{"id":"https://openalex.org/W2909982630","doi":"https://doi.org/10.1145/3285996.3286012","title":"Multi-Atlas Based Early Prediction of Post-Traumatic Stress Disorder","display_name":"Multi-Atlas Based Early Prediction of Post-Traumatic Stress Disorder","publication_year":2018,"publication_date":"2018-10-13","ids":{"openalex":"https://openalex.org/W2909982630","doi":"https://doi.org/10.1145/3285996.3286012","mag":"2909982630"},"language":"en","primary_location":{"id":"doi:10.1145/3285996.3286012","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3285996.3286012","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Symposium on Image Computing and Digital Medicine","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040824128","display_name":"Yakun Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yakun Yu","raw_affiliation_strings":["Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100391054","display_name":"Qian Wang","orcid":"https://orcid.org/0000-0002-3490-3836"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Wang","raw_affiliation_strings":["Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084214981","display_name":"Hao Hu","orcid":"https://orcid.org/0000-0002-1103-0243"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I2802690428","display_name":"Shanghai Mental Health Center","ror":"https://ror.org/05bd2wa15","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802690428"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Hu","raw_affiliation_strings":["Department of Clinical Psychology, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Clinical Psychology, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I2802690428"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081538798","display_name":"Shanshan Su","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I2802690428","display_name":"Shanghai Mental Health Center","ror":"https://ror.org/05bd2wa15","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802690428"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanshan Su","raw_affiliation_strings":["Department of Clinical Psychology, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Clinical Psychology, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I2802690428"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100422437","display_name":"Zhen Wang","orcid":"https://orcid.org/0000-0003-4319-5314"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I2802690428","display_name":"Shanghai Mental Health Center","ror":"https://ror.org/05bd2wa15","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802690428"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Wang","raw_affiliation_strings":["Department of Clinical Psychology, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Clinical Psychology, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I2802690428"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5844,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.90464345,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"69","last_page":"72"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10242","display_name":"Posttraumatic Stress Disorder Research","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10242","display_name":"Posttraumatic Stress Disorder Research","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10416","display_name":"Traumatic Brain Injury Research","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10706","display_name":"Traumatic Brain Injury and Neurovascular Disturbances","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/traumatic-stress","display_name":"Traumatic stress","score":0.4988565444946289},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.4544530212879181},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44881102442741394},{"id":"https://openalex.org/keywords/posttraumatic-stress","display_name":"Posttraumatic stress","score":0.4257267117500305},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41129326820373535},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.35352322459220886},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3535160422325134},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3322291672229767},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.24936193227767944}],"concepts":[{"id":"https://openalex.org/C2778159538","wikidata":"https://www.wikidata.org/wiki/Q16920843","display_name":"Traumatic stress","level":2,"score":0.4988565444946289},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.4544530212879181},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44881102442741394},{"id":"https://openalex.org/C2991847609","wikidata":"https://www.wikidata.org/wiki/Q202387","display_name":"Posttraumatic stress","level":2,"score":0.4257267117500305},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41129326820373535},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.35352322459220886},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3535160422325134},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3322291672229767},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.24936193227767944}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3285996.3286012","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3285996.3286012","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Symposium on Image Computing and Digital Medicine","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8199999928474426,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1512974596","https://openalex.org/W1529210251","https://openalex.org/W1787191630","https://openalex.org/W1827854950","https://openalex.org/W1973946969","https://openalex.org/W1983019361","https://openalex.org/W1994547251","https://openalex.org/W1995571867","https://openalex.org/W2006748710","https://openalex.org/W2007059501","https://openalex.org/W2019587683","https://openalex.org/W2041674474","https://openalex.org/W2050237761","https://openalex.org/W2055456847","https://openalex.org/W2058046532","https://openalex.org/W2070144611","https://openalex.org/W2080800110","https://openalex.org/W2101135654","https://openalex.org/W2114214919","https://openalex.org/W2130312871","https://openalex.org/W2133131661","https://openalex.org/W2135046866","https://openalex.org/W2157848968","https://openalex.org/W2193627466","https://openalex.org/W2466225796","https://openalex.org/W2735414108","https://openalex.org/W2741879581","https://openalex.org/W4241715325","https://openalex.org/W4254108335","https://openalex.org/W4362207762"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Individuals":[0],"may":[1],"develop":[2,114],"into":[3,93,115],"post-traumatic":[4],"stress":[5],"disorder":[6],"(PTSD)":[7],"within":[8,59,80],"days":[9],"to":[10,45,98],"months":[11],"after":[12,62],"trauma":[13],"exposure.":[14],"However,":[15],"if":[16],"early":[17],"intervention":[18],"is":[19],"taken,":[20],"PTSD":[21],"can":[22,106,130],"be":[23],"well":[24],"prevented":[25],"or":[26],"delayed.":[27],"This":[28],"paper":[29],"proposes":[30],"a":[31,109],"machine":[32],"learning":[33],"method":[34,129],"associated":[35],"with":[36,49,71],"multiple":[37,86],"atlases":[38],"upon":[39],"the":[40,81,127],"multi-modal":[41],"structural":[42],"MRI":[43],"images":[44],"predict":[46,107],"high-risk":[47],"patients":[48],"PTSD.":[50,72,116,138],"Specifically,":[51],"72":[52],"participants":[53],"underwent":[54],"T1":[55,76],"and":[56,77,96,134],"DTI":[57,78],"scans":[58],"48":[60],"hours":[61],"suffering":[63],"traffic":[64],"accidents.":[65],"Thirty-two":[66],"subjects":[67],"were":[68,90],"eventually":[69],"diagnosed":[70],"We":[73],"first":[74],"extracted":[75],"features":[79,89],"regions-of-interest":[82],"(ROIs)":[83],"parcellated":[84],"by":[85],"atlases.":[87],"Those":[88],"then":[91],"fed":[92],"feature":[94],"selection":[95],"classification":[97],"build":[99],"an":[100,132],"optimal":[101],"model":[102],"through":[103],"which":[104],"we":[105],"whether":[108],"new":[110],"trauma-exposed":[111],"subject":[112],"would":[113],"Our":[117],"results":[118],"demonstrated":[119],"high":[120],"performance":[121],"(AUC:":[122],"0.8484,":[123],"ACC:":[124],"0.8750),":[125],"indicating":[126],"proposed":[128],"produce":[131],"accurate":[133],"robust":[135],"prediction":[136],"of":[137]},"counts_by_year":[{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}