{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,29]],"date-time":"2026-06-29T17:34:13Z","timestamp":1782754453348,"version":"3.54.5"},"reference-count":68,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"11","license":[{"start":{"date-parts":[[2021,11,1]],"date-time":"2021-11-01T00:00:00Z","timestamp":1635724800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2021,11,1]],"date-time":"2021-11-01T00:00:00Z","timestamp":1635724800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2021,11,1]],"date-time":"2021-11-01T00:00:00Z","timestamp":1635724800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"Department of Bioengineering, Stanford University and the Office of Naval Research Young Investigator Program","award":["N00014-16-1-2949"],"award-info":[{"award-number":["N00014-16-1-2949"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Biomed. Eng."],"published-print":{"date-parts":[[2021,11]]},"DOI":"10.1109\/tbme.2021.3073380","type":"journal-article","created":{"date-parts":[[2021,4,14]],"date-time":"2021-04-14T22:57:14Z","timestamp":1618441034000},"page":"3424-3434","source":"Crossref","is-referenced-by-count":51,"title":["Rapid Estimation of Entire Brain Strain Using Deep Learning Models"],"prefix":"10.1109","volume":"68","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7058-2603","authenticated-orcid":false,"given":"Xianghao","family":"Zhan","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9451-0620","authenticated-orcid":false,"given":"Yuzhe","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2691-652X","authenticated-orcid":false,"given":"Samuel","family":"Raymond","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hossein","family":"Vahid Alizadeh","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"August","family":"Domel","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Olivier","family":"Gevaert","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6940-9096","authenticated-orcid":false,"given":"Michael","family":"Zeineh","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gerald","family":"Grant","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David","family":"Camarillo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.3390\/s18092936"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1115\/1.4046866"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1089\/neu.2018.6340"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/s10439-014-1212-4"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/s10439-020-02629-3"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1007\/s10439-013-0801-y"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1007\/s10439-018-02179-9"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1115\/1.4038357"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1007\/s10439-014-1193-3"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-019-53551-1"},{"key":"ref60","article-title":"NFL linear impactor helmet test protocol","author":"funk","year":"2017","journal-title":"Charlottesville Biomech Consulting Res"},{"key":"ref62","doi-asserted-by":"crossref","DOI":"10.1007\/s10439-021-02813-z","article-title":"Predictive factors of kinematics in traumatic brain injury from head impacts based on statistical interpretation","author":"zhan","year":"2021"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1007\/s10237-016-0829-7"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1007\/s10237-020-01391-8"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1115\/SBC2013-14839"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(00)87453-X"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1155\/2016\/7049743"},{"key":"ref65","article-title":"Prediction of brain strain across head impact subtypes using 18 brain injury criteria","author":"zhan","year":"2020"},{"key":"ref66","article-title":"Theoretical and numerical analysis for angular acceleration being determinant of brain strain in mTBI","author":"liu","year":"2020"},{"key":"ref29","doi-asserted-by":"crossref","DOI":"10.1007\/s10439-021-02821-z","article-title":"Time window of head impact kinematics measurement for calculation of brain strain and strain rate in american football","author":"liu","year":"2021"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2014.220"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1038\/srep26094"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.apmr.2019.05.016"},{"key":"ref1","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1080\/16501960410023732","article-title":"Incidence, risk factors, and prevention of mild traumatic brain injury: Results of the WHO collaborating centre task force on mild traumatic brain injury","volume":"36","author":"c","year":"2004","journal-title":"J Rehabil Med"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2018.2874591"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.4271\/973339"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/s10439-018-02166-0"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1227\/01.neu.0000318162.67472.ad"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1089\/neu.2018.5634"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1177\/0363546514560876"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.4085\/1062-6050.52.2.05"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1007\/s10439-018-02155-3"},{"key":"ref51","author":"faraway","year":"2014","journal-title":"Linear Models With R"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbiomech.2018.05.024"},{"key":"ref58","article-title":"Tensorflow: Large-scale machine learning on heterogeneous distributed systems","author":"abadi","year":"2016"},{"key":"ref57","doi-asserted-by":"crossref","DOI":"10.1109\/JSEN.2021.3102488","article-title":"Boost AI power: Data augmentation strategies with unlabeled data and conformal prediction, a case in alternative herbal medicine discrimination with electronic nose","author":"liu","year":"2021"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/ICBCB.2019.8854643"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2011.6033567"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-45014-9_1"},{"key":"ref53","article-title":"Adam: A method for stochastic optimization","author":"kingma","year":"2014"},{"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":"publisher","DOI":"10.1093\/brain\/awx350"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/s10439-019-02199-z"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.sna.2020.111874"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.4271\/2001-22-0016"},{"key":"ref13","doi-asserted-by":"crossref","first-page":"347","DOI":"10.1089\/neu.2019.6483","article-title":"Dynamic blood-brain barrier regulation in mild traumatic brain injury","volume":"37","author":"e","year":"2020","journal-title":"J Neurotrauma"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1001\/jama.290.19.2549"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1249\/MSS.0b013e3182793067"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1542\/peds.108.6.1297"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1097\/CCM.0000000000002080"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/s10237-019-01261-y"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2007.905484"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1249\/mss.0b013e3180383da5"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1038\/nrneurol.2010.74"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1089\/neu.2016.4413"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1093\/jnen\/nlw036"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1177\/0954411920947850"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1002\/ana.25611"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1123\/jab.29.6.721"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1089\/neu.2019.6398"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1089\/neu.2020.7281"},{"key":"ref45","first-page":"1","article-title":"A new open-access platform for measuring and sharing mTBI data","author":"domel","year":"2021","journal-title":"Scientific Reports 1"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.4271\/2014-22-0002"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbiomech.2007.02.011"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/BHI.2016.7455870"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.measurement.2020.107588"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1007\/s10439-020-02654-2"},{"key":"ref43","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s41598-017-17864-3","article-title":"Detection of american football head impacts using biomechanical features and support vector machine classification","volume":"8","author":"wu","year":"2017","journal-title":"Sci Rep"}],"container-title":["IEEE Transactions on Biomedical Engineering"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10\/9580687\/09404813.pdf?arnumber=9404813","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,12,24]],"date-time":"2022-12-24T09:01:15Z","timestamp":1671872475000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9404813\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,11]]},"references-count":68,"journal-issue":{"issue":"11"},"URL":"https:\/\/doi.org\/10.1109\/tbme.2021.3073380","relation":{},"ISSN":["0018-9294","1558-2531"],"issn-type":[{"value":"0018-9294","type":"print"},{"value":"1558-2531","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,11]]}}}