{"id":"https://openalex.org/W4294252561","doi":"https://doi.org/10.3390/s22176594","title":"Deep Learning with Multimodal Integration for Predicting Recurrence in Patients with Non-Small Cell Lung Cancer","display_name":"Deep Learning with Multimodal Integration for Predicting Recurrence in Patients with Non-Small Cell Lung Cancer","publication_year":2022,"publication_date":"2022-08-31","ids":{"openalex":"https://openalex.org/W4294252561","doi":"https://doi.org/10.3390/s22176594","pmid":"https://pubmed.ncbi.nlm.nih.gov/36081053"},"language":"en","primary_location":{"id":"doi:10.3390/s22176594","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22176594","pdf_url":"https://www.mdpi.com/1424-8220/22/17/6594/pdf?version=1662022728","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/22/17/6594/pdf?version=1662022728","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044996055","display_name":"Gihyeon Kim","orcid":"https://orcid.org/0000-0001-8162-6088"},"institutions":[{"id":"https://openalex.org/I138925566","display_name":"Ewha Womans University","ror":"https://ror.org/053fp5c05","country_code":"KR","type":"education","lineage":["https://openalex.org/I138925566"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Gihyeon Kim","raw_affiliation_strings":["Computational Medicine, Graduate Program in System Health Science and Engineering, Ewha Womans University, Seoul 03760, Korea"],"raw_orcid":"https://orcid.org/0000-0001-8162-6088","affiliations":[{"raw_affiliation_string":"Computational Medicine, Graduate Program in System Health Science and Engineering, Ewha Womans University, Seoul 03760, Korea","institution_ids":["https://openalex.org/I138925566"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003020149","display_name":"Sehwa Moon","orcid":null},"institutions":[{"id":"https://openalex.org/I138925566","display_name":"Ewha Womans University","ror":"https://ror.org/053fp5c05","country_code":"KR","type":"education","lineage":["https://openalex.org/I138925566"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sehwa Moon","raw_affiliation_strings":["Division of Mechanical and Biomedical Engineering, Graduate Program in System Health Science and Engineering, Ewha Womans University, Seoul 03760, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Mechanical and Biomedical Engineering, Graduate Program in System Health Science and Engineering, Ewha Womans University, Seoul 03760, Korea","institution_ids":["https://openalex.org/I138925566"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083618878","display_name":"Jang\u2010Hwan Choi","orcid":"https://orcid.org/0000-0001-9273-034X"},"institutions":[{"id":"https://openalex.org/I138925566","display_name":"Ewha Womans University","ror":"https://ror.org/053fp5c05","country_code":"KR","type":"education","lineage":["https://openalex.org/I138925566"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Jang-Hwan Choi","raw_affiliation_strings":["Department of Artificial Intelligence, Ewha Womans University, Seoul 03760, Korea","Division of Mechanical and Biomedical Engineering, Graduate Program in System Health Science and Engineering, Ewha Womans University, Seoul 03760, Korea"],"raw_orcid":"https://orcid.org/0000-0001-9273-034X","affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Ewha Womans University, Seoul 03760, Korea","institution_ids":["https://openalex.org/I138925566"]},{"raw_affiliation_string":"Division of Mechanical and Biomedical Engineering, Graduate Program in System Health Science and Engineering, Ewha Womans University, Seoul 03760, Korea","institution_ids":["https://openalex.org/I138925566"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5083618878"],"corresponding_institution_ids":["https://openalex.org/I138925566"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":3.3868,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.92827809,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"22","issue":"17","first_page":"6594","last_page":"6594"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9998999834060669,"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/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/T10417","display_name":"Lung Cancer Treatments and Mutations","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/medicine","display_name":"Medicine","score":0.5755162239074707},{"id":"https://openalex.org/keywords/lung-cancer","display_name":"Lung cancer","score":0.5293555855751038},{"id":"https://openalex.org/keywords/radiation-treatment-planning","display_name":"Radiation treatment planning","score":0.4922150671482086},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.4669339060783386},{"id":"https://openalex.org/keywords/metastasis","display_name":"Metastasis","score":0.4560631513595581},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.30238425731658936},{"id":"https://openalex.org/keywords/oncology","display_name":"Oncology","score":0.3007020950317383},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.23837974667549133},{"id":"https://openalex.org/keywords/radiation-therapy","display_name":"Radiation therapy","score":0.13507738709449768}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5755162239074707},{"id":"https://openalex.org/C2776256026","wikidata":"https://www.wikidata.org/wiki/Q47912","display_name":"Lung cancer","level":2,"score":0.5293555855751038},{"id":"https://openalex.org/C201645570","wikidata":"https://www.wikidata.org/wiki/Q830637","display_name":"Radiation treatment planning","level":3,"score":0.4922150671482086},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.4669339060783386},{"id":"https://openalex.org/C2779013556","wikidata":"https://www.wikidata.org/wiki/Q181876","display_name":"Metastasis","level":3,"score":0.4560631513595581},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.30238425731658936},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.3007020950317383},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.23837974667549133},{"id":"https://openalex.org/C509974204","wikidata":"https://www.wikidata.org/wiki/Q180507","display_name":"Radiation therapy","level":2,"score":0.13507738709449768}],"mesh":[{"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":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002289","descriptor_name":"Carcinoma, Non-Small-Cell Lung","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D002289","descriptor_name":"Carcinoma, Non-Small-Cell Lung","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D002289","descriptor_name":"Carcinoma, Non-Small-Cell Lung","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D009367","descriptor_name":"Neoplasm Staging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009367","descriptor_name":"Neoplasm Staging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009367","descriptor_name":"Neoplasm Staging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.3390/s22176594","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22176594","pdf_url":"https://www.mdpi.com/1424-8220/22/17/6594/pdf?version=1662022728","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:36081053","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36081053","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:69068836587e4d6786f744f2e52c36e6","is_oa":true,"landing_page_url":"https://doaj.org/article/69068836587e4d6786f744f2e52c36e6","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":"Sensors, Vol 22, Iss 17, p 6594 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/17/6594/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22176594","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 22; Issue 17; Pages: 6594","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9459700","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9459700","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s22176594","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22176594","pdf_url":"https://www.mdpi.com/1424-8220/22/17/6594/pdf?version=1662022728","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7699999809265137,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G1080042375","display_name":null,"funder_award_id":"9991006689","funder_id":"https://openalex.org/F4320318847","funder_display_name":"Korea Medical Device Development Fund"},{"id":"https://openalex.org/G2551024773","display_name":null,"funder_award_id":"21YR2400","funder_id":"https://openalex.org/F4320322093","funder_display_name":"Electronics and Telecommunications Research Institute"},{"id":"https://openalex.org/G7655306596","display_name":null,"funder_award_id":"KMDF_PR_20200901_0016","funder_id":"https://openalex.org/F4320318847","funder_display_name":"Korea Medical Device Development Fund"}],"funders":[{"id":"https://openalex.org/F4320318847","display_name":"Korea Medical Device Development Fund","ror":null},{"id":"https://openalex.org/F4320322093","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4294252561.pdf","grobid_xml":"https://content.openalex.org/works/W4294252561.grobid-xml"},"referenced_works_count":59,"referenced_works":["https://openalex.org/W70383152","https://openalex.org/W206383763","https://openalex.org/W1494052777","https://openalex.org/W1884346826","https://openalex.org/W1892105223","https://openalex.org/W1916715489","https://openalex.org/W1969730637","https://openalex.org/W1986237561","https://openalex.org/W1987054640","https://openalex.org/W1987489128","https://openalex.org/W1990266033","https://openalex.org/W2009671306","https://openalex.org/W2010871781","https://openalex.org/W2021329627","https://openalex.org/W2054930937","https://openalex.org/W2056641330","https://openalex.org/W2062567955","https://openalex.org/W2063321524","https://openalex.org/W2074817241","https://openalex.org/W2082893943","https://openalex.org/W2083927153","https://openalex.org/W2085754299","https://openalex.org/W2095322892","https://openalex.org/W2096598736","https://openalex.org/W2102150307","https://openalex.org/W2103004421","https://openalex.org/W2106787323","https://openalex.org/W2107896071","https://openalex.org/W2113876238","https://openalex.org/W2118125821","https://openalex.org/W2119424848","https://openalex.org/W2119805434","https://openalex.org/W2128739912","https://openalex.org/W2132186981","https://openalex.org/W2147316235","https://openalex.org/W2157825442","https://openalex.org/W2162670121","https://openalex.org/W2169296882","https://openalex.org/W2253150690","https://openalex.org/W2289430492","https://openalex.org/W2529348641","https://openalex.org/W2559794959","https://openalex.org/W2566863750","https://openalex.org/W2621243763","https://openalex.org/W2767128594","https://openalex.org/W2770987919","https://openalex.org/W2890692402","https://openalex.org/W2896246551","https://openalex.org/W2903444831","https://openalex.org/W2923027365","https://openalex.org/W2968458129","https://openalex.org/W2981995513","https://openalex.org/W2984188227","https://openalex.org/W3004869489","https://openalex.org/W3147894994","https://openalex.org/W6602870191","https://openalex.org/W6640005250","https://openalex.org/W6664471452","https://openalex.org/W6677358553"],"related_works":["https://openalex.org/W2064573700","https://openalex.org/W2967366602","https://openalex.org/W2376385980","https://openalex.org/W2075817938","https://openalex.org/W1496498748","https://openalex.org/W2129774558","https://openalex.org/W1997032381","https://openalex.org/W1979593122","https://openalex.org/W2287922696","https://openalex.org/W2783341158"],"abstract_inverted_index":{"Due":[0],"to":[1,20,59,62,75],"high":[2,93],"recurrence":[3,96],"rates":[4],"in":[5,48,88],"patients":[6,91],"with":[7],"non-small":[8],"cell":[9],"lung":[10],"cancer":[11],"(NSCLC),":[12],"medical":[13],"professionals":[14],"need":[15],"extremely":[16],"accurate":[17],"diagnostic":[18,30],"methods":[19],"prevent":[21],"bleak":[22],"prognoses.":[23],"However,":[24],"even":[25],"the":[26,32,38],"most":[27],"commonly":[28],"used":[29],"method,":[31],"TNM":[33],"staging":[34],"system,":[35],"which":[36,71],"describes":[37],"tumor-size,":[39],"nodal-involvement,":[40],"and":[41,97],"presence":[42],"of":[43,95],"metastasis,":[44],"is":[45],"often":[46],"inaccurate":[47],"predicting":[49],"NSCLC":[50],"recurrence.":[51],"These":[52],"limitations":[53],"make":[54],"it":[55],"difficult":[56],"for":[57],"clinicians":[58,87],"tailor":[60],"treatments":[61],"individual":[63],"patients.":[64],"Here,":[65],"we":[66],"propose":[67],"a":[68],"novel":[69],"approach,":[70],"applies":[72],"deep":[73],"learning":[74],"an":[76],"ensemble-based":[77],"method":[78],"that":[79],"exploits":[80],"patient-derived,":[81],"multi-modal":[82],"data.":[83],"This":[84],"will":[85],"aid":[86],"successfully":[89],"identifying":[90],"at":[92],"risk":[94],"improve":[98],"treatment":[99],"planning.":[100]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
