{"id":"https://openalex.org/W4407926970","doi":"https://doi.org/10.1186/s12880-025-01596-2","title":"Towards automatical tumor segmentation in radiomics: a comparative analysis of various methods and radiologists for both region extraction and downstream diagnosis","display_name":"Towards automatical tumor segmentation in radiomics: a comparative analysis of various methods and radiologists for both region extraction and downstream diagnosis","publication_year":2025,"publication_date":"2025-02-26","ids":{"openalex":"https://openalex.org/W4407926970","doi":"https://doi.org/10.1186/s12880-025-01596-2","pmid":"https://pubmed.ncbi.nlm.nih.gov/40000987"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-025-01596-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-01596-2","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01596-2","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01596-2","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033362696","display_name":"Ying Yu","orcid":"https://orcid.org/0000-0003-1413-2277"},"institutions":[{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Yu","raw_affiliation_strings":["Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China","institution_ids":["https://openalex.org/I9916479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089448515","display_name":"Gangfeng Li","orcid":"https://orcid.org/0000-0003-1602-9468"},"institutions":[{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang-Feng Li","raw_affiliation_strings":["Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China","institution_ids":["https://openalex.org/I9916479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104166087","display_name":"Weixiong Tan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wei-Xiong Tan","raw_affiliation_strings":["Deepwise Artificial Intelligence (AI), Deepwise Inc, 8 Haidian Street, Beijing, 100080, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deepwise Artificial Intelligence (AI), Deepwise Inc, 8 Haidian Street, Beijing, 100080, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045172943","display_name":"Xiaoyan Qu","orcid":null},"institutions":[{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao-Yan Qu","raw_affiliation_strings":["Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China","institution_ids":["https://openalex.org/I9916479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100375717","display_name":"Tao Zhang","orcid":"https://orcid.org/0000-0001-7279-8929"},"institutions":[{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Zhang","raw_affiliation_strings":["Department of Pulmonary and Critical Care Medicine, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an, Shaanxi, 710038, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pulmonary and Critical Care Medicine, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an, Shaanxi, 710038, China","institution_ids":["https://openalex.org/I9916479"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xing-Yi Hou","orcid":null},"institutions":[{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xing-Yi Hou","raw_affiliation_strings":["Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China","institution_ids":["https://openalex.org/I9916479"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yuan-Bo Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan-Bo Zhu","raw_affiliation_strings":["Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China","institution_ids":["https://openalex.org/I9916479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059851988","display_name":"Zhi-Ying Ma","orcid":"https://orcid.org/0000-0002-1252-1335"},"institutions":[{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi-Ying Ma","raw_affiliation_strings":["Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China","institution_ids":["https://openalex.org/I9916479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015452096","display_name":"Yang Lu","orcid":"https://orcid.org/0000-0002-2564-1993"},"institutions":[{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Yang","raw_affiliation_strings":["Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China","institution_ids":["https://openalex.org/I9916479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042403997","display_name":"Ya Gao","orcid":"https://orcid.org/0000-0003-4056-679X"},"institutions":[{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ya Gao","raw_affiliation_strings":["Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China","institution_ids":["https://openalex.org/I9916479"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mei Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mei Yu","raw_affiliation_strings":["Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China","institution_ids":["https://openalex.org/I9916479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100711130","display_name":"Yue Cui","orcid":"https://orcid.org/0000-0002-5939-8717"},"institutions":[{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cui Yue","raw_affiliation_strings":["Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China","institution_ids":["https://openalex.org/I9916479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103049565","display_name":"Zhen Zhou","orcid":"https://orcid.org/0000-0002-9125-9581"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhen Zhou","raw_affiliation_strings":["Deepwise Artificial Intelligence (AI), Deepwise Inc, 8 Haidian Street, Beijing, 100080, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deepwise Artificial Intelligence (AI), Deepwise Inc, 8 Haidian Street, Beijing, 100080, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100397616","display_name":"Yang Yang","orcid":"https://orcid.org/0000-0002-5070-4511"},"institutions":[{"id":"https://openalex.org/I4210154136","display_name":"Tang Du Hospital","ror":"https://ror.org/04yvdan45","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210154136"]},{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Yang","raw_affiliation_strings":["Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China. yyang507@126.com","Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China. yyang507@126.com","institution_ids":["https://openalex.org/I9916479","https://openalex.org/I4210154136"]},{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China","institution_ids":["https://openalex.org/I9916479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062744583","display_name":"Lin\u2010Feng Yan","orcid":"https://orcid.org/0000-0001-8824-6117"},"institutions":[{"id":"https://openalex.org/I4210154136","display_name":"Tang Du Hospital","ror":"https://ror.org/04yvdan45","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210154136"]},{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin-Feng Yan","raw_affiliation_strings":["Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China. ylf8342@163.com","Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China. ylf8342@163.com","institution_ids":["https://openalex.org/I9916479","https://openalex.org/I4210154136"]},{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China","institution_ids":["https://openalex.org/I9916479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036504318","display_name":"Guangbin Cui","orcid":"https://orcid.org/0000-0002-7935-9803"},"institutions":[{"id":"https://openalex.org/I4210154136","display_name":"Tang Du Hospital","ror":"https://ror.org/04yvdan45","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210154136"]},{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guang-Bin Cui","raw_affiliation_strings":["Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China. cuigbtd@fmmu.edu.cn","Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China. cuigbtd@fmmu.edu.cn","institution_ids":["https://openalex.org/I9916479","https://openalex.org/I4210154136"]},{"raw_affiliation_string":"Department of Radiology & Functional and Molecular Imaging Key Lab of Shaanxi Province, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), 569 Xinsi Road, Xi'an , Shaanxi, 710038, China","institution_ids":["https://openalex.org/I9916479"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":6.4184,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.9693066,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"25","issue":"1","first_page":"63","last_page":"63"},"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":0.9196000099182129,"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":0.9196000099182129,"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":0.05889999866485596,"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/T10358","display_name":"Advanced Radiotherapy Techniques","score":0.006200000178068876,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/radiomics","display_name":"Radiomics","score":0.8518359661102295},{"id":"https://openalex.org/keywords/downstream","display_name":"Downstream (manufacturing)","score":0.7991024851799011},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7050827145576477},{"id":"https://openalex.org/keywords/extraction","display_name":"Extraction (chemistry)","score":0.5298659205436707},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.43382734060287476},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35287922620773315},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.3220456540584564},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30553120374679565},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21096515655517578},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.08640608191490173},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.07175391912460327}],"concepts":[{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.8518359661102295},{"id":"https://openalex.org/C2776207758","wikidata":"https://www.wikidata.org/wiki/Q5303302","display_name":"Downstream (manufacturing)","level":2,"score":0.7991024851799011},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7050827145576477},{"id":"https://openalex.org/C4725764","wikidata":"https://www.wikidata.org/wiki/Q844704","display_name":"Extraction (chemistry)","level":2,"score":0.5298659205436707},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.43382734060287476},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35287922620773315},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.3220456540584564},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30553120374679565},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21096515655517578},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.08640608191490173},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.07175391912460327},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000072177","descriptor_name":"Radiologists","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000072177","descriptor_name":"Radiologists","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000072177","descriptor_name":"Radiologists","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077192","descriptor_name":"Adenocarcinoma of Lung","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D000077192","descriptor_name":"Adenocarcinoma of Lung","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D000077192","descriptor_name":"Adenocarcinoma of Lung","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003937","descriptor_name":"Diagnosis, Differential","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003937","descriptor_name":"Diagnosis, Differential","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003937","descriptor_name":"Diagnosis, Differential","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003937","descriptor_name":"Diagnosis, Differential","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003937","descriptor_name":"Diagnosis, Differential","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003937","descriptor_name":"Diagnosis, Differential","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011857","descriptor_name":"Radiographic Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D011857","descriptor_name":"Radiographic Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D011857","descriptor_name":"Radiographic Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D011857","descriptor_name":"Radiographic Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D011857","descriptor_name":"Radiographic Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D011857","descriptor_name":"Radiographic Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12880-025-01596-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-01596-2","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01596-2","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:40000987","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40000987","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":"BMC medical imaging","raw_type":null},{"id":"pmh:oai:doaj.org/article:dbee9b8b462d4619b18a11a38f8ac33e","is_oa":false,"landing_page_url":"https://doaj.org/article/dbee9b8b462d4619b18a11a38f8ac33e","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Imaging, Vol 25, Iss 1, Pp 1-13 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11863488","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11863488","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Imaging","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12880-025-01596-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-01596-2","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01596-2","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.44999998807907104}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407926970.pdf"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W1508702903","https://openalex.org/W1585480907","https://openalex.org/W1964914798","https://openalex.org/W1986372710","https://openalex.org/W1991927948","https://openalex.org/W1995061416","https://openalex.org/W2018412725","https://openalex.org/W2037362135","https://openalex.org/W2065565905","https://openalex.org/W2095272243","https://openalex.org/W2097475056","https://openalex.org/W2128739912","https://openalex.org/W2141403362","https://openalex.org/W2463678088","https://openalex.org/W2464708700","https://openalex.org/W2530952499","https://openalex.org/W2567298875","https://openalex.org/W2590099728","https://openalex.org/W2590248782","https://openalex.org/W2607267653","https://openalex.org/W2623144351","https://openalex.org/W2791069488","https://openalex.org/W2791459212","https://openalex.org/W2917364154","https://openalex.org/W2920928473","https://openalex.org/W2946875611","https://openalex.org/W2963166928","https://openalex.org/W2966826235","https://openalex.org/W2971278535","https://openalex.org/W3000971405","https://openalex.org/W3003475598","https://openalex.org/W3084987735","https://openalex.org/W3118247837","https://openalex.org/W3132080514","https://openalex.org/W3149606706","https://openalex.org/W3154931192","https://openalex.org/W3164633738","https://openalex.org/W3184751587","https://openalex.org/W4213185453","https://openalex.org/W4220792759","https://openalex.org/W4223913454","https://openalex.org/W4225998923","https://openalex.org/W4229019586","https://openalex.org/W4234180827","https://openalex.org/W4321166513","https://openalex.org/W4366152463","https://openalex.org/W4366429470","https://openalex.org/W4381049939","https://openalex.org/W4404691645","https://openalex.org/W6629770290"],"related_works":["https://openalex.org/W3000891326","https://openalex.org/W4205100762","https://openalex.org/W2559998622","https://openalex.org/W2605851261","https://openalex.org/W2734724112","https://openalex.org/W2582997534","https://openalex.org/W3009210156","https://openalex.org/W4388577230","https://openalex.org/W4385221818","https://openalex.org/W3030796519"],"abstract_inverted_index":{"OBJECTIVE:":[0],"By":[1],"discussing":[2],"the":[3,36,44,65,116,153,156,172,176,182,193,200,215,224,229,236,243,262,267,297,322,339],"difference,":[4],"stability":[5],"and":[6,16,43,64,97,125,141,166,187,205,233,253,258,280,317],"classification":[7,230],"ability":[8],"of":[9,23,39,47,59,67,83,87,111,118,150,175,231,249,274,284,292,325,341],"tumor":[10,24,41,56,307,327],"contour":[11,25],"extracted":[12,121,184,218],"by":[13,105,185,314],"artificial":[14],"intelligence":[15],"doctors,":[17],"can":[18,310],"a":[19,32,78,81,281],"more":[20],"stable":[21],"method":[22,238,269],"extraction":[26,58],"be":[27],"obtained?":[28],"METHODS:":[29],"We":[30,113],"propose":[31],"novel":[33],"framework":[34,51],"for":[35,70,338],"automatic":[37,91,158,202],"segmentation":[38,92,103,159,203,221,308],"lung":[40,88,138,142,277,287],"contours":[42,222],"differential":[45],"diagnosis":[46],"downstream":[48,132,213],"tasks.":[49],"This":[50],"integrates":[52],"four":[53,157],"key":[54],"modules:":[55],"segmentation,":[57],"radiomic":[60,119,179,216],"features,":[61,180],"feature":[62],"selection,":[63],"development":[66],"diagnostic":[68,128,226],"models":[69],"clinical":[71,312,330,344],"applications.":[72],"Using":[73],"this":[74],"framework,":[75],"we":[76],"conducted":[77],"study":[79],"involving":[80],"cohort":[82],"1,429":[84],"patients":[85],"suspected":[86],"cancer.":[89],"Four":[90],"methods":[93,124,160,204,309],"(RNN,":[94],"UNET,":[95],"WFCM,":[96],"SNAKE)":[98],"were":[99,294],"evaluated":[100],"against":[101],"manual":[102],"performed":[104,239],"three":[106,131,212],"radiologists":[107],"with":[108,207,246],"varying":[109],"levels":[110],"expertise.":[112],"further":[114],"studied":[115],"consistency":[117,173],"features":[120,183,217],"from":[122,219],"these":[123],"evaluates":[126],"their":[127],"performance":[129],"across":[130],"tasks:":[133],"benign":[134,232],"vs.":[135],"malignant":[136,234],"classification,":[137,290],"adenocarcinoma":[139,278],"infiltration,":[140,279],"nodule":[143,288],"density":[144,289],"classification.":[145],"RESULTS:":[146],"The":[147,332],"Dice":[148],"coefficient":[149],"RNN":[151,186,220,237,268],"is":[152],"highest":[154,194,225],"among":[155],"(0.803":[161],">":[162],"0.751,":[163],"0.576,":[164],"0.560),":[165],"all":[167,211],"P":[168],"<":[169],"0.05.":[170],"In":[171,210,228],"comparison":[174],"seven":[177],"contour-extracted":[178],"that":[181,305],"S1":[188,244],"(the":[189],"senior":[190],"radiologist)":[191],"showed":[192,223],"similarity":[195],"which":[196,293],"was":[197],"higher":[198],"than":[199,242,261,296],"other":[201,263,298],"doctors":[206],"low":[208],"seniority.":[209],"tasks,":[214],"discrimination.":[227],"nodules,":[235],"slightly":[240],"better":[241,260,295],"method,":[245],"an":[247,271],"AUC":[248,272],"0.840":[250],"\u00b1":[251,255],"0.01":[252],"0.824":[254],"0.015,":[256],"respectively,":[257],"significantly":[259],"five":[264],"methods.":[265,300],"Similarly,":[266],"had":[270],"value":[273,283],"0.946":[275],"in":[276,286,329,343],"kappa":[282],"0.729":[285],"both":[291],"six":[299],"CONCLUSIONS:":[301],"Our":[302],"findings":[303,333],"suggest":[304],"AI-driven":[306],"enhance":[311],"decision-making":[313],"providing":[315],"reliable":[316],"reproducible":[318],"results,":[319],"ultimately":[320],"emphasizing":[321],"auxiliary":[323],"role":[324],"automated":[326],"contouring":[328],"practice.":[331,345],"will":[334],"have":[335],"important":[336],"implications":[337],"application":[340],"radiomics":[342]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-20T07:56:41.581041","created_date":"2025-10-10T00:00:00"}
