{"id":"https://openalex.org/W4287534587","doi":null,"title":"DL4Burn: Burn Surgical Candidacy Prediction using Multimodal Deep Learning.","display_name":"DL4Burn: Burn Surgical Candidacy Prediction using Multimodal Deep Learning.","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W4287534587","pmid":"https://pubmed.ncbi.nlm.nih.gov/35308958","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/8861767"},"language":"en","primary_location":{"id":"pmid:35308958","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35308958","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,"listed_in":[],"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":"AMIA ... Annual Symposium proceedings. AMIA Symposium","raw_type":"Journal Article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC8861767/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018625427","display_name":"Sirisha Rambhatla","orcid":"https://orcid.org/0000-0002-9389-727X","observed_orcids":["https://orcid.org/0000-0002-9389-727X"]},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sirisha Rambhatla","raw_affiliation_strings":["Computer Science Department, University of Southern California, Los Angeles, CA, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Southern California, Los Angeles, CA, U.S.A","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101484442","display_name":"Samantha Huang","orcid":"https://orcid.org/0000-0003-0970-7355","observed_orcids":["https://orcid.org/0000-0003-0970-7355"]},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samantha Huang","raw_affiliation_strings":["Keck School of Medicine, University of Southern California, Los Angeles, CA, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Keck School of Medicine, University of Southern California, Los Angeles, CA, U.S.A","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042142024","display_name":"Loc Trinh","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Loc Trinh","raw_affiliation_strings":["Computer Science Department, University of Southern California, Los Angeles, CA, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Southern California, Los Angeles, CA, U.S.A","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028868095","display_name":"Mengfei Zhang","orcid":"https://orcid.org/0000-0003-2185-4315","observed_orcids":["https://orcid.org/0000-0003-2185-4315"]},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mengfei Zhang","raw_affiliation_strings":["Computer Science Department, University of Southern California, Los Angeles, CA, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Southern California, Los Angeles, CA, U.S.A","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028399716","display_name":"Boyuan Long","orcid":"https://orcid.org/0009-0009-6365-5219","observed_orcids":["https://orcid.org/0009-0009-6365-5219"]},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Boyuan Long","raw_affiliation_strings":["Computer Science Department, University of Southern California, Los Angeles, CA, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Southern California, Los Angeles, CA, U.S.A","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030298403","display_name":"Mingtao Dong","orcid":"https://orcid.org/0000-0002-9929-5210","observed_orcids":["https://orcid.org/0000-0002-9929-5210"]},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mingtao Dong","raw_affiliation_strings":["Computer Science Department, University of Southern California, Los Angeles, CA, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Southern California, Los Angeles, CA, U.S.A","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030359218","display_name":"Vyom Unadkat","orcid":"https://orcid.org/0000-0002-0248-7823","observed_orcids":["https://orcid.org/0000-0002-0248-7823"]},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vyom Unadkat","raw_affiliation_strings":["Computer Science Department, University of Southern California, Los Angeles, CA, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Southern California, Los Angeles, CA, U.S.A","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045751849","display_name":"Haig A Yenikomshian","orcid":"https://orcid.org/0000-0002-8230-1565","observed_orcids":["https://orcid.org/0000-0002-8230-1565","https://orcid.org/0000-0002-9018-045X"]},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]},{"id":"https://openalex.org/I1342924430","display_name":"LAC+USC Medical Center","ror":"https://ror.org/04xzj3x20","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1328359107","https://openalex.org/I1342924430"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Haig A Yenikomshian","raw_affiliation_strings":["Southern California Regional Burn Center at LAC+USC, University of Southern California, Los Angeles, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southern California Regional Burn Center at LAC+USC, University of Southern California, Los Angeles, CA","institution_ids":["https://openalex.org/I1174212","https://openalex.org/I1342924430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067026874","display_name":"Justin T. Gillenwater","orcid":"https://orcid.org/0000-0001-9410-6030","observed_orcids":["https://orcid.org/0000-0001-9410-6030"]},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]},{"id":"https://openalex.org/I1342924430","display_name":"LAC+USC Medical Center","ror":"https://ror.org/04xzj3x20","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1328359107","https://openalex.org/I1342924430"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Justin Gillenwater","raw_affiliation_strings":["Southern California Regional Burn Center at LAC+USC, University of Southern California, Los Angeles, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southern California Regional Burn Center at LAC+USC, University of Southern California, Los Angeles, CA","institution_ids":["https://openalex.org/I1174212","https://openalex.org/I1342924430"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100351175","display_name":"Yan Liu","orcid":"https://orcid.org/0000-0002-7055-9518","observed_orcids":["https://orcid.org/0000-0002-7055-9518","https://orcid.org/0000-0003-4242-4840"]},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yan Liu","raw_affiliation_strings":["Computer Science Department, University of Southern California, Los Angeles, CA, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Southern California, Los Angeles, CA, U.S.A","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.7814,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.9392936,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":"2021","issue":null,"first_page":"1039","last_page":"1048"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11422","display_name":"Burn Injury Management and Outcomes","score":0.9843999743461609,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T11422","display_name":"Burn Injury Management and Outcomes","score":0.9843999743461609,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.0038999998942017555,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.002300000051036477,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/burn-wounds","display_name":"burn wounds","score":0.8600000143051147},{"id":"https://openalex.org/keywords/burn-depth-assessment","display_name":"burn depth assessment","score":0.7519999742507935},{"id":"https://openalex.org/keywords/multimodal-deep-learning","display_name":"multimodal deep learning","score":0.9470000267028809},{"id":"https://openalex.org/keywords/resnet-50","display_name":"ResNet50","score":0.9660000205039978},{"id":"https://openalex.org/keywords/mobile-application","display_name":"mobile application","score":0.699999988079071},{"id":"https://openalex.org/keywords/wound-imaging","display_name":"wound imaging","score":0.4650000035762787},{"id":"https://openalex.org/keywords/clinical-decision-support","display_name":"clinical decision support","score":0.6949999928474426}],"concepts":[{"id":"https://openalex.org/C2780332366","wikidata":"https://www.wikidata.org/wiki/Q5031731","display_name":"Candidacy","level":3,"score":0.9918732643127441},{"id":"https://openalex.org/C2993242423","wikidata":"https://www.wikidata.org/wiki/Q170518","display_name":"Burn injury","level":2,"score":0.6219890117645264},{"id":"https://openalex.org/C4441509","wikidata":"https://www.wikidata.org/wiki/Q6418787","display_name":"Multimodal therapy","level":2,"score":0.5990623235702515},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5707914233207703},{"id":"https://openalex.org/C3019879682","wikidata":"https://www.wikidata.org/wiki/Q170518","display_name":"Burn wound","level":3,"score":0.548384428024292},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.43816155195236206},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42495909333229065},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38690847158432007},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.28770899772644043},{"id":"https://openalex.org/C2780269544","wikidata":"https://www.wikidata.org/wiki/Q1509074","display_name":"Wound healing","level":2,"score":0.11699819564819336},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002056","descriptor_name":"Burns","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"pmid:35308958","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35308958","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,"listed_in":[],"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":"AMIA ... Annual Symposium proceedings. AMIA Symposium","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8861767","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC8861767/","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,"listed_in":[],"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":"AMIA Annu Symp Proc","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:8861767","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC8861767/","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,"listed_in":[],"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":"AMIA Annu Symp Proc","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9537000060081482}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W926893388","https://openalex.org/W1822128848","https://openalex.org/W1979319218","https://openalex.org/W2038569144","https://openalex.org/W2042667699","https://openalex.org/W2137072629","https://openalex.org/W2177870565","https://openalex.org/W2565825022","https://openalex.org/W2606441001","https://openalex.org/W2797942752","https://openalex.org/W2901944459","https://openalex.org/W2914209001","https://openalex.org/W2919647648","https://openalex.org/W2949231527","https://openalex.org/W2958585678","https://openalex.org/W2963957999","https://openalex.org/W2979647047","https://openalex.org/W3023447964","https://openalex.org/W3045249771"],"related_works":["https://openalex.org/W4388802786","https://openalex.org/W3094267158","https://openalex.org/W4285735815","https://openalex.org/W7130613703","https://openalex.org/W3108026855","https://openalex.org/W7164354323","https://openalex.org/W7164736977","https://openalex.org/W7161297128","https://openalex.org/W3045249771","https://openalex.org/W4410221419"],"abstract_inverted_index":{"Burn":[0],"wounds":[1],"are":[2],"most":[3],"commonly":[4],"evaluated":[5],"through":[6],"visual":[7],"inspection":[8],"to":[9,76],"determine":[10],"surgical":[11,42,74],"candidacy,":[12,75],"taking":[13],"into":[14],"account":[15],"burn":[16,40,73,98],"depth":[17],"and":[18,29,50,63,91,101],"individualized":[19],"patient":[20,51,97],"factors.":[21],"This":[22],"process,":[23],"though":[24],"cost":[25],"effective,":[26],"is":[27],"subjective":[28],"varies":[30],"by":[31,82],"provider":[32],"experience.":[33],"Deep":[34],"learning":[35,61],"models":[36],"can":[37],"assist":[38],"in":[39],"wound":[41,49],"candidacy":[43],"with":[44],"predictions":[45],"based":[46],"on":[47],"the":[48,78],"characteristics.":[52],"To":[53],"this":[54],"end,":[55],"we":[56,85],"present":[57],"a":[58,64,87],"multimodal":[59,89],"deep":[60],"approach":[62,80],"complementary":[65],"mobile":[66],"application":[67],"-":[68,70],"DL4Burn":[69],"for":[71],"predicting":[72],"emulate":[77],"multi-factored":[79],"used":[81],"clinicians.":[83],"Specifically,":[84],"propose":[86],"ResNet50-based":[88],"model":[90],"validate":[92],"it":[93],"using":[94],"retrospectively":[95],"obtained":[96],"images,":[99],"demographic,":[100],"injury":[102],"data.":[103]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2022-07-25T00:00:00"}
