{"id":"https://openalex.org/W4413106052","doi":"https://doi.org/10.1186/s12880-025-01869-w","title":"Multimodal fusion radiomic-immunologic scoring model: accurate identification of prostate cancer progression","display_name":"Multimodal fusion radiomic-immunologic scoring model: accurate identification of prostate cancer progression","publication_year":2025,"publication_date":"2025-08-12","ids":{"openalex":"https://openalex.org/W4413106052","doi":"https://doi.org/10.1186/s12880-025-01869-w","pmid":"https://pubmed.ncbi.nlm.nih.gov/40796801"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-025-01869-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-01869-w","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01869-w","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01869-w","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083937513","display_name":"Zhonglin Zhang","orcid":"https://orcid.org/0009-0005-5359-0029"},"institutions":[{"id":"https://openalex.org/I191996457","display_name":"Dalian Medical University","ror":"https://ror.org/04c8eg608","country_code":"CN","type":"education","lineage":["https://openalex.org/I191996457"]},{"id":"https://openalex.org/I4210097509","display_name":"Second Affiliated Hospital of Chongqing Medical University","ror":"https://ror.org/00r67fz39","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210097509"]},{"id":"https://openalex.org/I87780372","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58","country_code":"CN","type":"education","lineage":["https://openalex.org/I87780372"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhonglin Zhang","raw_affiliation_strings":["Department of Radiology, The Second Affiliated Hospital of Chongqing Medical University, Yuzhong District, No. 76 Linjiang Rd, Chongqing, 400010, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Second Affiliated Hospital of Chongqing Medical University, Yuzhong District, No. 76 Linjiang Rd, Chongqing, 400010, China","institution_ids":["https://openalex.org/I191996457","https://openalex.org/I87780372","https://openalex.org/I4210097509"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100338921","display_name":"Huan Liu","orcid":"https://orcid.org/0000-0002-0253-647X"},"institutions":[{"id":"https://openalex.org/I87780372","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58","country_code":"CN","type":"education","lineage":["https://openalex.org/I87780372"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huan Liu","raw_affiliation_strings":["State Key Laboratory of Ultrasound in Medicine and Engineering, College of Biomedical Engineering, Chongqing Medical University, Chongqing, 400016, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Ultrasound in Medicine and Engineering, College of Biomedical Engineering, Chongqing Medical University, Chongqing, 400016, China","institution_ids":["https://openalex.org/I87780372"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006295508","display_name":"Xiling Gu","orcid":null},"institutions":[{"id":"https://openalex.org/I191996457","display_name":"Dalian Medical University","ror":"https://ror.org/04c8eg608","country_code":"CN","type":"education","lineage":["https://openalex.org/I191996457"]},{"id":"https://openalex.org/I4210097509","display_name":"Second Affiliated Hospital of Chongqing Medical University","ror":"https://ror.org/00r67fz39","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210097509"]},{"id":"https://openalex.org/I87780372","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58","country_code":"CN","type":"education","lineage":["https://openalex.org/I87780372"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiling Gu","raw_affiliation_strings":["Department of Pathology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, 400010, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, 400010, China","institution_ids":["https://openalex.org/I191996457","https://openalex.org/I87780372","https://openalex.org/I4210097509"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102678928","display_name":"Yang Qiu","orcid":null},"institutions":[{"id":"https://openalex.org/I191996457","display_name":"Dalian Medical University","ror":"https://ror.org/04c8eg608","country_code":"CN","type":"education","lineage":["https://openalex.org/I191996457"]},{"id":"https://openalex.org/I4210097509","display_name":"Second Affiliated Hospital of Chongqing Medical University","ror":"https://ror.org/00r67fz39","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210097509"]},{"id":"https://openalex.org/I87780372","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58","country_code":"CN","type":"education","lineage":["https://openalex.org/I87780372"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Qiu","raw_affiliation_strings":["Department of Radiology, The Second Affiliated Hospital of Chongqing Medical University, Yuzhong District, No. 76 Linjiang Rd, Chongqing, 400010, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Second Affiliated Hospital of Chongqing Medical University, Yuzhong District, No. 76 Linjiang Rd, Chongqing, 400010, China","institution_ids":["https://openalex.org/I191996457","https://openalex.org/I87780372","https://openalex.org/I4210097509"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051334432","display_name":"Jian Ma","orcid":"https://orcid.org/0000-0001-9395-0416"},"institutions":[{"id":"https://openalex.org/I191996457","display_name":"Dalian Medical University","ror":"https://ror.org/04c8eg608","country_code":"CN","type":"education","lineage":["https://openalex.org/I191996457"]},{"id":"https://openalex.org/I4210097509","display_name":"Second Affiliated Hospital of Chongqing Medical University","ror":"https://ror.org/00r67fz39","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210097509"]},{"id":"https://openalex.org/I87780372","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58","country_code":"CN","type":"education","lineage":["https://openalex.org/I87780372"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiangqing Ma","raw_affiliation_strings":["Department of Radiology, The Second Affiliated Hospital of Chongqing Medical University, Yuzhong District, No. 76 Linjiang Rd, Chongqing, 400010, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Second Affiliated Hospital of Chongqing Medical University, Yuzhong District, No. 76 Linjiang Rd, Chongqing, 400010, China","institution_ids":["https://openalex.org/I191996457","https://openalex.org/I87780372","https://openalex.org/I4210097509"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016164831","display_name":"Guangyong Ai","orcid":"https://orcid.org/0009-0004-8559-8490"},"institutions":[{"id":"https://openalex.org/I191996457","display_name":"Dalian Medical University","ror":"https://ror.org/04c8eg608","country_code":"CN","type":"education","lineage":["https://openalex.org/I191996457"]},{"id":"https://openalex.org/I4210097509","display_name":"Second Affiliated Hospital of Chongqing Medical University","ror":"https://ror.org/00r67fz39","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210097509"]},{"id":"https://openalex.org/I87780372","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58","country_code":"CN","type":"education","lineage":["https://openalex.org/I87780372"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangyong Ai","raw_affiliation_strings":["Department of Radiology, The Second Affiliated Hospital of Chongqing Medical University, Yuzhong District, No. 76 Linjiang Rd, Chongqing, 400010, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Second Affiliated Hospital of Chongqing Medical University, Yuzhong District, No. 76 Linjiang Rd, Chongqing, 400010, China","institution_ids":["https://openalex.org/I191996457","https://openalex.org/I87780372","https://openalex.org/I4210097509"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088192765","display_name":"Xiaojing He","orcid":"https://orcid.org/0000-0002-3456-9639"},"institutions":[{"id":"https://openalex.org/I191996457","display_name":"Dalian Medical University","ror":"https://ror.org/04c8eg608","country_code":"CN","type":"education","lineage":["https://openalex.org/I191996457"]},{"id":"https://openalex.org/I4210097509","display_name":"Second Affiliated Hospital of Chongqing Medical University","ror":"https://ror.org/00r67fz39","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210097509"]},{"id":"https://openalex.org/I87780372","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58","country_code":"CN","type":"education","lineage":["https://openalex.org/I87780372"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojing He","raw_affiliation_strings":["Department of Radiology, The Second Affiliated Hospital of Chongqing Medical University, Yuzhong District, No. 76 Linjiang Rd, Chongqing, 400010, China. he_xiaojing@hospital.cqmu.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Second Affiliated Hospital of Chongqing Medical University, Yuzhong District, No. 76 Linjiang Rd, Chongqing, 400010, China. he_xiaojing@hospital.cqmu.edu.cn","institution_ids":["https://openalex.org/I191996457","https://openalex.org/I87780372","https://openalex.org/I4210097509"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":2.5983,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.90111017,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"25","issue":"1","first_page":"324","last_page":"324"},"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":0.5248000025749207,"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":0.5248000025749207,"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/T11355","display_name":"Inflammatory Biomarkers in Disease Prognosis","score":0.14839999377727509,"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"}},{"id":"https://openalex.org/T10158","display_name":"Cancer Immunotherapy and Biomarkers","score":0.1468999981880188,"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/prostate-cancer","display_name":"Prostate cancer","score":0.6149379014968872},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6094824075698853},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5940881371498108},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.4431760609149933},{"id":"https://openalex.org/keywords/radiomics","display_name":"Radiomics","score":0.4231563210487366},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.37413328886032104},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37057214975357056},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.3571128845214844},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.12890473008155823}],"concepts":[{"id":"https://openalex.org/C2780192828","wikidata":"https://www.wikidata.org/wiki/Q181257","display_name":"Prostate cancer","level":3,"score":0.6149379014968872},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6094824075698853},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5940881371498108},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.4431760609149933},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.4231563210487366},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.37413328886032104},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37057214975357056},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.3571128845214844},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.12890473008155823},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000081364","descriptor_name":"Multiparametric Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000081364","descriptor_name":"Multiparametric Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000081364","descriptor_name":"Multiparametric Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":true},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":true},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":true},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"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":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12880-025-01869-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-01869-w","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01869-w","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:40796801","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40796801","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC medical imaging","raw_type":null},{"id":"pmh:oai:doaj.org/article:ce167c218d7242f8a15e7541993804ca","is_oa":true,"landing_page_url":"https://doaj.org/article/ce167c218d7242f8a15e7541993804ca","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 25, Iss 1, Pp 1-14 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12341337","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12341337","pdf_url":null,"source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Imaging","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12880-025-01869-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-01869-w","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01869-w","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.6600000262260437,"display_name":"Good health and well-being"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322595","display_name":"Chongqing Medical University","ror":"https://ror.org/017z00e58"},{"id":"https://openalex.org/F4320327639","display_name":"Centre Scientifique et Technique du B\u00e2timent","ror":"https://ror.org/02fsd1928"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413106052.pdf","grobid_xml":"https://content.openalex.org/works/W4413106052.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W2021733365","https://openalex.org/W2107554012","https://openalex.org/W2540537925","https://openalex.org/W2938225940","https://openalex.org/W2967681225","https://openalex.org/W3013595145","https://openalex.org/W3047106569","https://openalex.org/W3094337514","https://openalex.org/W3095499115","https://openalex.org/W3182507454","https://openalex.org/W4211100870","https://openalex.org/W4221069750","https://openalex.org/W4294675960","https://openalex.org/W4312109985","https://openalex.org/W4313346475","https://openalex.org/W4320496765","https://openalex.org/W4320916985","https://openalex.org/W4362470737","https://openalex.org/W4382631447","https://openalex.org/W4386243392","https://openalex.org/W4386481874","https://openalex.org/W4387112847","https://openalex.org/W4387661925","https://openalex.org/W4389781629","https://openalex.org/W4391542772","https://openalex.org/W4392106282","https://openalex.org/W4392814715","https://openalex.org/W4403299725"],"related_works":["https://openalex.org/W3000891326","https://openalex.org/W4205100762","https://openalex.org/W2559998622","https://openalex.org/W2605851261","https://openalex.org/W2734724112","https://openalex.org/W2582997534","https://openalex.org/W3009210156","https://openalex.org/W4388577230","https://openalex.org/W4385221818","https://openalex.org/W3030796519"],"abstract_inverted_index":{"OBJECTIVES:":[0],"This":[1,24,37,66],"study":[2,28,38],"aims":[3],"to":[4,59,168],"conceptualize,":[5],"develop,":[6],"and":[7,35,78,82,99,118,150,176,194,230],"rigorously":[8,106],"validate":[9],"an":[10,128],"innovative":[11],"Radiomic-Immunologic":[12],"Score":[13],"(RDIS)":[14],"model":[15,126,147,153,185,202],"for":[16,96],"accurately":[17],"distinguishing":[18,249],"prostate":[19,196,236,251],"cancer":[20,197,237,252],"(PCa)":[21],"progression.":[22,182,224,238],"METHODS:":[23],"single-center,":[25],"retrospective":[26],"cohort":[27],"analyzed":[29],"PCa":[30,181],"patients":[31],"diagnosed":[32],"between":[33],"2019":[34],"2022.":[36],"employed":[39],"a":[40,60],"comprehensive":[41,217],"interdisciplinary":[42],"approach,":[43],"integrating":[44],"CD3+/CD8":[45],"+":[46],"T":[47],"cell":[48],"immunoanalysis":[49],"with":[50,103,180,210,235],"Multiparametric":[51],"Magnetic":[52],"Resonance":[53],"Imaging":[54],"(mpMRI)":[55],"analysis,":[56,114],"while":[57],"adhering":[58],"robust":[61],"multi-phase":[62],"feature":[63],"selection":[64],"process.":[65],"included":[67],"the":[68,131,137,145,151,205,220],"Akaike":[69],"Information":[70],"Criterion":[71],"(AIC),":[72],"Maximum":[73],"Relevance":[74],"Minimum":[75],"Redundancy":[76],"(mRMR),":[77],"Least":[79],"Absolute":[80],"Shrinkage":[81],"Selection":[83],"Operator":[84],"(LASSO)":[85],"algorithms,":[86],"validated":[87],"through":[88],"10-fold":[89],"cross-validation.":[90],"Logistic":[91],"regression":[92],"models":[93],"were":[94],"constructed":[95],"radiomic,":[97],"immunologic,":[98],"combined":[100],"RDIS":[101,125,184,201,240],"models,":[102,143],"predictive":[104],"performance":[105],"evaluated":[107],"using":[108],"Receiver":[109],"Operating":[110],"Characteristic":[111],"(ROC)":[112],"curve":[113,116],"calibration":[115],"assessments,":[117],"Decision":[119],"Curve":[120,132],"Analysis":[121],"(DCA).":[122],"RESULTS:":[123],"The":[124,163,183,200,228,239],"achieved":[127],"Area":[129],"Under":[130],"(AUC)":[133],"of":[134,174,208],"0.874":[135],"in":[136,159,189,248],"validation":[138],"cohort,":[139],"outperforming":[140],"traditional":[141],"single-omics":[142],"including":[144],"radiomic":[146,175],"(AUC:":[148,154],"0.844)":[149],"immunologic":[152,177,229],"0.767),":[155],"supporting":[156],"potential":[157,247],"use":[158],"early":[160],"intervention":[161],"decision-making.":[162],"correlation":[164],"heatmap":[165],"reveals":[166],"weak":[167],"moderate":[169],"correlations":[170],"among":[171],"7":[172],"pairs":[173],"features":[178],"associated":[179,234],"demonstrates":[186],"good":[187],"specificity":[188],"further":[190],"predicting":[191],"bone":[192],"metastases":[193],"castration-resistant":[195],"(CRPC).":[198],"CONCLUSIONS:":[199],"effectively":[203],"distinguished":[204],"progression":[206],"status":[207],"PCa,":[209],"its":[211],"multi-omics":[212,241],"integrative":[213,242],"attributes":[214],"likely":[215],"providing":[216],"insights":[218],"into":[219],"factors":[221],"influencing":[222],"disease":[223],"ADVANCES":[225],"IN":[226],"KNOWLEDGE:":[227],"radiologic":[231],"characteristics":[232],"are":[233],"scoring":[243],"system":[244],"shows":[245],"great":[246],"whether":[250],"has":[253],"progressed.":[254]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
