{"id":"https://openalex.org/W4387754929","doi":"https://doi.org/10.1145/3608298.3608301","title":"A deep learning approach to Lung Nodule Growth Prediction using CT image combined with Demographic and image features","display_name":"A deep learning approach to Lung Nodule Growth Prediction using CT image combined with Demographic and image features","publication_year":2023,"publication_date":"2023-05-12","ids":{"openalex":"https://openalex.org/W4387754929","doi":"https://doi.org/10.1145/3608298.3608301"},"language":"en","primary_location":{"id":"doi:10.1145/3608298.3608301","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3608298.3608301","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 the 7th International Conference on Medical and Health Informatics (ICMHI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052040600","display_name":"Ai\u2010Hsien Li","orcid":"https://orcid.org/0000-0001-7118-7819"},"institutions":[{"id":"https://openalex.org/I4210102996","display_name":"Far Eastern Memorial Hospital","ror":"https://ror.org/019tq3436","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210102996"]},{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ai-Hsien Adams Li","raw_affiliation_strings":["Division of Cardiology, Far Eastern Memorial Hospital, Taiwan and \rGraduate Program in Biomedical Informatics, Yuan Ze University, Taiwan"],"raw_orcid":"https://orcid.org/0000-0001-7118-7819","affiliations":[{"raw_affiliation_string":"Division of Cardiology, Far Eastern Memorial Hospital, Taiwan and \rGraduate Program in Biomedical Informatics, Yuan Ze University, Taiwan","institution_ids":["https://openalex.org/I99908691","https://openalex.org/I4210102996"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069084033","display_name":"Duc-Khanh Nguyen","orcid":"https://orcid.org/0000-0001-8388-7425"},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Duc-Khanh Nguyen","raw_affiliation_strings":["Department of information management, Yuan Ze University, Taiwan"],"raw_orcid":"https://orcid.org/0000-0001-8388-7425","affiliations":[{"raw_affiliation_string":"Department of information management, Yuan Ze University, Taiwan","institution_ids":["https://openalex.org/I99908691"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076204348","display_name":"Yen\u2010Jun Lai","orcid":"https://orcid.org/0000-0002-1803-8280"},"institutions":[{"id":"https://openalex.org/I4210102996","display_name":"Far Eastern Memorial Hospital","ror":"https://ror.org/019tq3436","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210102996"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yen-Jun Lai","raw_affiliation_strings":["Department of Radiology, Far Eastern Memorial Hospital, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-1803-8280","affiliations":[{"raw_affiliation_string":"Department of Radiology, Far Eastern Memorial Hospital, Taiwan","institution_ids":["https://openalex.org/I4210102996"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030506063","display_name":"Ting\u2010Ying Chien","orcid":"https://orcid.org/0000-0002-4054-7663"},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ting-Ying Chien","raw_affiliation_strings":["Graduate Program in Biomedical Informatics, Yuan Ze University, Taiwan and \rDepartment of Computer Science and Engineering, Yuan Ze University, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-4054-7663","affiliations":[{"raw_affiliation_string":"Graduate Program in Biomedical Informatics, Yuan Ze University, Taiwan and \rDepartment of Computer Science and Engineering, Yuan Ze University, Taiwan","institution_ids":["https://openalex.org/I99908691"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025098412","display_name":"Yen\u2010Ling Chiu","orcid":"https://orcid.org/0000-0003-4504-5571"},"institutions":[{"id":"https://openalex.org/I4210102996","display_name":"Far Eastern Memorial Hospital","ror":"https://ror.org/019tq3436","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210102996"]},{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yen-Ling Chiu","raw_affiliation_strings":["Graduate Institute of Medicine and Graduate Program in Biomedical Informatics, Yuan Ze University, Taiwan and \rDepartment of Medical Research, Far Eastern Memorial Hospital, Taiwan"],"raw_orcid":"https://orcid.org/0000-0003-4504-5571","affiliations":[{"raw_affiliation_string":"Graduate Institute of Medicine and Graduate Program in Biomedical Informatics, Yuan Ze University, Taiwan and \rDepartment of Medical Research, Far Eastern Memorial Hospital, Taiwan","institution_ids":["https://openalex.org/I99908691","https://openalex.org/I4210102996"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083680938","display_name":"Chien\u2010Lung Chan","orcid":"https://orcid.org/0000-0002-7486-7075"},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chien-Lung Chan","raw_affiliation_strings":["Department of Information Management, Yuan Ze University, Taiwan and \rInnovation Center for Big Data and Digital Convergence, Yuan Ze University, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-7486-7075","affiliations":[{"raw_affiliation_string":"Department of Information Management, Yuan Ze University, Taiwan and \rInnovation Center for Big Data and Digital Convergence, Yuan Ze University, Taiwan","institution_ids":["https://openalex.org/I99908691"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006814522","display_name":"Pan\u2010Chyr Yang","orcid":"https://orcid.org/0000-0001-6330-6048"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]},{"id":"https://openalex.org/I4210096666","display_name":"Institute of Biomedical Sciences, Academia Sinica","ror":"https://ror.org/00tk6s776","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210096666","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Pan-Chyr Yang","raw_affiliation_strings":["Institute of Biomedical Sciences, Academia Sinica, Taiwan and \rDepartment of Internal Medicine, National Taiwan University, Taiwan"],"raw_orcid":"https://orcid.org/0000-0001-6330-6048","affiliations":[{"raw_affiliation_string":"Institute of Biomedical Sciences, Academia Sinica, Taiwan and \rDepartment of Internal Medicine, National Taiwan University, Taiwan","institution_ids":["https://openalex.org/I4210096666","https://openalex.org/I16733864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7126,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.75386369,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"11","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9998999834060669,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9995999932289124,"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/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/lung-cancer","display_name":"Lung cancer","score":0.6786930561065674},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6159008145332336},{"id":"https://openalex.org/keywords/nodule","display_name":"Nodule (geology)","score":0.6040518283843994},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.4462663531303406},{"id":"https://openalex.org/keywords/lung","display_name":"Lung","score":0.43581944704055786},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.4220842123031616},{"id":"https://openalex.org/keywords/precision-medicine","display_name":"Precision medicine","score":0.414916455745697},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.39987343549728394},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.32192572951316833},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3205055296421051},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.2211926281452179},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.19295823574066162},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.18001681566238403}],"concepts":[{"id":"https://openalex.org/C2776256026","wikidata":"https://www.wikidata.org/wiki/Q47912","display_name":"Lung cancer","level":2,"score":0.6786930561065674},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6159008145332336},{"id":"https://openalex.org/C2776731575","wikidata":"https://www.wikidata.org/wiki/Q2916245","display_name":"Nodule (geology)","level":2,"score":0.6040518283843994},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.4462663531303406},{"id":"https://openalex.org/C2777714996","wikidata":"https://www.wikidata.org/wiki/Q7886","display_name":"Lung","level":2,"score":0.43581944704055786},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4220842123031616},{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.414916455745697},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.39987343549728394},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.32192572951316833},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3205055296421051},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2211926281452179},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.19295823574066162},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.18001681566238403},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3608298.3608301","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3608298.3608301","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 the 7th International Conference on Medical and Health Informatics (ICMHI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8299999833106995}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2017103032","https://openalex.org/W2049013464","https://openalex.org/W2761380258","https://openalex.org/W2912838156","https://openalex.org/W2957152908","https://openalex.org/W3094091857","https://openalex.org/W3206366588","https://openalex.org/W3209790906","https://openalex.org/W4214718243","https://openalex.org/W4232056169","https://openalex.org/W4304783191","https://openalex.org/W4307460017","https://openalex.org/W4310367474","https://openalex.org/W4310986462"],"related_works":["https://openalex.org/W1964806738","https://openalex.org/W4243779904","https://openalex.org/W2332066440","https://openalex.org/W4200407670","https://openalex.org/W4377691549","https://openalex.org/W2056973590","https://openalex.org/W3164196203","https://openalex.org/W2064573700","https://openalex.org/W2965938661","https://openalex.org/W2428333999"],"abstract_inverted_index":{"Lung":[0],"cancer":[1,49],"remains":[2],"a":[3,25,144],"significant":[4],"global":[5],"public":[6],"health":[7],"concern,":[8],"being":[9],"the":[10,21,107],"leading":[11,60,166],"cause":[12],"of":[13,41,57,132],"cancer-related":[14],"deaths":[15],"worldwide.":[16],"Despite":[17],"recent":[18],"medical":[19,157],"advancements,":[20],"disease":[22],"still":[23],"has":[24],"high":[26],"mortality":[27],"rate,":[28],"making":[29],"early":[30,47,163],"detection":[31],"and":[32,65,105,130,137,159,171],"treatment":[33,164],"critical":[34],"for":[35],"improving":[36],"patient":[37,169],"outcomes.":[38],"Accurate":[39],"prediction":[40],"nodule":[42],"growth":[43],"is":[44],"key":[45],"to":[46,62,71,94,148,151,167],"lung":[48,97],"treatment,":[50],"but":[51],"current":[52],"assessments":[53],"offer":[54],"unclear":[55],"indications":[56],"future":[58],"growth,":[59],"physicians":[61,161],"recommend":[63],"costly":[64],"anxiety-provoking":[66],"follow-up":[67],"appointments":[68],"every":[69],"3":[70],"12":[72],"months.":[73],"To":[74],"address":[75],"this":[76,78],"need,":[77],"study":[79],"develops":[80],"an":[81],"ensemble":[82],"deep":[83],"learning":[84],"approach":[85],"that":[86],"combines":[87],"demographic":[88],"data":[89],"with":[90,117,124],"existing":[91],"CT":[92],"images":[93],"predict":[95],"whether":[96],"nodules":[98],"will":[99],"grow,":[100],"potentially":[101,172],"reducing":[102],"unnecessary":[103],"examinations":[104],"easing":[106],"burden":[108],"on":[109,114],"patients.":[110],"Our":[111],"study,":[112],"conducted":[113],"862":[115],"patients":[116,150],"1004":[118],"nodules,":[119],"produced":[120],"promising":[121,145],"preliminary":[122],"results":[123],"Accuracy,":[125],"Sensitivity,":[126],"Precision,":[127],"F1":[128],"Score,":[129],"AUC":[131],"0.66,":[133,134,136],"0.67,":[135],"0.71,":[138],"respectively.":[139],"The":[140],"proposed":[141],"method":[142],"provides":[143],"support":[146],"system":[147],"empower":[149],"make":[152],"informed":[153],"decisions":[154],"about":[155],"seeking":[156],"attention":[158],"helps":[160],"facilitate":[162],"regimens,":[165],"improved":[168],"outcomes":[170],"saving":[173],"lives.":[174]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}