{"id":"https://openalex.org/W4413052066","doi":"https://doi.org/10.3233/shti251203","title":"Slice-Wise Augmentation for Multi-Task Learning to Predict Neuropsychological Outcomes After Traumatic Brain Injury","display_name":"Slice-Wise Augmentation for Multi-Task Learning to Predict Neuropsychological Outcomes After Traumatic Brain Injury","publication_year":2025,"publication_date":"2025-08-07","ids":{"openalex":"https://openalex.org/W4413052066","doi":"https://doi.org/10.3233/shti251203","pmid":"https://pubmed.ncbi.nlm.nih.gov/40776220"},"language":"en","primary_location":{"id":"doi:10.3233/shti251203","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251203","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/shti251203","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Wonpil Jang","orcid":"https://orcid.org/0009-0008-0749-0125"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Wonpil Jang","raw_affiliation_strings":["Department of Biomedical Engineering, Yonsei University"],"raw_orcid":"https://orcid.org/0009-0008-0749-0125","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Yonsei University","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026116576","display_name":"Junbeom Lee","orcid":"https://orcid.org/0000-0001-6502-1556"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Junbeom Lee","raw_affiliation_strings":["Department of Biomedical Engineering, Yonsei University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Yonsei University","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053946080","display_name":"Yechan Kim","orcid":"https://orcid.org/0000-0002-0971-3387"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yechan Kim","raw_affiliation_strings":["Department of Biomedical Engineering, Yonsei University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Yonsei University","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008175162","display_name":"J.S. Lee","orcid":"https://orcid.org/0009-0007-8204-1429"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jonghun Lee","raw_affiliation_strings":["Department of Biomedical Engineering, Yonsei University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Yonsei University","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022571351","display_name":"Junghoon Kim","orcid":"https://orcid.org/0000-0001-5729-8993"},"institutions":[{"id":"https://openalex.org/I125687163","display_name":"City College of New York","ror":"https://ror.org/00wmhkr98","country_code":"US","type":"education","lineage":["https://openalex.org/I125687163"]},{"id":"https://openalex.org/I2800359653","display_name":"CUNY School of Law","ror":"https://ror.org/00jtran50","country_code":"US","type":"education","lineage":["https://openalex.org/I2800359653"]},{"id":"https://openalex.org/I4210150520","display_name":"Cellular Research (United States)","ror":"https://ror.org/04jvb9y72","country_code":"US","type":"company","lineage":["https://openalex.org/I4210150520"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Junghoon J. Kim","raw_affiliation_strings":["Department of Molecular, Cellular, and Biomedical Sciences, CUNY School of Medicine, The City College of New York"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Molecular, Cellular, and Biomedical Sciences, CUNY School of Medicine, The City College of New York","institution_ids":["https://openalex.org/I125687163","https://openalex.org/I2800359653","https://openalex.org/I4210150520"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030881071","display_name":"Joon Yul Choi","orcid":"https://orcid.org/0000-0002-2428-0209"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Joon Yul Choi","raw_affiliation_strings":["Department of Biomedical Engineering, Yonsei University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Yonsei University","institution_ids":["https://openalex.org/I193775966"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.43324976,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"329","issue":null,"first_page":"1764","last_page":"1765"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9771999716758728,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9771999716758728,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10977","display_name":"Optical Imaging and Spectroscopy Techniques","score":0.9613999724388123,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T10416","display_name":"Traumatic Brain Injury Research","score":0.9362999796867371,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/traumatic-brain-injury","display_name":"Traumatic brain injury","score":0.8233503103256226},{"id":"https://openalex.org/keywords/neuropsychology","display_name":"Neuropsychology","score":0.8075672388076782},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5580590963363647},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.541210412979126},{"id":"https://openalex.org/keywords/neuropsychological-assessment","display_name":"Neuropsychological assessment","score":0.5383926630020142},{"id":"https://openalex.org/keywords/rehabilitation","display_name":"Rehabilitation","score":0.5383869409561157},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.43005573749542236},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.40308627486228943},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.33191758394241333},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.1480279266834259},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.1376592218875885}],"concepts":[{"id":"https://openalex.org/C2781017439","wikidata":"https://www.wikidata.org/wiki/Q1995526","display_name":"Traumatic brain injury","level":2,"score":0.8233503103256226},{"id":"https://openalex.org/C14216870","wikidata":"https://www.wikidata.org/wiki/Q3872","display_name":"Neuropsychology","level":3,"score":0.8075672388076782},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5580590963363647},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.541210412979126},{"id":"https://openalex.org/C536788834","wikidata":"https://www.wikidata.org/wiki/Q7002588","display_name":"Neuropsychological assessment","level":4,"score":0.5383926630020142},{"id":"https://openalex.org/C2778818304","wikidata":"https://www.wikidata.org/wiki/Q1819478","display_name":"Rehabilitation","level":2,"score":0.5383869409561157},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.43005573749542236},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.40308627486228943},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.33191758394241333},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1480279266834259},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.1376592218875885},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009483","descriptor_name":"Neuropsychological Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009483","descriptor_name":"Neuropsychological Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti251203","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251203","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:40776220","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40776220","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti251203","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251203","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2410093446","https://openalex.org/W2480208912","https://openalex.org/W2505185432","https://openalex.org/W4235872100","https://openalex.org/W2963713644","https://openalex.org/W4388325710","https://openalex.org/W4250661259","https://openalex.org/W1488488265","https://openalex.org/W3928272","https://openalex.org/W62530588"],"abstract_inverted_index":{"Traumatic":[0],"brain":[1],"injury":[2,45],"(TBI)":[3],"often":[4],"causes":[5],"lasting":[6],"cognitive":[7],"impairments":[8],"and":[9,27],"requires":[10],"accurate":[11],"predictions":[12],"for":[13,108],"personalized":[14],"rehabilitation.":[15],"This":[16],"study":[17,91],"evaluated":[18],"the":[19,77,101],"performance":[20,102],"of":[21,72,86,96,103],"multi-task":[22,104],"deep":[23,105],"learning":[24,106],"models":[25,107],"with":[26,47,62,69],"without":[28,79],"slice-wise":[29,70,94],"data":[30],"augmentation.":[31],"3D":[32,73,97],"Cerebrovascular":[33],"reactivity":[34],"(CVR)":[35],"maps":[36,75,99],"derived":[37],"from":[38],"resting-state":[39],"fMRI":[40],"at":[41,56],"3":[42],"months":[43,58],"post":[44],"along":[46],"clinical":[48],"characteristics":[49],"were":[50],"used":[51],"to":[52,64],"predict":[53],"neuropsychological":[54,110],"outcomes":[55,111],"12":[57],"post-injury":[59],"in":[60],"patients":[61],"moderate":[63],"severe":[65],"TBI.":[66,115],"The":[67,90],"model":[68,78],"augmentation":[71,95],"CVR":[74,98],"outperformed":[76],"augmentation,":[80],"achieving":[81],"a":[82],"mean":[83],"absolute":[84],"error":[85],"9.18":[87],"\u00b1":[88],"1.30.":[89],"demonstrated":[92],"that":[93],"enhances":[100],"predicting":[109],"one":[112],"year":[113],"after":[114]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
