{"id":"https://openalex.org/W4384499283","doi":"https://doi.org/10.1186/s12880-023-01050-1","title":"Machine learning-based radiomics analysis of preoperative functional liver reserve with MRI and CT image","display_name":"Machine learning-based radiomics analysis of preoperative functional liver reserve with MRI and CT image","publication_year":2023,"publication_date":"2023-07-17","ids":{"openalex":"https://openalex.org/W4384499283","doi":"https://doi.org/10.1186/s12880-023-01050-1","pmid":"https://pubmed.ncbi.nlm.nih.gov/37460944"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-023-01050-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-023-01050-1","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-023-01050-1","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","license_id":"https://openalex.org/licenses/cc-by","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/s12880-023-01050-1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043479363","display_name":"Ling Zhu","orcid":"https://orcid.org/0000-0003-3818-6093"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ling Zhu","raw_affiliation_strings":["Shandong Key Laboratory of Digital Medicine and Computer Assisted Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong Key Laboratory of Digital Medicine and Computer Assisted Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100442810","display_name":"Feifei Wang","orcid":"https://orcid.org/0000-0001-8260-2053"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feifei Wang","raw_affiliation_strings":["Shandong Key Laboratory of Digital Medicine and Computer Assisted Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong Key Laboratory of Digital Medicine and Computer Assisted Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112126469","display_name":"Xue Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xue Chen","raw_affiliation_strings":["Institute for Digital Medicine and Computer-assisted Surgery in Qingdao University, Qingdao University, Qingdao, China","Shandong Key Laboratory of Digital Medicine and Computer Assisted Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Digital Medicine and Computer-assisted Surgery in Qingdao University, Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024"]},{"raw_affiliation_string":"Shandong Key Laboratory of Digital Medicine and Computer Assisted Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102003332","display_name":"Qian Dong","orcid":"https://orcid.org/0000-0002-1038-2116"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Dong","raw_affiliation_strings":["Department of Pediatric Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China","Shandong Key Laboratory of Digital Medicine and Computer Assisted Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pediatric Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]},{"raw_affiliation_string":"Shandong Key Laboratory of Digital Medicine and Computer Assisted Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064553173","display_name":"Nan Xia","orcid":"https://orcid.org/0000-0002-9820-7127"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Xia","raw_affiliation_strings":["Institute for Digital Medicine and Computer-assisted Surgery in Qingdao University, Qingdao University, Qingdao, China","Shandong Key Laboratory of Digital Medicine and Computer Assisted Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Digital Medicine and Computer-assisted Surgery in Qingdao University, Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024"]},{"raw_affiliation_string":"Shandong Key Laboratory of Digital Medicine and Computer Assisted Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100373494","display_name":"Jingjing Chen","orcid":"https://orcid.org/0000-0003-4179-0371"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingjing Chen","raw_affiliation_strings":["Department of Radiology, The Affiliated Hospital of Qingdao University, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Affiliated Hospital of Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101517745","display_name":"Zheng Li","orcid":"https://orcid.org/0000-0001-5431-9015"},"institutions":[{"id":"https://openalex.org/I4210111795","display_name":"Hisense (China)","ror":"https://ror.org/0276vcd78","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210111795"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Li","raw_affiliation_strings":["Qingdao Hisense Medical Equipment Co., Ltd, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qingdao Hisense Medical Equipment Co., Ltd, Qingdao, China","institution_ids":["https://openalex.org/I4210111795"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018490341","display_name":"Chengzhan Zhu","orcid":"https://orcid.org/0000-0002-2775-5863"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chengzhan Zhu","raw_affiliation_strings":["Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China. zhuchengz@qduhospital.cn","Shandong Key Laboratory of Digital Medicine and Computer Assisted Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China. zhuchengz@qduhospital.cn","Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China. zhuchengz@qduhospital.cn","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]},{"raw_affiliation_string":"Shandong Key Laboratory of Digital Medicine and Computer Assisted Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China. zhuchengz@qduhospital.cn","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]},{"raw_affiliation_string":"Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5018490341"],"corresponding_institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2890},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2890},"fwci":2.1278,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.88381181,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"23","issue":"1","first_page":"94","last_page":"94"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10073","display_name":"Hepatocellular Carcinoma Treatment and Prognosis","score":0.9221000075340271,"subfield":{"id":"https://openalex.org/subfields/2721","display_name":"Hepatology"},"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/T10073","display_name":"Hepatocellular Carcinoma Treatment and Prognosis","score":0.9221000075340271,"subfield":{"id":"https://openalex.org/subfields/2721","display_name":"Hepatology"},"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":0.044199999421834946,"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/T10351","display_name":"Liver Disease Diagnosis and Treatment","score":0.007699999958276749,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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":0.7474111318588257},{"id":"https://openalex.org/keywords/radiomics","display_name":"Radiomics","score":0.7312502861022949},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.7221387624740601},{"id":"https://openalex.org/keywords/indocyanine-green","display_name":"Indocyanine green","score":0.7094991207122803},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.6574995517730713},{"id":"https://openalex.org/keywords/hepatocellular-carcinoma","display_name":"Hepatocellular carcinoma","score":0.6278841495513916},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5158076286315918},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.5029394030570984},{"id":"https://openalex.org/keywords/area-under-curve","display_name":"Area under curve","score":0.47013410925865173},{"id":"https://openalex.org/keywords/computed-tomography","display_name":"Computed tomography","score":0.4564014971256256},{"id":"https://openalex.org/keywords/nuclear-medicine","display_name":"Nuclear medicine","score":0.45624274015426636},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3395247459411621},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3207591772079468},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.19859185814857483},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.15143322944641113},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.11258170008659363}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7474111318588257},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.7312502861022949},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.7221387624740601},{"id":"https://openalex.org/C2781065829","wikidata":"https://www.wikidata.org/wiki/Q905662","display_name":"Indocyanine green","level":2,"score":0.7094991207122803},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.6574995517730713},{"id":"https://openalex.org/C2778019345","wikidata":"https://www.wikidata.org/wiki/Q1148337","display_name":"Hepatocellular carcinoma","level":2,"score":0.6278841495513916},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5158076286315918},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.5029394030570984},{"id":"https://openalex.org/C3020225094","wikidata":"https://www.wikidata.org/wiki/Q80091","display_name":"Area under curve","level":3,"score":0.47013410925865173},{"id":"https://openalex.org/C544519230","wikidata":"https://www.wikidata.org/wiki/Q32566","display_name":"Computed tomography","level":2,"score":0.4564014971256256},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.45624274015426636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3395247459411621},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3207591772079468},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.19859185814857483},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.15143322944641113},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.11258170008659363},{"id":"https://openalex.org/C112705442","wikidata":"https://www.wikidata.org/wiki/Q323936","display_name":"Pharmacokinetics","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006528","descriptor_name":"Carcinoma, Hepatocellular","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D006528","descriptor_name":"Carcinoma, Hepatocellular","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D006528","descriptor_name":"Carcinoma, Hepatocellular","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D006528","descriptor_name":"Carcinoma, Hepatocellular","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D006528","descriptor_name":"Carcinoma, Hepatocellular","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D006528","descriptor_name":"Carcinoma, Hepatocellular","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D006528","descriptor_name":"Carcinoma, Hepatocellular","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D006528","descriptor_name":"Carcinoma, Hepatocellular","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D006528","descriptor_name":"Carcinoma, Hepatocellular","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"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":"D007208","descriptor_name":"Indocyanine Green","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007208","descriptor_name":"Indocyanine Green","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007208","descriptor_name":"Indocyanine Green","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":false},{"descriptor_ui":"D008111","descriptor_name":"Liver Function Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008111","descriptor_name":"Liver Function Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008111","descriptor_name":"Liver Function Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019786","descriptor_name":"Gadolinium DTPA","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12880-023-01050-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-023-01050-1","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-023-01050-1","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:37460944","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37460944","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:pubmedcentral.nih.gov:10353100","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10353100","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10353100/pdf/12880_2023_Article_1050.pdf","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":"BMC Med Imaging","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:43f80b5630ff4c1d8a52d007ca82651b","is_oa":true,"landing_page_url":"https://doaj.org/article/43f80b5630ff4c1d8a52d007ca82651b","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":"BMC Medical Imaging, Vol 23, Iss 1, Pp 1-10 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12880-023-01050-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-023-01050-1","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-023-01050-1","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4000000059604645,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[{"id":"https://openalex.org/G1173264954","display_name":null,"funder_award_id":"ZR2021MH171","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320326964","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4384499283.pdf"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W1510533458","https://openalex.org/W1823511625","https://openalex.org/W2003691069","https://openalex.org/W2078804815","https://openalex.org/W2096802860","https://openalex.org/W2100645706","https://openalex.org/W2128189501","https://openalex.org/W2155402981","https://openalex.org/W2156792510","https://openalex.org/W2163656263","https://openalex.org/W2168669941","https://openalex.org/W2285950348","https://openalex.org/W2295598076","https://openalex.org/W2300316616","https://openalex.org/W2591717879","https://openalex.org/W2763355946","https://openalex.org/W2765565477","https://openalex.org/W2769505173","https://openalex.org/W2770764122","https://openalex.org/W2790857274","https://openalex.org/W2793509398","https://openalex.org/W2807086064","https://openalex.org/W2897292178","https://openalex.org/W2913536959","https://openalex.org/W2980518758","https://openalex.org/W3022303484","https://openalex.org/W3034081986","https://openalex.org/W3124055718","https://openalex.org/W3128646645","https://openalex.org/W3173700882","https://openalex.org/W4211183069","https://openalex.org/W4283806161","https://openalex.org/W4290724195","https://openalex.org/W4293750249"],"related_works":["https://openalex.org/W3127798246","https://openalex.org/W3108466129","https://openalex.org/W2011314675","https://openalex.org/W2903708425","https://openalex.org/W3046905389","https://openalex.org/W4200065130","https://openalex.org/W2588799846","https://openalex.org/W4399212077","https://openalex.org/W2151785814","https://openalex.org/W4213184571"],"abstract_inverted_index":{"OBJECTIVE:":[0],"The":[1,120,138,178],"indocyanine":[2],"green":[3],"retention":[4],"rate":[5],"at":[6],"15":[7],"min":[8],"(ICG-R15)":[9],"is":[10],"a":[11,34,86,98],"useful":[12],"tool":[13],"to":[14,181,314],"evaluate":[15],"the":[16,31,124,135,142,210,254,305],"functional":[17,56,320],"liver":[18,23,57,321],"reserve":[19,58,322],"before":[20],"hepatectomy":[21],"for":[22,134,159,319],"cancer.":[24],"Taking":[25],"ICG-R15":[26,125,182,215,219,236,260,272,288],"as":[27,214],"criteria,":[28],"we":[29],"investigated":[30],"ability":[32],"of":[33,59,67,147,166],"machine":[35,309],"learning":[36,310],"(ML)-based":[37],"radiomics":[38,110,169],"model":[39],"produced":[40],"by":[41],"Gd-EOB-DTPA-enhanced":[42],"hepatic":[43],"magnetic":[44],"resonance":[45],"imaging":[46],"(MRI)":[47],"or":[48],"contrast-enhanced":[49],"computed":[50],"tomography":[51],"(CT)":[52],"image":[53],"in":[54],"evaluating":[55],"hepatocellular":[60],"carcinoma":[61],"(HCC)":[62],"patients.":[63],"METHODS:":[64],"A":[65,164],"total":[66,165],"190":[68],"HCC":[69],"patients":[70],"with":[71,77,123,152,200,227,243,263,279,295],"CT,":[72,176],"among":[73],"whom":[74],"112":[75],"also":[76],"MR,":[78],"were":[79,118,127,132,157,171,191],"retrospectively":[80],"enrolled":[81],"and":[82,97,115,141,175,189,205,231,247,267,283,299,307],"randomly":[83],"classified":[84,185],"into":[85,186],"training":[87],"dataset":[88,100],"(CT:":[89,101],"n":[90,94,102,106],"=":[91,95,103,107,203,207,216,220,229,233,237,245,249,261,265,269,273,281,285,289,297,301],"133,":[92],"MR:":[93,105],"78)":[96],"test":[99],"57,":[104],"34).":[108],"Then,":[109],"features":[111,121,170,179],"from":[112,173],"Gd-EOB-DTPA":[113],"MRI":[114,174,194],"CT":[116,252],"images":[117],"extracted.":[119],"associated":[122],"classification":[126],"selected.":[128,192],"Five":[129],"ML":[130],"classifiers":[131],"used":[133],"ML-model":[136,160],"investigation.":[137],"accuracy":[139],"(ACC)":[140],"area":[143],"under":[144],"curve":[145],"(AUC)":[146],"receiver":[148],"operating":[149],"characteristic":[150],"(ROC)":[151],"95%":[153],"confidence":[154],"intervals":[155],"(CI)":[156],"utilized":[158],"performance":[161],"evaluation.":[162,323],"RESULTS:":[163],"107":[167],"different":[168],"extracted":[172],"respectively.":[177],"related":[180],"which":[183],"was":[184,212],"10%,":[187],"20%":[188],"30%":[190],"In":[193],"groups,":[195,253],"classifier":[196,222,239,255,275,291],"XGBoost":[197,240,256,292],"performed":[198,225,241,257,277,293],"best":[199,226,242,258,278,294],"its":[201],"AUC":[202,228,244,264,280,296],"0.917":[204],"ACC":[206,232,248,268,284,300],"0.882":[208],"when":[209,259],"threshold":[211],"set":[213],"10%.":[217],"When":[218,235,271,287],"20%,":[221,274],"Random":[223],"Forest":[224],"0.979":[230],"0.882.":[234],"30%,":[238,290],"0.961":[246],"0.941.":[250],"For":[251],"10%":[262],"0.822":[266],"0.842.":[270,286],"SVM":[276],"0.860":[282],"0.938":[298],"0.965.":[302],"CONCLUSIONS:":[303],"Both":[304],"MRI-":[306],"CT-based":[308],"models":[311],"are":[312],"proved":[313],"be":[315],"valuable":[316],"noninvasive":[317],"methods":[318]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
