{"id":"https://openalex.org/W4317583579","doi":"https://doi.org/10.1002/aisy.202200365","title":"Multimodal Neural Network for Recurrence Prediction of Papillary Thyroid Carcinoma","display_name":"Multimodal Neural Network for Recurrence Prediction of Papillary Thyroid Carcinoma","publication_year":2023,"publication_date":"2023-01-20","ids":{"openalex":"https://openalex.org/W4317583579","doi":"https://doi.org/10.1002/aisy.202200365"},"language":"en","primary_location":{"id":"doi:10.1002/aisy.202200365","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202200365","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202200365","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202200365","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001296103","display_name":"Geun-Hyeong Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I4210161026","display_name":"Chungbuk National University Hospital","ror":"https://ror.org/05529q263","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I163753206","https://openalex.org/I4210161026"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Geun-Hyeong Kim","raw_affiliation_strings":["Medical AI Research Team Chungbuk National University Hospital  Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","Medical AI Research Team Chungbuk National University Hospital Cheongju-si Chungcheongbuk-do 28644 Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical AI Research Team Chungbuk National University Hospital  Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","institution_ids":["https://openalex.org/I4210161026"]},{"raw_affiliation_string":"Medical AI Research Team Chungbuk National University Hospital Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","institution_ids":["https://openalex.org/I4210161026"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100620038","display_name":"Dong\u2010Hwa Lee","orcid":"https://orcid.org/0000-0002-1552-3205"},"institutions":[{"id":"https://openalex.org/I4210161026","display_name":"Chungbuk National University Hospital","ror":"https://ror.org/05529q263","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I163753206","https://openalex.org/I4210161026"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dong-Hwa Lee","raw_affiliation_strings":["Division of Endocrinology and Metabolism Department of Internal Medicine Chungbuk National University Hospital  Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","Division of Endocrinology and Metabolism Department of Internal Medicine Chungbuk National University Hospital Cheongju-si Chungcheongbuk-do 28644 Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Endocrinology and Metabolism Department of Internal Medicine Chungbuk National University Hospital  Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","institution_ids":["https://openalex.org/I4210161026"]},{"raw_affiliation_string":"Division of Endocrinology and Metabolism Department of Internal Medicine Chungbuk National University Hospital Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","institution_ids":["https://openalex.org/I4210161026"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101688151","display_name":"Jee-Woo Choi","orcid":"https://orcid.org/0000-0001-7774-4807"},"institutions":[{"id":"https://openalex.org/I4210161026","display_name":"Chungbuk National University Hospital","ror":"https://ror.org/05529q263","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I163753206","https://openalex.org/I4210161026"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jee-Woo Choi","raw_affiliation_strings":["Medical AI Research Team Chungbuk National University Hospital  Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","Medical AI Research Team Chungbuk National University Hospital Cheongju-si Chungcheongbuk-do 28644 Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical AI Research Team Chungbuk National University Hospital  Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","institution_ids":["https://openalex.org/I4210161026"]},{"raw_affiliation_string":"Medical AI Research Team Chungbuk National University Hospital Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","institution_ids":["https://openalex.org/I4210161026"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064588322","display_name":"Hyun Jeong Jeon","orcid":"https://orcid.org/0000-0002-5928-1375"},"institutions":[{"id":"https://openalex.org/I4210161026","display_name":"Chungbuk National University Hospital","ror":"https://ror.org/05529q263","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I163753206","https://openalex.org/I4210161026"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Hyun-Jeong Jeon","raw_affiliation_strings":["Division of Endocrinology and Metabolism Department of Internal Medicine Chungbuk National University Hospital  Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","Division of Endocrinology and Metabolism Department of Internal Medicine Chungbuk National University Hospital Cheongju-si Chungcheongbuk-do 28644 Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Endocrinology and Metabolism Department of Internal Medicine Chungbuk National University Hospital  Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","institution_ids":["https://openalex.org/I4210161026"]},{"raw_affiliation_string":"Division of Endocrinology and Metabolism Department of Internal Medicine Chungbuk National University Hospital Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","institution_ids":["https://openalex.org/I4210161026"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069241394","display_name":"Seung Park","orcid":"https://orcid.org/0000-0003-2311-9306"},"institutions":[{"id":"https://openalex.org/I4210161026","display_name":"Chungbuk National University Hospital","ror":"https://ror.org/05529q263","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I163753206","https://openalex.org/I4210161026"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Seung Park","raw_affiliation_strings":["Department of Biomedical Engineering Chungbuk National University Hospital  Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","Department of Biomedical Engineering Chungbuk National University Hospital Cheongju-si Chungcheongbuk-do 28644 Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-2311-9306","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering Chungbuk National University Hospital  Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","institution_ids":["https://openalex.org/I4210161026"]},{"raw_affiliation_string":"Department of Biomedical Engineering Chungbuk National University Hospital Cheongju-si Chungcheongbuk-do 28644 Republic of Korea","institution_ids":["https://openalex.org/I4210161026"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5064588322","https://openalex.org/A5069241394"],"corresponding_institution_ids":["https://openalex.org/I4210161026"],"apc_list":{"value":3190,"currency":"USD","value_usd":3190},"apc_paid":{"value":3190,"currency":"USD","value_usd":3190},"fwci":1.1997,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.79809477,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"5","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10329","display_name":"Thyroid Cancer Diagnosis and Treatment","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T10329","display_name":"Thyroid Cancer Diagnosis and Treatment","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.982200026512146,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9779000282287598,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/thyroid-carcinoma","display_name":"Thyroid carcinoma","score":0.7408289313316345},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.6744170188903809},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5196322798728943},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5105487108230591},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4729872941970825},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4659717082977295},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.36541223526000977},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3528846502304077},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.345321923494339},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.283342570066452},{"id":"https://openalex.org/keywords/thyroid","display_name":"Thyroid","score":0.26588869094848633}],"concepts":[{"id":"https://openalex.org/C2993294228","wikidata":"https://www.wikidata.org/wiki/Q13632630","display_name":"Thyroid carcinoma","level":3,"score":0.7408289313316345},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.6744170188903809},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5196322798728943},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5105487108230591},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4729872941970825},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4659717082977295},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.36541223526000977},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3528846502304077},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.345321923494339},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.283342570066452},{"id":"https://openalex.org/C526584372","wikidata":"https://www.wikidata.org/wiki/Q16399","display_name":"Thyroid","level":2,"score":0.26588869094848633}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1002/aisy.202200365","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202200365","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202200365","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b22622eb9a314da9b76f6f669ea53aec","is_oa":true,"landing_page_url":"https://doaj.org/article/b22622eb9a314da9b76f6f669ea53aec","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Advanced Intelligent Systems, Vol 5, Iss 2, Pp n/a-n/a (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1002/aisy.202200365","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202200365","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202200365","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1719775181","display_name":null,"funder_award_id":"S0252\u201021\u20101001","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G597368284","display_name":null,"funder_award_id":"S0252-21-10 01","funder_id":"https://openalex.org/F4320322065","funder_display_name":"National IT Industry Promotion Agency"}],"funders":[{"id":"https://openalex.org/F4320322065","display_name":"National IT Industry Promotion Agency","ror":"https://ror.org/026v53e29"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4317583579.pdf"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1749674064","https://openalex.org/W1832499071","https://openalex.org/W1977818592","https://openalex.org/W2032162541","https://openalex.org/W2064675550","https://openalex.org/W2085755612","https://openalex.org/W2089630167","https://openalex.org/W2116542352","https://openalex.org/W2132192244","https://openalex.org/W2134480384","https://openalex.org/W2231156824","https://openalex.org/W2269637976","https://openalex.org/W2288874647","https://openalex.org/W2464424134","https://openalex.org/W2522173990","https://openalex.org/W2548265008","https://openalex.org/W2603020828","https://openalex.org/W2603577764","https://openalex.org/W2614258601","https://openalex.org/W2807598270","https://openalex.org/W2921476071","https://openalex.org/W2949231527","https://openalex.org/W2972708748","https://openalex.org/W3003282372","https://openalex.org/W3014997656","https://openalex.org/W3026978308","https://openalex.org/W3082591845","https://openalex.org/W3118577024","https://openalex.org/W3134830552","https://openalex.org/W3139186403","https://openalex.org/W4211107646","https://openalex.org/W4233489284","https://openalex.org/W4292654887"],"related_works":["https://openalex.org/W4385649027","https://openalex.org/W2970784617","https://openalex.org/W2126639667","https://openalex.org/W4375867731","https://openalex.org/W2217963778","https://openalex.org/W2129882004","https://openalex.org/W4303685026","https://openalex.org/W1980276147","https://openalex.org/W3187081201","https://openalex.org/W4380075502"],"abstract_inverted_index":{"Papillary":[0],"thyroid":[1,58],"carcinoma":[2,9],"(PTC)":[3],"is":[4,32,40,87,95,111,136,152,189],"the":[5,51,57,72,109,113,125,143,155,160,173,177,182,185,187,190,199],"most":[6],"common":[7],"endocrine":[8],"and":[10,27,83,108,122],"has":[11,18],"frequent":[12],"recurrence":[13,17,106,164,174],"instances.":[14],"Although":[15],"PTC":[16,101,163],"been":[19],"predicted":[20],"using":[21,24,176],"predictors":[22],"established":[23],"various":[25],"features":[26],"techniques,":[28],"its":[29],"early":[30],"detection":[31],"still":[33],"challenging.":[34],"To":[35,181],"address":[36],"this":[37],"issue,":[38],"it":[39],"aimed":[41],"to":[42,194],"develop":[43],"a":[44,66,132,203],"deep\u2010learning":[45,192],"model":[46,193],"that":[47,79,159],"utilizes":[48],"not":[49],"only":[50],"initial":[52],"medical":[53],"records":[54],"but":[55],"also":[56],"function":[59],"tests":[60],"(TFTs)":[61],"performed":[62],"periodically":[63],"post\u2010surgery.":[64,205],"Herein,":[65],"novel":[67],"multimodal":[68,76],"prediction":[69,134],"model,":[70],"called":[71],"hybrid":[73],"architecture":[74],"for":[75],"analysis":[77],"(HAMA),":[78],"can":[80],"analyze":[81],"numeric":[82],"time\u2010series":[84],"data":[85,98,144],"simultaneously,":[86],"proposed.":[88],"For":[89],"quantitative":[90],"evaluation,":[91],"fourfold":[92],"cross":[93],"validation":[94],"conducted":[96,137],"on":[97],"of":[99,145,184,202],"1613":[100],"patients":[102],"including":[103],"63":[104],"locoregional":[105],"patients,":[107],"HAMA":[110,161,188],"achieved":[112],"following":[114],"performance:":[115],"sensitivity":[116],"(0.9688);":[117],"specificity":[118],"(0.9781);":[119],"F1\u2010score":[120],"(0.7943);":[121],"area":[123],"under":[124],"receiver\u2010operating":[126],"characteristic":[127],"curve,":[128],"AUROC":[129],"(0.9863).":[130],"Furthermore,":[131],"real\u2010time":[133,149,156],"simulation":[135,157],"at":[138,165],"6\u2010month":[139],"intervals":[140],"by":[141,171],"reconstructing":[142],"each":[146],"patient":[147,204],"into":[148],"data.":[150,180],"It":[151],"demonstrated":[153],"in":[154,169,198],"results":[158],"predicts":[162],"least":[166],"1.5":[167],"years":[168],"advance":[170],"recalculating":[172],"probability":[175],"additional":[178],"follow\u2010up":[179],"best":[183],"knowledge,":[186],"first":[191],"reflect":[195],"continuous":[196],"change":[197],"physical":[200],"condition":[201]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}
