{"id":"https://openalex.org/W4415062035","doi":"https://doi.org/10.4251/wjgo.v17.i10.111399","title":"Radiomics meets sarcopenia: Machine learning-based multimodal modeling for esophageal cancer outcomes","display_name":"Radiomics meets sarcopenia: Machine learning-based multimodal modeling for esophageal cancer outcomes","publication_year":2025,"publication_date":"2025-10-11","ids":{"openalex":"https://openalex.org/W4415062035","doi":"https://doi.org/10.4251/wjgo.v17.i10.111399","pmid":"https://pubmed.ncbi.nlm.nih.gov/41114100","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/12531722"},"language":"en","primary_location":{"id":"doi:10.4251/wjgo.v17.i10.111399","doi":"https://doi.org/10.4251/wjgo.v17.i10.111399","is_oa":true,"landing_page_url":"https://doi.org/10.4251/wjgo.v17.i10.111399","pdf_url":null,"source":{"id":"https://openalex.org/S75576204","display_name":"World Journal of Gastrointestinal Oncology","issn_l":"1948-5204","issn":["1948-5204"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-70","russia-white-list-2","vabb-shw"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"World Journal of Gastrointestinal Oncology","raw_type":"journal-article"},"volume":null,"type":"review","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.4251/wjgo.v17.i10.111399","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025391355","display_name":"Cheng\u2010Ming Peng","orcid":"https://orcid.org/0000-0002-7817-0830","observed_orcids":["https://orcid.org/0000-0002-7817-0830"]},"institutions":[{"id":"https://openalex.org/I4210104362","display_name":"Chung Shan Medical University Hospital","ror":"https://ror.org/01abtsn51","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210104362"]},{"id":"https://openalex.org/I91279580","display_name":"Chung Shan Medical University","ror":"https://ror.org/059ryjv25","country_code":"TW","type":"education","lineage":["https://openalex.org/I91279580"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Cheng-Ming Peng","raw_affiliation_strings":["Department of Surgery, Chung Shan Medical University Hospital, Taichung 40201, Taiwan","School of Medicine, Chung Shan Medical University, Taichung 40201, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery, Chung Shan Medical University Hospital, Taichung 40201, Taiwan","institution_ids":["https://openalex.org/I4210104362"]},{"raw_affiliation_string":"School of Medicine, Chung Shan Medical University, Taichung 40201, Taiwan","institution_ids":["https://openalex.org/I91279580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086441864","display_name":"Chun-Wen Chen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210158931","display_name":"Taichung Armed Forces General Hospital","ror":"https://ror.org/04nx04y60","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210158931"]},{"id":"https://openalex.org/I68171755","display_name":"National Defense Medical Center","ror":"https://ror.org/02bn97g32","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I68171755"]},{"id":"https://openalex.org/I882009436","display_name":"Central Taiwan University of Science and Technology","ror":"https://ror.org/03d4d3711","country_code":"TW","type":"education","lineage":["https://openalex.org/I882009436"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Wen Chen","raw_affiliation_strings":["Department of Medical Imaging and Radiological Sciences, Central Taiwan University of Science and Technology, Taichung 406, Taiwan","Department of Radiology, Taichung Armed Forces General Hospital, Taichung 411, Taiwan","School of Medicine, National Defense Medical University, Taipei 114, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Imaging and Radiological Sciences, Central Taiwan University of Science and Technology, Taichung 406, Taiwan","institution_ids":["https://openalex.org/I882009436"]},{"raw_affiliation_string":"Department of Radiology, Taichung Armed Forces General Hospital, Taichung 411, Taiwan","institution_ids":["https://openalex.org/I4210158931"]},{"raw_affiliation_string":"School of Medicine, National Defense Medical University, Taipei 114, Taiwan","institution_ids":["https://openalex.org/I68171755"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111671480","display_name":"Chia-Hong Hsieh","orcid":"https://orcid.org/0000-0002-6640-5639","observed_orcids":["https://orcid.org/0000-0002-6640-5639"]},"institutions":[{"id":"https://openalex.org/I4210158931","display_name":"Taichung Armed Forces General Hospital","ror":"https://ror.org/04nx04y60","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210158931"]},{"id":"https://openalex.org/I4880106","display_name":"Feng Chia University","ror":"https://ror.org/05vhczg54","country_code":"TW","type":"education","lineage":["https://openalex.org/I4880106"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Hong Hsieh","raw_affiliation_strings":["Department of Radiology, Taichung Armed Forces General Hospital, Taichung 411, Taiwan","Program of Electrical and Communications Engineering, Feng Chia University, Taichung 407, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Taichung Armed Forces General Hospital, Taichung 411, Taiwan","institution_ids":["https://openalex.org/I4210158931"]},{"raw_affiliation_string":"Program of Electrical and Communications Engineering, Feng Chia University, Taichung 407, Taiwan","institution_ids":["https://openalex.org/I4880106"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028945142","display_name":"Yung-Yin Cheng","orcid":"https://orcid.org/0009-0006-8337-4164","observed_orcids":["https://orcid.org/0009-0006-8337-4164"]},"institutions":[{"id":"https://openalex.org/I4210104362","display_name":"Chung Shan Medical University Hospital","ror":"https://ror.org/01abtsn51","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210104362"]},{"id":"https://openalex.org/I4880106","display_name":"Feng Chia University","ror":"https://ror.org/05vhczg54","country_code":"TW","type":"education","lineage":["https://openalex.org/I4880106"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yung-Yin Cheng","raw_affiliation_strings":["Department of Medical Imaging, Chung Shan Medical University Hospital, Taichung 402, Taiwan","Program of Electrical and Communications Engineering, Feng Chia University, Taichung 407, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Imaging, Chung Shan Medical University Hospital, Taichung 402, Taiwan","institution_ids":["https://openalex.org/I4210104362"]},{"raw_affiliation_string":"Program of Electrical and Communications Engineering, Feng Chia University, Taichung 407, Taiwan","institution_ids":["https://openalex.org/I4880106"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047284463","display_name":"Chun-Han Liao","orcid":"https://orcid.org/0009-0001-9590-5392","observed_orcids":["https://orcid.org/0009-0001-9590-5392"]},"institutions":[{"id":"https://openalex.org/I4880106","display_name":"Feng Chia University","ror":"https://ror.org/05vhczg54","country_code":"TW","type":"education","lineage":["https://openalex.org/I4880106"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Han Liao","raw_affiliation_strings":["Division of Medical Imaging, Yuanlin Christian Hospital, Changhua 510, Taiwan","Program of Electrical and Communications Engineering, Feng Chia University, Taichung 407, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Medical Imaging, Yuanlin Christian Hospital, Changhua 510, Taiwan","institution_ids":[]},{"raw_affiliation_string":"Program of Electrical and Communications Engineering, Feng Chia University, Taichung 407, Taiwan","institution_ids":["https://openalex.org/I4880106"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037763792","display_name":"Mei-Fang Hsieh","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210159511","display_name":"Changhua Christian Hospital","ror":"https://ror.org/05d9dtr71","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210159511"]},{"id":"https://openalex.org/I4880106","display_name":"Feng Chia University","ror":"https://ror.org/05vhczg54","country_code":"TW","type":"education","lineage":["https://openalex.org/I4880106"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Mei-Fang Hsieh","raw_affiliation_strings":["Department of Medical Imaging, Changhua Christian Hospital, Changhua 500, Taiwan","Program of Electrical and Communications Engineering, Feng Chia University, Taichung 407, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Imaging, Changhua Christian Hospital, Changhua 500, Taiwan","institution_ids":["https://openalex.org/I4210159511"]},{"raw_affiliation_string":"Program of Electrical and Communications Engineering, Feng Chia University, Taichung 407, Taiwan","institution_ids":["https://openalex.org/I4880106"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110256366","display_name":"Shao-Chieh Lin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4880106","display_name":"Feng Chia University","ror":"https://ror.org/05vhczg54","country_code":"TW","type":"education","lineage":["https://openalex.org/I4880106"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shao-Chieh Lin","raw_affiliation_strings":["Program of Electrical and Communications Engineering, Feng Chia University, Taichung 407, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Program of Electrical and Communications Engineering, Feng Chia University, Taichung 407, Taiwan","institution_ids":["https://openalex.org/I4880106"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102844956","display_name":"Ming-Cheng Liu","orcid":"https://orcid.org/0009-0007-7697-2534","observed_orcids":["https://orcid.org/0009-0007-7697-2534"]},"institutions":[{"id":"https://openalex.org/I4210091773","display_name":"Taichung Veterans General Hospital","ror":"https://ror.org/00e87hq62","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210091773"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ming-Cheng Liu","raw_affiliation_strings":["Department of Radiology, Taichung Veterans General Hospital, Taichung 407, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Taichung Veterans General Hospital, Taichung 407, Taiwan","institution_ids":["https://openalex.org/I4210091773"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022894042","display_name":"Yi\u2010Jui Liu","orcid":"https://orcid.org/0000-0001-5865-6836","observed_orcids":["https://orcid.org/0000-0001-5865-6836"]},"institutions":[{"id":"https://openalex.org/I4880106","display_name":"Feng Chia University","ror":"https://ror.org/05vhczg54","country_code":"TW","type":"education","lineage":["https://openalex.org/I4880106"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Jui Liu","raw_affiliation_strings":["Department of Automatic Control Engineering, Feng Chia University, Taichung 407, Taiwan. erliu@fcu.edu.tw"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Automatic Control Engineering, Feng Chia University, Taichung 407, Taiwan. erliu@fcu.edu.tw","institution_ids":["https://openalex.org/I4880106"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6512,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.49796251,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"17","issue":"10","first_page":"111399","last_page":"111399"},"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":1.0,"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":1.0,"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/T10619","display_name":"Esophageal Cancer Research and Treatment","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T11355","display_name":"Inflammatory Biomarkers in Disease Prognosis","score":0.0,"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/esophageal-cancer","display_name":"esophageal cancer","score":0.9869999885559082},{"id":"https://openalex.org/keywords/gastroesophageal-cancer","display_name":"gastroesophageal cancer","score":0.8980000019073486},{"id":"https://openalex.org/keywords/radiomics","display_name":"radiomics","score":0.9300000071525574},{"id":"https://openalex.org/keywords/sarcopenia","display_name":"sarcopenia","score":0.9950000047683716},{"id":"https://openalex.org/keywords/prognostic-model","display_name":"prognostic model","score":0.7379999756813049},{"id":"https://openalex.org/keywords/survival-prediction","display_name":"survival prediction","score":0.9810000061988831},{"id":"https://openalex.org/keywords/skeletal-muscle-index","display_name":"skeletal muscle index","score":0.7870000004768372},{"id":"https://openalex.org/keywords/tumor-texture","display_name":"tumor texture","score":0.7710000276565552},{"id":"https://openalex.org/keywords/pet-ct","display_name":"PET/CT","score":0.8050000071525574},{"id":"https://openalex.org/keywords/computed-tomography","display_name":"computed tomography","score":0.7590000033378601},{"id":"https://openalex.org/keywords/risk-stratification","display_name":"risk stratification","score":0.7570000290870667},{"id":"https://openalex.org/keywords/individualized-treatment-planning","display_name":"personalized treatment planning","score":0.7620000243186951}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.8992000222206116},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.7961000204086304},{"id":"https://openalex.org/C2779742542","wikidata":"https://www.wikidata.org/wiki/Q372701","display_name":"Esophageal cancer","level":3,"score":0.6973999738693237},{"id":"https://openalex.org/C2776214593","wikidata":"https://www.wikidata.org/wiki/Q1787939","display_name":"Sarcopenia","level":2,"score":0.6208999752998352},{"id":"https://openalex.org/C32220436","wikidata":"https://www.wikidata.org/wiki/Q2072214","display_name":"Personalized medicine","level":2,"score":0.44859999418258667},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.4140999913215637},{"id":"https://openalex.org/C4441509","wikidata":"https://www.wikidata.org/wiki/Q6418787","display_name":"Multimodal therapy","level":2,"score":0.3804999887943268},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.37860000133514404},{"id":"https://openalex.org/C2778818243","wikidata":"https://www.wikidata.org/wiki/Q899552","display_name":"Optical coherence tomography","level":2,"score":0.36980000138282776},{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.3652999997138977},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.35910001397132874},{"id":"https://openalex.org/C3020404979","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk stratification","level":2,"score":0.33059999346733093},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32510000467300415},{"id":"https://openalex.org/C2779399171","wikidata":"https://www.wikidata.org/wiki/Q1483951","display_name":"Malignancy","level":2,"score":0.3249000012874603},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.320499986410141},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.30570000410079956},{"id":"https://openalex.org/C3019894029","wikidata":"https://www.wikidata.org/wiki/Q332823","display_name":"Overall survival","level":2,"score":0.3046000003814697},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.3028999865055084},{"id":"https://openalex.org/C2780323790","wikidata":"https://www.wikidata.org/wiki/Q2912193","display_name":"Esophageal disease","level":3,"score":0.29280000925064087},{"id":"https://openalex.org/C77350462","wikidata":"https://www.wikidata.org/wiki/Q1125472","display_name":"Confounding","level":2,"score":0.2924000024795532},{"id":"https://openalex.org/C201645570","wikidata":"https://www.wikidata.org/wiki/Q830637","display_name":"Radiation treatment planning","level":3,"score":0.2766999900341034},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.27480000257492065},{"id":"https://openalex.org/C544519230","wikidata":"https://www.wikidata.org/wiki/Q32566","display_name":"Computed tomography","level":2,"score":0.26820001006126404},{"id":"https://openalex.org/C50382708","wikidata":"https://www.wikidata.org/wiki/Q223218","display_name":"Proportional hazards model","level":2,"score":0.26759999990463257},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25519999861717224}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.4251/wjgo.v17.i10.111399","doi":"https://doi.org/10.4251/wjgo.v17.i10.111399","is_oa":true,"landing_page_url":"https://doi.org/10.4251/wjgo.v17.i10.111399","pdf_url":null,"source":{"id":"https://openalex.org/S75576204","display_name":"World Journal of Gastrointestinal Oncology","issn_l":"1948-5204","issn":["1948-5204"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-70","russia-white-list-2","vabb-shw"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"World Journal of Gastrointestinal Oncology","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12531722","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12531722","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12531722/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,"listed_in":[],"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-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"World J Gastrointest Oncol","raw_type":"Text"},{"id":"pmh:oai:europepmc.org:11339711","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12531722","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"Text"},{"id":"pmid:41114100","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41114100","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,"listed_in":[],"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":"World journal of gastrointestinal oncology","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.4251/wjgo.v17.i10.111399","doi":"https://doi.org/10.4251/wjgo.v17.i10.111399","is_oa":true,"landing_page_url":"https://doi.org/10.4251/wjgo.v17.i10.111399","pdf_url":null,"source":{"id":"https://openalex.org/S75576204","display_name":"World Journal of Gastrointestinal Oncology","issn_l":"1948-5204","issn":["1948-5204"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-70","russia-white-list-2","vabb-shw"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"World Journal of Gastrointestinal Oncology","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":1.0,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415062035.pdf","grobid_xml":"https://content.openalex.org/works/W4415062035.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W2052295501","https://openalex.org/W2102902846","https://openalex.org/W2121063540","https://openalex.org/W2128739912","https://openalex.org/W2737970188","https://openalex.org/W2749884966","https://openalex.org/W2757644078","https://openalex.org/W2766032112","https://openalex.org/W2782924010","https://openalex.org/W2917364154","https://openalex.org/W3009100563","https://openalex.org/W3013311028","https://openalex.org/W3024527436","https://openalex.org/W3080657172","https://openalex.org/W3166801653","https://openalex.org/W3172406588","https://openalex.org/W3193956823","https://openalex.org/W4205918345","https://openalex.org/W4211125721","https://openalex.org/W4280507273","https://openalex.org/W4307942647","https://openalex.org/W4312211609","https://openalex.org/W4313415350","https://openalex.org/W4323865263","https://openalex.org/W4361205081","https://openalex.org/W4384626875","https://openalex.org/W4390909422","https://openalex.org/W4391262801","https://openalex.org/W4392605344","https://openalex.org/W4392917727","https://openalex.org/W4399352461","https://openalex.org/W4399388943","https://openalex.org/W4399701046","https://openalex.org/W4404376967","https://openalex.org/W4406083820"],"related_works":["https://openalex.org/W7167851638","https://openalex.org/W3161913016","https://openalex.org/W7127944654","https://openalex.org/W4417190954","https://openalex.org/W4361205081","https://openalex.org/W4313248711","https://openalex.org/W4388373176","https://openalex.org/W7165062482","https://openalex.org/W7134951900","https://openalex.org/W4408537051"],"abstract_inverted_index":{"Esophageal":[0],"cancer":[1],"is":[2],"a":[3],"highly":[4],"aggressive":[5],"malignancy":[6],"often":[7],"diagnosed":[8],"at":[9],"an":[10],"advanced":[11],"stage,":[12],"with":[13,49,75,83,96],"poor":[14],"prognosis":[15],"and":[16,47,72,85,106,109,118,134,143,177,194],"high":[17],"recurrence":[18],"rates":[19],"despite":[20],"curative":[21],"treatment.":[22],"Accurate":[23],"prognostic":[24,163],"tools":[25],"are":[26],"urgently":[27],"needed":[28],"to":[29,54,78,93],"guide":[30],"personalized":[31,191],"management":[32],"strategies.":[33],"Recent":[34],"research":[35],"has":[36],"demonstrated":[37],"significant":[38],"potential":[39,184],"of":[40,155,169,185],"integrating":[41],"quantitative":[42],"imaging":[43,100,157],"biomarkers,":[44],"specifically":[45],"radiomics":[46,73],"sarcopenia,":[48],"machine":[50],"learning":[51],"(ML)":[52],"techniques":[53],"enhance":[55],"outcome":[56],"prediction.":[57],"This":[58,180],"review":[59,181],"systematically":[60],"summarizes":[61],"six":[62],"recent":[63],"studies":[64,97,171],"(2022-2024)":[65],"exploring":[66],"integrated":[67],"ML":[68],"models":[69,124,188],"combining":[70],"sarcopenia":[71,144],"biomarkers":[74,158],"clinical":[76,140],"parameters":[77],"predict":[79],"survival":[80],"in":[81,159,189],"patients":[82],"esophageal":[84,198],"gastroesophageal":[86],"cancers.":[87],"Sample":[88],"sizes":[89],"ranged":[90],"from":[91],"83":[92],"243":[94],"patients,":[95],"utilizing":[98],"various":[99],"modalities":[101],"(positron":[102],"emission":[103],"tomography/computed":[104],"tomography":[105],"computed":[107],"tomography)":[108],"model":[110],"analysis":[111],"approaches,":[112],"including":[113],"Cox":[114],"regression,":[115],"random":[116],"forest,":[117],"light":[119],"gradient":[120],"boosting":[121],"machine.":[122],"These":[123,150],"incorporated":[125],"features":[126],"such":[127],"as":[128],"skeletal":[129],"muscle":[130],"indices,":[131],"tumor":[132],"texture,":[133],"shape":[135],"descriptors.":[136],"Models":[137],"that":[138],"combined":[139],"data,":[141],"radiomics,":[142],"outperformed":[145],"those":[146],"using":[147],"single":[148],"modalities.":[149],"findings":[151],"support":[152],"the":[153,166,173,183],"utility":[154],"multimodal":[156,186],"developing":[160],"robust,":[161],"individualized":[162],"models.":[164],"However,":[165],"retrospective":[167],"nature":[168],"most":[170],"highlights":[172],"need":[174],"for":[175,197],"standardization":[176],"external":[178],"validation.":[179],"underscores":[182],"ML-based":[187],"enhancing":[190],"risk":[192],"stratification":[193],"treatment":[195],"planning":[196],"cancer.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":1}],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2025-10-11T00:00:00"}