM3gNHWJX6aU0DgfUuab2hXoEO8M4hCfAtPe1DgodhncYBWLg46QRyretL2VXmBmIaWTteVLSsBPF7NRurWHJGrYQFq0xg_eTCWyOCBLSW3T4__H07mQ1m1fm2m7n0QxeXd7GNUUHJe0QxovYBnEA_9OrK9vgnx8VhJjB4zQjLj9L1o3UjaifXt2Bl3Brvjg8sAf7R9-ewW3qeeIE7cIOGjg8x3Bn417EOf0HPIH_Iw |
linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Nb9QwELWglSouiO8uFDASBzhYjZ3YjsWhaqGrlo9VhVqpNyt2HLSVmhR2K9RD_zszttO9QMUphzhK4hnPm8Rv3hDytkZJGN91TJauZoD4LWsA1pmBeCy96wBiIst3pg5Oqs-n8jTznxaZVjnGxBio28HjP_JtrrURBaTffLvLtIijT9Odi58MO0jhTmtup3GXrOtKSfDw9b392dH3lQQvr1JhnCxZzbnJvJ7E9orqkfNzWMNI91JRyhObWv8drP6VjEZQmj4g93M2SXeT-R-SO6F_RDa-5f3yx-Qac8koxQyjziNvMtDcKOIHXQ50Hut0uyu6_NVcRvVW6rBpBJ33ZzDb9N3x3uF7ijUoNCnNokoHxVJeJMjEmogFHTr6G3cj4A5YG0T7RC1fPCEn0_3jjwcsN1xgXhZ8yaQsgzCi1dw0Qjtem1ZUqlOhMSWAqdAdyrU7Z-AYWkCyygthHEyoc7XyRfmUrPVDHzYJ1d4rHUoIH95BTghpkBOGl75pfCXawkwIH2fWXiRdDTsSzs7syhoWrWELbsEaE_JhNIHN-UHCfQvh_z-u3hqtZvM6XdiVV03Im5vTsMJw26Tpw3AZxwAqwFe7vHUMfAdie4gJeZY84ua1hKqFrrl6fvsDvCYb4ND26-HsywtyDx88EYS2yBrYN7yE3GfpXmWn_gOLVgTV |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Statistical+machine+learning+to+identify+traumatic+brain+injury+%28TBI%29+from+structural+disconnections+of+white+matter+networks&rft.jtitle=NeuroImage+%28Orlando%2C+Fla.%29&rft.au=Mitra%2C+Jhimli&rft.au=Shen%2C+Kai-kai&rft.au=Ghose%2C+Soumya&rft.au=Bourgeat%2C+Pierrick&rft.date=2016-04-01&rft.issn=1053-8119&rft.volume=129&rft.spage=247&rft.epage=259&rft_id=info:doi/10.1016%2Fj.neuroimage.2016.01.056&rft.externalDBID=NO_FULL_TEXT |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1053-8119&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1053-8119&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1053-8119&client=summon |