{"id":"https://openalex.org/W413967189","doi":"https://doi.org/10.1117/12.2081329","title":"Revealing latent value of clinically acquired CTs of traumatic brain injury through multi-atlas segmentation in a retrospective study of 1,003 with external cross-validation","display_name":"Revealing latent value of clinically acquired CTs of traumatic brain injury through multi-atlas segmentation in a retrospective study of 1,003 with external cross-validation","publication_year":2015,"publication_date":"2015-03-20","ids":{"openalex":"https://openalex.org/W413967189","doi":"https://doi.org/10.1117/12.2081329","mag":"413967189","pmid":"https://pubmed.ncbi.nlm.nih.gov/25914504"},"language":"en","primary_location":{"id":"doi:10.1117/12.2081329","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2081329","pdf_url":null,"source":{"id":"https://openalex.org/S183492911","display_name":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","issn_l":"0277-786X","issn":["0277-786X","1996-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315543","host_organization_name":"SPIE","host_organization_lineage":["https://openalex.org/P4310315543"],"host_organization_lineage_names":["SPIE"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SPIE Proceedings","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4405676","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060185946","display_name":"Andrew J. Plassard","orcid":null},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew J. Plassard","raw_affiliation_strings":["Computer Science, Vanderbilt University, Nashville, TN 37253"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science, Vanderbilt University, Nashville, TN 37253","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079532080","display_name":"Patrick D. Kelly","orcid":"https://orcid.org/0000-0003-4911-4239"},"institutions":[{"id":"https://openalex.org/I901861585","display_name":"Vanderbilt University Medical Center","ror":"https://ror.org/05dq2gs74","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210162197","https://openalex.org/I901861585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Patrick D. Kelly","raw_affiliation_strings":["Medical School, Vanderbilt University, Nashville TN 37253"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical School, Vanderbilt University, Nashville TN 37253","institution_ids":["https://openalex.org/I901861585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012797975","display_name":"Andrew J. Asman","orcid":null},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew J. Asman","raw_affiliation_strings":["Electrical Engineering, Vanderbilt University, Nashville TN 37253"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering, Vanderbilt University, Nashville TN 37253","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024657657","display_name":"Hakmook Kang","orcid":"https://orcid.org/0000-0001-6876-4021"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hakmook Kang","raw_affiliation_strings":["Biostatistics, Vanderbilt University, Nashville TN 37253"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biostatistics, Vanderbilt University, Nashville TN 37253","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018571955","display_name":"Mayur B. Patel","orcid":"https://orcid.org/0000-0001-5230-0871"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mayur B. Patel","raw_affiliation_strings":["Emergency Medicine, Vanderbilt University, Nashville TN 37253"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emergency Medicine, Vanderbilt University, Nashville TN 37253","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075735203","display_name":"Bennett A. Landman","orcid":"https://orcid.org/0000-0001-5733-2127"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bennett A. Landman","raw_affiliation_strings":["Computer Science, Vanderbilt University, Nashville, TN 37253 ; Electrical Engineering, Vanderbilt University, Nashville TN 37253"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science, Vanderbilt University, Nashville, TN 37253 ; Electrical Engineering, Vanderbilt University, Nashville TN 37253","institution_ids":["https://openalex.org/I200719446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4406,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.6513492,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"9413","issue":null,"first_page":"94130K","last_page":"94130K"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10706","display_name":"Traumatic Brain Injury and Neurovascular Disturbances","score":0.998199999332428,"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"}},"topics":[{"id":"https://openalex.org/T10706","display_name":"Traumatic Brain Injury and Neurovascular Disturbances","score":0.998199999332428,"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"}},{"id":"https://openalex.org/T11467","display_name":"Trauma and Emergency Care Studies","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency Medicine"},"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/T12296","display_name":"Autopsy Techniques and Outcomes","score":0.9814000129699707,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6761067509651184},{"id":"https://openalex.org/keywords/traumatic-brain-injury","display_name":"Traumatic brain injury","score":0.6164028644561768},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5602789521217346},{"id":"https://openalex.org/keywords/atlas","display_name":"Atlas (anatomy)","score":0.5547859072685242},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.43782657384872437},{"id":"https://openalex.org/keywords/brain-atlas","display_name":"Brain atlas","score":0.4217706620693207},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38559088110923767},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2329263985157013}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6761067509651184},{"id":"https://openalex.org/C2781017439","wikidata":"https://www.wikidata.org/wiki/Q1995526","display_name":"Traumatic brain injury","level":2,"score":0.6164028644561768},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5602789521217346},{"id":"https://openalex.org/C2776673561","wikidata":"https://www.wikidata.org/wiki/Q655357","display_name":"Atlas (anatomy)","level":2,"score":0.5547859072685242},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.43782657384872437},{"id":"https://openalex.org/C2780972224","wikidata":"https://www.wikidata.org/wiki/Q17047956","display_name":"Brain atlas","level":2,"score":0.4217706620693207},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38559088110923767},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2329263985157013},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C105702510","wikidata":"https://www.wikidata.org/wiki/Q514","display_name":"Anatomy","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1117/12.2081329","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2081329","pdf_url":null,"source":{"id":"https://openalex.org/S183492911","display_name":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","issn_l":"0277-786X","issn":["0277-786X","1996-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315543","host_organization_name":"SPIE","host_organization_lineage":["https://openalex.org/P4310315543"],"host_organization_lineage_names":["SPIE"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SPIE Proceedings","raw_type":"proceedings-article"},{"id":"pmid:25914504","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25914504","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":"Proceedings of SPIE--the International Society for Optical Engineering","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:4405676","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4405676","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc SPIE Int Soc Opt Eng","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:4405676","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4405676","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc SPIE Int Soc Opt Eng","raw_type":"Text"},"sustainable_development_goals":[{"score":0.7099999785423279,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G1198600006","display_name":null,"funder_award_id":"UL1 RR024975","funder_id":"https://openalex.org/F4320337375","funder_display_name":"National Center for Research Resources"},{"id":"https://openalex.org/G6133685093","display_name":null,"funder_award_id":"U54 HD083211","funder_id":"https://openalex.org/F4320337611","funder_display_name":"Eunice Kennedy Shriver National Institute of Child Health and Human Development"}],"funders":[{"id":"https://openalex.org/F4320337375","display_name":"National Center for Research Resources","ror":"https://ror.org/04pw6fb54"},{"id":"https://openalex.org/F4320337472","display_name":"National Center for Advancing Translational Sciences","ror":"https://ror.org/04pw6fb54"},{"id":"https://openalex.org/F4320337611","display_name":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","ror":"https://ror.org/04byxyr05"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1594364707","https://openalex.org/W1993484478","https://openalex.org/W1994026785","https://openalex.org/W2010642911","https://openalex.org/W2032377318","https://openalex.org/W2044465660","https://openalex.org/W2050800676","https://openalex.org/W2071893991","https://openalex.org/W2085091083","https://openalex.org/W2100209835","https://openalex.org/W2105035887","https://openalex.org/W2122632052","https://openalex.org/W2414150458","https://openalex.org/W6668397700"],"related_works":["https://openalex.org/W3214912135","https://openalex.org/W4387252449","https://openalex.org/W2012519212","https://openalex.org/W4249039539","https://openalex.org/W1523541591","https://openalex.org/W2592984741","https://openalex.org/W1592689442","https://openalex.org/W1967068856","https://openalex.org/W1522196789","https://openalex.org/W2055554484"],"abstract_inverted_index":{"Medical":[0],"imaging":[1,25,208,212],"plays":[2],"a":[3,74,91,98,112,116],"key":[4],"role":[5],"in":[6,66,111,235],"guiding":[7],"treatment":[8],"of":[9,76,123,131,167,188,206],"traumatic":[10],"brain":[11,99],"injury":[12],"(TBI)":[13],"and":[14,35,82,106,145,176,224,244],"for":[15,29,80,129,165,173,181,221,227,241,249],"diagnosing":[16],"intracranial":[17],"hemorrhage;":[18],"most":[19],"commonly":[20],"rapid":[21],"computed":[22,110],"tomography":[23],"(CT)":[24],"is":[26,127],"performed.":[27],"Outcomes":[28],"patients":[30,68],"with":[31,103,214],"TBI":[32,54,81],"are":[33,219],"variable":[34],"difficult":[36],"to":[37,52,85,142,161,169,177],"predict":[38],"upon":[39],"hospital":[40,132],"admission.":[41],"Quantitative":[42],"outcome":[43,151],"scales":[44],"(e.g.,":[45],"the":[46,120,124,146,158,233],"Marshall":[47],"classification)":[48],"have":[49,61],"been":[50],"proposed":[51],"grade":[53],"severity":[55],"on":[56],"CT,":[57],"but":[58,192],"such":[59],"measures":[60],"had":[62],"relatively":[63],"low":[64],"value":[65,122,237],"staging":[67,240],"by":[69],"prognosis.":[70],"Herein,":[71],"we":[72],"examine":[73],"cohort":[75],"1,003":[77],"subjects":[78],"admitted":[79],"imaged":[83],"clinically":[84],"identify":[86],"potential":[87],"prognostic":[88,215,236],"metrics":[89],"using":[90],"\u201cbig":[92],"data\u201d":[93],"paradigm.":[94],"For":[95],"all":[96],"patients,":[97],"scan":[100],"was":[101],"segmented":[102],"multi-atlas":[104],"labeling,":[105],"intensity/volume/texture":[107],"features":[108,126,156],"were":[109],"localized":[113],"manner.":[114],"In":[115],"10-fold":[117],"crossvalidation":[118],"approach,":[119],"explanatory":[121],"image-derived":[125],"assessed":[128],"length":[130,166],"stay":[133],"(days),":[134],"discharge":[135,174],"disposition":[136],"(five":[137],"point":[138],"scale":[139],"from":[140],"death":[141],"return":[143],"home),":[144],"Rancho":[147,182],"Los":[148],"Amigos":[149],"functional":[150],"score":[152],"(Rancho":[153],"Score).":[154],"Image-derived":[155],"increased":[157],"predictive":[159],"R<sup>2</sup>":[160],"0.38":[162],"(from":[163,171,179],"0.18)":[164],"stay,":[168],"0.51":[170],"0.4)":[172],"disposition,":[175],"0.31":[178],"0.16)":[180],"Score":[183],"(over":[184],"models":[185],"consisting":[186],"only":[187],"non-imaging":[189],"admission":[190],"metrics,":[191],"including":[193],"positive/negative":[194],"radiological":[195],"CT":[196],"findings).":[197],"This":[198],"study":[199],"demonstrates":[200],"that":[201],"high":[202],"volume":[203],"retrospective":[204],"analysis":[205],"clinical":[207],"data":[209],"can":[210],"reveal":[211],"signatures":[213],"value.":[216],"These":[217],"targets":[218,226],"suited":[220],"follow-up":[222],"validation":[223],"represent":[225],"future":[228],"feature":[229],"selection":[230],"efforts.":[231],"Moreover,":[232],"increase":[234],"would":[238],"improve":[239],"intervention":[242],"assessment":[243],"provide":[245],"more":[246],"reliable":[247],"guidance":[248],"patients.":[250]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-07-06T08:01:05.025921","created_date":"2025-10-10T00:00:00"}
