{"id":"https://openalex.org/W4414142432","doi":"https://doi.org/10.1186/s42492-025-00204-y","title":"Development and validation of a machine learning model for predicting venous thromboembolism complications following colorectal cancer surgery","display_name":"Development and validation of a machine learning model for predicting venous thromboembolism complications following colorectal cancer surgery","publication_year":2025,"publication_date":"2025-09-12","ids":{"openalex":"https://openalex.org/W4414142432","doi":"https://doi.org/10.1186/s42492-025-00204-y","pmid":"https://pubmed.ncbi.nlm.nih.gov/40936051"},"language":"en","primary_location":{"id":"doi:10.1186/s42492-025-00204-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42492-025-00204-y","pdf_url":"https://vciba.springeropen.com/counter/pdf/10.1186/s42492-025-00204-y","source":{"id":"https://openalex.org/S3035464634","display_name":"Visual Computing for Industry Biomedicine and Art","issn_l":"2096-496X","issn":["2096-496X","2524-4442"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Visual Computing for Industry, Biomedicine, and Art","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://vciba.springeropen.com/counter/pdf/10.1186/s42492-025-00204-y","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069433769","display_name":"Zongsheng Sun","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":true,"raw_author_name":"Zongsheng Sun","raw_affiliation_strings":["Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China"],"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043494203","display_name":"Di Hao","orcid":null},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Di Hao","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, 250100, Shandong, China"],"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, 250100, Shandong, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101849388","display_name":"Mingyu Yang","orcid":"https://orcid.org/0000-0001-5073-6049"},"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":"Mingyu Yang","raw_affiliation_strings":["Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China"],"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061185054","display_name":"Wenzhi Wu","orcid":"https://orcid.org/0009-0001-6912-1623"},"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":"Wenzhi Wu","raw_affiliation_strings":["Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China"],"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069708457","display_name":"Jing He","orcid":"https://orcid.org/0000-0001-6870-3640"},"institutions":[{"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"]},{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanhui Jing","raw_affiliation_strings":["Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China"],"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113185073","display_name":"Zhensong Yang","orcid":"https://orcid.org/0009-0005-6794-3585"},"institutions":[{"id":"https://openalex.org/I3018397418","display_name":"Yuhuangding Hospital","ror":"https://ror.org/05vawe413","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I3018397418"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhensong Yang","raw_affiliation_strings":["Department of Gastrointestinal Surgery, Yantai Yuhuangding Hospital, Yantai, 264000, Shandong, China"],"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery, Yantai Yuhuangding Hospital, Yantai, 264000, Shandong, China","institution_ids":["https://openalex.org/I3018397418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083055137","display_name":"Ao Sun","orcid":"https://orcid.org/0000-0002-1210-2851"},"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":"Anbang Sun","raw_affiliation_strings":["Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China"],"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102509904","display_name":"Wentao Xie","orcid":"https://orcid.org/0009-0000-9778-0004"},"institutions":[{"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"]},{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wentao Xie","raw_affiliation_strings":["Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China"],"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053051398","display_name":"Longbo Zheng","orcid":null},"institutions":[{"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"]},{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Longbo Zheng","raw_affiliation_strings":["Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China"],"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060711710","display_name":"Xixun Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I3018397418","display_name":"Yuhuangding Hospital","ror":"https://ror.org/05vawe413","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I3018397418"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xixun Wang","raw_affiliation_strings":["Department of Gastrointestinal Surgery, Yantai Yuhuangding Hospital, Yantai, 264000, Shandong, China"],"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery, Yantai Yuhuangding Hospital, Yantai, 264000, Shandong, China","institution_ids":["https://openalex.org/I3018397418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100450574","display_name":"Dongsheng Wang","orcid":"https://orcid.org/0000-0001-5700-465X"},"institutions":[{"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"]},{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongsheng Wang","raw_affiliation_strings":["Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China"],"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101530313","display_name":"Yun Lu","orcid":"https://orcid.org/0000-0002-6450-9813"},"institutions":[{"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"]},{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Lu","raw_affiliation_strings":["Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China"],"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026146198","display_name":"Guangye Tian","orcid":null},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangye Tian","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, 250100, Shandong, China"],"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, 250100, Shandong, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019213836","display_name":"Shanglong Liu","orcid":"https://orcid.org/0000-0002-5828-4718"},"institutions":[{"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"]},{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanglong Liu","raw_affiliation_strings":["Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China. liushanglong@qdu.edu.cn","Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China"],"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China. liushanglong@qdu.edu.cn","institution_ids":[]},{"raw_affiliation_string":"Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":14,"corresponding_author_ids":["https://openalex.org/A5069433769"],"corresponding_institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"],"apc_list":null,"apc_paid":null,"fwci":3.7929,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.94380454,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"8","issue":"1","first_page":"22","last_page":"22"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10285","display_name":"Venous Thromboembolism Diagnosis and Management","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2724","display_name":"Internal Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10285","display_name":"Venous Thromboembolism Diagnosis and Management","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2724","display_name":"Internal 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/T11453","display_name":"Diagnosis and Treatment of Venous Diseases","score":0.9825000166893005,"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/T10227","display_name":"Acute Ischemic Stroke Management","score":0.9761000275611877,"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/pulmonary-embolism","display_name":"Pulmonary embolism","score":0.6913999915122986},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.5342000126838684},{"id":"https://openalex.org/keywords/colorectal-cancer","display_name":"Colorectal cancer","score":0.5293999910354614},{"id":"https://openalex.org/keywords/deep-vein","display_name":"Deep vein","score":0.5206000208854675},{"id":"https://openalex.org/keywords/venous-thromboembolism","display_name":"Venous thromboembolism","score":0.5131999850273132},{"id":"https://openalex.org/keywords/colorectal-surgery","display_name":"Colorectal surgery","score":0.37459999322891235},{"id":"https://openalex.org/keywords/predictive-value-of-tests","display_name":"Predictive value of tests","score":0.28540000319480896}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.8669999837875366},{"id":"https://openalex.org/C2776265017","wikidata":"https://www.wikidata.org/wiki/Q220570","display_name":"Pulmonary embolism","level":2,"score":0.6913999915122986},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.5342000126838684},{"id":"https://openalex.org/C526805850","wikidata":"https://www.wikidata.org/wiki/Q188874","display_name":"Colorectal cancer","level":3,"score":0.5293999910354614},{"id":"https://openalex.org/C2778959117","wikidata":"https://www.wikidata.org/wiki/Q430892","display_name":"Deep vein","level":3,"score":0.5206000208854675},{"id":"https://openalex.org/C2991741193","wikidata":"https://www.wikidata.org/wiki/Q2751330","display_name":"Venous thromboembolism","level":3,"score":0.5131999850273132},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.42329999804496765},{"id":"https://openalex.org/C523026621","wikidata":"https://www.wikidata.org/wiki/Q1413084","display_name":"Colorectal surgery","level":3,"score":0.37459999322891235},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34389999508857727},{"id":"https://openalex.org/C198433322","wikidata":"https://www.wikidata.org/wiki/Q3910099","display_name":"Predictive value of tests","level":2,"score":0.28540000319480896},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.2840999960899353},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.27959999442100525},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.27709999680519104},{"id":"https://openalex.org/C2778435480","wikidata":"https://www.wikidata.org/wiki/Q840387","display_name":"Colonoscopy","level":4,"score":0.27639999985694885},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26899999380111694},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.2653999924659729},{"id":"https://openalex.org/C194051981","wikidata":"https://www.wikidata.org/wiki/Q1337691","display_name":"Economic shortage","level":3,"score":0.2621999979019165},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2549999952316284},{"id":"https://openalex.org/C76318530","wikidata":"https://www.wikidata.org/wiki/Q16833590","display_name":"Area under the curve","level":2,"score":0.2515999972820282}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s42492-025-00204-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42492-025-00204-y","pdf_url":"https://vciba.springeropen.com/counter/pdf/10.1186/s42492-025-00204-y","source":{"id":"https://openalex.org/S3035464634","display_name":"Visual Computing for Industry Biomedicine and Art","issn_l":"2096-496X","issn":["2096-496X","2524-4442"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Visual Computing for Industry, Biomedicine, and Art","raw_type":"journal-article"},{"id":"pmid:40936051","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40936051","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":"Visual computing for industry, biomedicine, and art","raw_type":null},{"id":"pmh:oai:doaj.org/article:7933637516df4abca6ede00b539fd007","is_oa":true,"landing_page_url":"https://doaj.org/article/7933637516df4abca6ede00b539fd007","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Visual Computing for Industry, Biomedicine, and Art, Vol 8, Iss 1, Pp 1-20 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12425853","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12425853/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Vis Comput Ind Biomed Art","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s42492-025-00204-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42492-025-00204-y","pdf_url":"https://vciba.springeropen.com/counter/pdf/10.1186/s42492-025-00204-y","source":{"id":"https://openalex.org/S3035464634","display_name":"Visual Computing for Industry Biomedicine and Art","issn_l":"2096-496X","issn":["2096-496X","2524-4442"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Visual Computing for Industry, Biomedicine, and Art","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320311026","display_name":"Shandong University","ror":"https://ror.org/0207yh398"},{"id":"https://openalex.org/F4320326964","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414142432.pdf","grobid_xml":"https://content.openalex.org/works/W4414142432.grobid-xml"},"referenced_works_count":71,"referenced_works":["https://openalex.org/W1597337165","https://openalex.org/W1761941016","https://openalex.org/W1978080273","https://openalex.org/W1986160846","https://openalex.org/W2005825471","https://openalex.org/W2007086823","https://openalex.org/W2033150840","https://openalex.org/W2045858611","https://openalex.org/W2078839611","https://openalex.org/W2163813695","https://openalex.org/W2332736166","https://openalex.org/W2334228835","https://openalex.org/W2535609668","https://openalex.org/W2551096297","https://openalex.org/W2748022024","https://openalex.org/W2749725594","https://openalex.org/W2755973232","https://openalex.org/W2886522935","https://openalex.org/W2889082717","https://openalex.org/W2897120700","https://openalex.org/W2904616002","https://openalex.org/W2905322176","https://openalex.org/W2909729347","https://openalex.org/W2920713811","https://openalex.org/W2943491685","https://openalex.org/W2947139752","https://openalex.org/W2972019042","https://openalex.org/W2982488225","https://openalex.org/W2995356251","https://openalex.org/W3000753279","https://openalex.org/W3009207988","https://openalex.org/W3011074767","https://openalex.org/W3108369422","https://openalex.org/W3117891056","https://openalex.org/W3172309550","https://openalex.org/W3186747963","https://openalex.org/W3202379565","https://openalex.org/W4205177282","https://openalex.org/W4212905021","https://openalex.org/W4213316983","https://openalex.org/W4214856807","https://openalex.org/W4214893466","https://openalex.org/W4220903097","https://openalex.org/W4220944019","https://openalex.org/W4223554189","https://openalex.org/W4226466097","https://openalex.org/W4281928985","https://openalex.org/W4289526664","https://openalex.org/W4311499015","https://openalex.org/W4317388187","https://openalex.org/W4317940542","https://openalex.org/W4320887222","https://openalex.org/W4353083559","https://openalex.org/W4367043680","https://openalex.org/W4381308242","https://openalex.org/W4381662000","https://openalex.org/W4384203285","https://openalex.org/W4387580782","https://openalex.org/W4389742352","https://openalex.org/W4389751969","https://openalex.org/W4390590808","https://openalex.org/W4391486074","https://openalex.org/W4391486785","https://openalex.org/W4393935425","https://openalex.org/W4399886094","https://openalex.org/W4400930191","https://openalex.org/W4401192371","https://openalex.org/W4401409801","https://openalex.org/W4402635713","https://openalex.org/W4403037942","https://openalex.org/W4403140655"],"related_works":["https://openalex.org/W2410487325","https://openalex.org/W2190358473","https://openalex.org/W4394787814","https://openalex.org/W220073818","https://openalex.org/W2324481049","https://openalex.org/W4247367261","https://openalex.org/W1982739364","https://openalex.org/W4246839385","https://openalex.org/W2046799670","https://openalex.org/W33323292"],"abstract_inverted_index":{"Postoperative":[0],"venous":[1,163],"thromboembolism":[2],"(VTE)":[3],"in":[4,12,209,218,258,275,284],"colorectal":[5],"cancer":[6],"(CRC)":[7],"patients":[8,60,82,98,155,160,255],"undergoing":[9],"surgery":[10,45,59],"results":[11],"poor":[13],"prognosis.":[14],"However,":[15],"there":[16],"are":[17],"no":[18],"effective":[19],"tools":[20],"for":[21,37,252],"early":[22],"screening":[23],"and":[24,46,70,96,114,138,165,190,244],"predicting":[25,38],"VTE.":[26],"In":[27,149,173],"this":[28],"study,":[29],"we":[30],"developed":[31,113,129,156],"a":[32],"machine":[33],"learning":[34],"(ML)-based":[35],"model":[36,111,204,251],"the":[39,64,84,93,106,121,131,135,150,174,202,210,221,224,269],"risk":[40],"of":[41,56,67,87,181,186,194,263,272],"VTE":[42],"following":[43],"CRC":[44,58,254],"tested":[47,142],"its":[48],"performance":[49,140,217],"using":[50,116,120,130,143],"an":[51,144],"external":[52,107,146,175,211],"dataset.":[53],"A":[54,110],"total":[55],"3227":[57],"were":[61,90,103,128,196],"enrolled":[62],"from":[63,83,99],"Affiliated":[65,85],"Hospital":[66,73,86,102],"Qingdao":[68,88],"University":[69,89],"Yantai":[71,100],"Yuhuangding":[72,101],"(from":[74],"January":[75],"2016":[76],"to":[77,92,105],"December":[78],"2023).":[79],"Subsequently,":[80],"1596":[81],"assigned":[91,104],"training":[94,136,151],"set,":[95,137,152,177,213],"716":[97],"validation":[108,147,176,212],"set.":[109,148],"was":[112,141],"trained":[115],"six":[117],"ML":[118],"algorithms":[119],"stacking":[122,203,250],"ensemble":[123],"technique.":[124],"Moreover,":[125],"all":[126,206,219],"models":[127,208],"tenfold":[132],"cross-validation":[133],"on":[134],"their":[139],"independent":[145],"173":[153],"(10.8%)":[154],"VTE,":[157,182],"163":[158],"(10.2%)":[159],"experienced":[161],"deep":[162,187],"thrombosis,":[164,189],"29":[166],"(1.82%)":[167],"cases":[168,180,185,193],"had":[169],"pulmonary":[170],"embolism":[171],"(PE).":[172],"85":[178],"(11.9%)":[179],"83":[183],"(11.6%)":[184],"vein":[188],"14":[191],"(1.96%)":[192],"PE":[195],"recorded.":[197],"The":[198,249],"analysis":[199],"revealed":[200],"that":[201],"outperformed":[205],"other":[207],"achieving":[214],"significantly":[215],"better":[216],"metrics:":[220],"area":[222],"under":[223],"receiver":[225],"operating":[226],"characteristic":[227],"curve":[228],"=":[229,233,237,241,246],"0.840":[230],"(0.790-0.887),":[231],"accuracy":[232],"0.810":[234],"(0.783-0.836),":[235],"specificity":[236],"0.819":[238],"(0.790-0.848),":[239],"sensitivity":[240],"0.741":[242],"(0.652-0.825),":[243],"recall":[245],"0.959":[247],"(0.942-0.975).":[248],"surgical":[253],"shows":[256],"promise":[257],"enabling":[259],"timely":[260],"clinical":[261],"detection":[262],"high-risk":[264,277],"cases.":[265],"This":[266],"method":[267],"facilitates":[268],"prioritized":[270],"implementation":[271],"prophylactic":[273],"anticoagulation":[274],"confirmed":[276],"individuals,":[278],"thereby":[279],"mitigating":[280],"unnecessary":[281],"pharmacological":[282],"intervention":[283],"low-risk":[285],"populations.":[286]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-03-26T15:22:09.906841","created_date":"2025-10-10T00:00:00"}