{"id":"https://openalex.org/W4417294547","doi":"https://doi.org/10.1016/j.ultrasmedbio.2025.11.099","title":"MACHINE LEARNING BASED ON RADIOMICS FEATURES COMBING ULTRASOUND AND CEUS TO IMPROVE PROSTATE CANCER DETECTION","display_name":"MACHINE LEARNING BASED ON RADIOMICS FEATURES COMBING ULTRASOUND AND CEUS TO IMPROVE PROSTATE CANCER DETECTION","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4417294547","doi":"https://doi.org/10.1016/j.ultrasmedbio.2025.11.099"},"language":"en","primary_location":{"id":"doi:10.1016/j.ultrasmedbio.2025.11.099","doi":"https://doi.org/10.1016/j.ultrasmedbio.2025.11.099","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ultrasmedbio.2025.11.099","pdf_url":null,"source":{"id":"https://openalex.org/S109113098","display_name":"Ultrasound in Medicine & Biology","issn_l":"0301-5629","issn":["0301-5629","1879-291X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-2","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ultrasound in Medicine &amp; Biology","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Ya SUN","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210110108","display_name":"Aerospace Center Hospital","ror":"https://ror.org/01yb3sb52","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210110108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ya SUN","raw_affiliation_strings":["Aerospace center hospital, Peking university, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aerospace center hospital, Peking university, Beijing, China","institution_ids":["https://openalex.org/I20231570","https://openalex.org/I4210110108"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yang Jing Fang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210110108","display_name":"Aerospace Center Hospital","ror":"https://ror.org/01yb3sb52","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210110108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Jing Fang","raw_affiliation_strings":["Aerospace center hospital, Peking university, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aerospace center hospital, Peking university, Beijing, China","institution_ids":["https://openalex.org/I20231570","https://openalex.org/I4210110108"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ping Yan Shi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210110108","display_name":"Aerospace Center Hospital","ror":"https://ror.org/01yb3sb52","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210110108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ping Yan Shi","raw_affiliation_strings":["Aerospace center hospital, Peking university, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aerospace center hospital, Peking university, Beijing, China","institution_ids":["https://openalex.org/I20231570","https://openalex.org/I4210110108"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Rong Hua Li","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210110108","display_name":"Aerospace Center Hospital","ror":"https://ror.org/01yb3sb52","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210110108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rong Hua Li","raw_affiliation_strings":["Aerospace center hospital, Peking university, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aerospace center hospital, Peking university, Beijing, China","institution_ids":["https://openalex.org/I20231570","https://openalex.org/I4210110108"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100384641","display_name":"Jun Wang","orcid":"https://orcid.org/0000-0001-8708-3096","observed_orcids":["https://orcid.org/0000-0001-8708-3096"]},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210110108","display_name":"Aerospace Center Hospital","ror":"https://ror.org/01yb3sb52","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210110108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Jia Wang","raw_affiliation_strings":["Aerospace center hospital, Peking university, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aerospace center hospital, Peking university, Beijing, China","institution_ids":["https://openalex.org/I20231570","https://openalex.org/I4210110108"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100707729","display_name":"Bao Zhang","orcid":"https://orcid.org/0000-0001-8327-256X","observed_orcids":["https://orcid.org/0000-0001-8327-256X"]},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210110108","display_name":"Aerospace Center Hospital","ror":"https://ror.org/01yb3sb52","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210110108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bao Zhang","raw_affiliation_strings":["Aerospace center hospital, Peking university, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aerospace center hospital, Peking university, Beijing, China","institution_ids":["https://openalex.org/I20231570","https://openalex.org/I4210110108"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081591986","display_name":"Lei Liang","orcid":"https://orcid.org/0000-0003-4481-6661","observed_orcids":["https://orcid.org/0000-0003-4481-6661"]},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210110108","display_name":"Aerospace Center Hospital","ror":"https://ror.org/01yb3sb52","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210110108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Liang","raw_affiliation_strings":["Aerospace center hospital, Peking university, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aerospace center hospital, Peking university, Beijing, China","institution_ids":["https://openalex.org/I20231570","https://openalex.org/I4210110108"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2650,"currency":"USD","value_usd":2650},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.36508822,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"51","issue":null,"first_page":"S105","last_page":"S105"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9994999766349792,"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/T10124","display_name":"Prostate Cancer Diagnosis and Treatment","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/prostate-cancer-detection","display_name":"prostate cancer detection","score":0.8709999918937683},{"id":"https://openalex.org/keywords/radiomics","display_name":"radiomics","score":0.8690000176429749},{"id":"https://openalex.org/keywords/contrast-enhanced-ultrasound","display_name":"contrast-enhanced ultrasound","score":0.9819999933242798},{"id":"https://openalex.org/keywords/transrectal-ultrasound","display_name":"transrectal ultrasound","score":0.9079999923706055},{"id":"https://openalex.org/keywords/peripheral-zone-lesions","display_name":"peripheral zone lesions","score":0.7590000033378601},{"id":"https://openalex.org/keywords/time-intensity-curve","display_name":"time-intensity curve","score":0.800000011920929},{"id":"https://openalex.org/keywords/risk-factors","display_name":"risk factors","score":0.5569999814033508},{"id":"https://openalex.org/keywords/psa-density","display_name":"PSA density","score":0.9039999842643738},{"id":"https://openalex.org/keywords/benign-versus-malignant-differentiation","display_name":"benign versus malignant differentiation","score":0.6349999904632568},{"id":"https://openalex.org/keywords/machine-learning-prediction-models","display_name":"machine learning prediction models","score":0.6169999837875366}],"concepts":[{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.8450999855995178},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7657999992370605},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6643000245094299},{"id":"https://openalex.org/C143753070","wikidata":"https://www.wikidata.org/wiki/Q162564","display_name":"Ultrasound","level":2,"score":0.5644000172615051},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.48260000348091125},{"id":"https://openalex.org/C2780192828","wikidata":"https://www.wikidata.org/wiki/Q181257","display_name":"Prostate cancer","level":3,"score":0.47749999165534973},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4311999976634979},{"id":"https://openalex.org/C34626388","wikidata":"https://www.wikidata.org/wiki/Q721129","display_name":"Nomogram","level":2,"score":0.42250001430511475},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38339999318122864},{"id":"https://openalex.org/C2779585989","wikidata":"https://www.wikidata.org/wiki/Q500458","display_name":"Contrast-enhanced ultrasound","level":3,"score":0.3594000041484833},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.3312000036239624},{"id":"https://openalex.org/C2776235491","wikidata":"https://www.wikidata.org/wiki/Q9625","display_name":"Prostate","level":3,"score":0.3176000118255615},{"id":"https://openalex.org/C188816634","wikidata":"https://www.wikidata.org/wiki/Q2113324","display_name":"Prospective cohort study","level":2,"score":0.29490000009536743},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.2892000079154968},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.2847999930381775},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.2847000062465668},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.2791999876499176},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.2741999924182892},{"id":"https://openalex.org/C2781406297","wikidata":"https://www.wikidata.org/wiki/Q409450","display_name":"Prostate-specific antigen","level":4,"score":0.27410000562667847},{"id":"https://openalex.org/C37616216","wikidata":"https://www.wikidata.org/wiki/Q3218363","display_name":"Lasso (programming language)","level":2,"score":0.26600000262260437},{"id":"https://openalex.org/C76318530","wikidata":"https://www.wikidata.org/wiki/Q16833590","display_name":"Area under the curve","level":2,"score":0.25929999351501465}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.ultrasmedbio.2025.11.099","doi":"https://doi.org/10.1016/j.ultrasmedbio.2025.11.099","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ultrasmedbio.2025.11.099","pdf_url":null,"source":{"id":"https://openalex.org/S109113098","display_name":"Ultrasound in Medicine & Biology","issn_l":"0301-5629","issn":["0301-5629","1879-291X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-2","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ultrasound in Medicine &amp; Biology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9922999739646912,"display_name":"Good health and well-being"}],"sustainable_development_goals_aurora":[],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2025-12-13T00:00:00"}
