{"id":"https://openalex.org/W7225734427","doi":"https://doi.org/10.1186/s40644-026-01160-3","title":"An explainable AI system for preoperative prediction of renal sinus fat invasion in clear cell renal cell carcinoma: a multicenter study","display_name":"An explainable AI system for preoperative prediction of renal sinus fat invasion in clear cell renal cell carcinoma: a multicenter study","publication_year":2026,"publication_date":"2026-11-10","ids":{"openalex":"https://openalex.org/W7225734427","doi":"https://doi.org/10.1186/s40644-026-01160-3"},"language":"en","primary_location":{"id":"doi:10.1186/s40644-026-01160-3","doi":"https://doi.org/10.1186/s40644-026-01160-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40644-026-01160-3","pdf_url":null,"source":{"id":"https://openalex.org/S14818408","display_name":"Cancer Imaging","issn_l":"1470-7330","issn":["1470-7330","1740-5025"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"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":"Cancer Imaging","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1186/s40644-026-01160-3","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013602481","display_name":"Dingyang Lv","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]},{"id":"https://openalex.org/I4210125748","display_name":"First Hospital of Shanxi Medical University","ror":"https://ror.org/02vzqaq35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dingyang Lv","raw_affiliation_strings":["First Clinical Medical College of Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","First Hospital of Shanxi Medical University, No.85 Jiefang South Road, Yingze District, Taiyuan, Shanxi, 030001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"First Clinical Medical College of Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919"]},{"raw_affiliation_string":"First Hospital of Shanxi Medical University, No.85 Jiefang South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210125748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134153919","display_name":"Huiyu Zhou","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]},{"id":"https://openalex.org/I4210125748","display_name":"First Hospital of Shanxi Medical University","ror":"https://ror.org/02vzqaq35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiyu Zhou","raw_affiliation_strings":["First Clinical Medical College of Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","First Hospital of Shanxi Medical University, No.85 Jiefang South Road, Yingze District, Taiyuan, Shanxi, 030001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"First Clinical Medical College of Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919"]},{"raw_affiliation_string":"First Hospital of Shanxi Medical University, No.85 Jiefang South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210125748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115597382","display_name":"Qiwei Wang","orcid":"https://orcid.org/0009-0003-0401-8486","observed_orcids":["https://orcid.org/0009-0003-0401-8486"]},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]},{"id":"https://openalex.org/I4210125748","display_name":"First Hospital of Shanxi Medical University","ror":"https://ror.org/02vzqaq35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiwei Wang","raw_affiliation_strings":["First Clinical Medical College of Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","First Hospital of Shanxi Medical University, No.85 Jiefang South Road, Yingze District, Taiyuan, Shanxi, 030001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"First Clinical Medical College of Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919"]},{"raw_affiliation_string":"First Hospital of Shanxi Medical University, No.85 Jiefang South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210125748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063767869","display_name":"Zhengkun Wang","orcid":"https://orcid.org/0009-0008-7301-9497","observed_orcids":["https://orcid.org/0009-0008-7301-9497"]},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]},{"id":"https://openalex.org/I4210125748","display_name":"First Hospital of Shanxi Medical University","ror":"https://ror.org/02vzqaq35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengkun Wang","raw_affiliation_strings":["First Clinical Medical College of Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","First Hospital of Shanxi Medical University, No.85 Jiefang South Road, Yingze District, Taiyuan, Shanxi, 030001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"First Clinical Medical College of Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919"]},{"raw_affiliation_string":"First Hospital of Shanxi Medical University, No.85 Jiefang South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210125748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016162120","display_name":"Jinshuai Li","orcid":"https://orcid.org/0009-0006-1608-7149","observed_orcids":["https://orcid.org/0009-0006-1608-7149"]},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]},{"id":"https://openalex.org/I4210125748","display_name":"First Hospital of Shanxi Medical University","ror":"https://ror.org/02vzqaq35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinshuai Li","raw_affiliation_strings":["First Clinical Medical College of Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","First Hospital of Shanxi Medical University, No.85 Jiefang South Road, Yingze District, Taiyuan, Shanxi, 030001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"First Clinical Medical College of Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919"]},{"raw_affiliation_string":"First Hospital of Shanxi Medical University, No.85 Jiefang South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210125748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161405610","display_name":"Xiaomei Yao","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaomei Yao","raw_affiliation_strings":["College of Medical Imaging, Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Medical Imaging, Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058996510","display_name":"Lei Pang","orcid":"https://orcid.org/0000-0002-5999-8245","observed_orcids":["https://orcid.org/0000-0002-5999-8245"]},"institutions":[{"id":"https://openalex.org/I4210160763","display_name":"Shanxi Provincial People\u2019s Hospital","ror":"https://ror.org/057ckzt47","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I17721919","https://openalex.org/I4210160763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Pang","raw_affiliation_strings":["Department of Urology, Shanxi Provincial People\u2019s Hospital, No.82 Shuangta Temple Street, Yingze District, Taiyuan, Shanxi, 030001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Urology, Shanxi Provincial People\u2019s Hospital, No.82 Shuangta Temple Street, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I4210160763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161395704","display_name":"Jintang Hu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]},{"id":"https://openalex.org/I4210125748","display_name":"First Hospital of Shanxi Medical University","ror":"https://ror.org/02vzqaq35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jintang Hu","raw_affiliation_strings":["First Clinical Medical College of Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","First Hospital of Shanxi Medical University, No.85 Jiefang South Road, Yingze District, Taiyuan, Shanxi, 030001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"First Clinical Medical College of Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919"]},{"raw_affiliation_string":"First Hospital of Shanxi Medical University, No.85 Jiefang South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210125748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138231760","display_name":"Tiantian Zhao","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tiantian Zhao","raw_affiliation_strings":["Department of Radiology, Shanxi Bethune Hospital, No.99 Longcheng Avenue, Xiaodian District, Taiyuan, Shanxi, 030032, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Shanxi Bethune Hospital, No.99 Longcheng Avenue, Xiaodian District, Taiyuan, Shanxi, 030032, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113141929","display_name":"Bingxin Gong","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210129222","display_name":"Wuhan Union Hospital","ror":"https://ror.org/0371fqr87","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210129222"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingxin Gong","raw_affiliation_strings":["Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1277 Jiefang Avenue, Wuhan, Hubei, 430022, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, No.1277 Jiefang Avenue, Wuhan, Hubei, 430022, China","institution_ids":["https://openalex.org/I4210129222","https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065066620","display_name":"Ying Qiao","orcid":"https://orcid.org/0000-0001-9275-0113","observed_orcids":["https://orcid.org/0000-0001-9275-0113","https://orcid.org/0009-0003-3772-8812"]},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ying Qiao","raw_affiliation_strings":["College of Medical Imaging, Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Medical Imaging, Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034512100","display_name":"Weibing Shuang","orcid":"https://orcid.org/0000-0001-9597-1886","observed_orcids":["https://orcid.org/0000-0001-9597-1886"]},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]},{"id":"https://openalex.org/I4210125748","display_name":"First Hospital of Shanxi Medical University","ror":"https://ror.org/02vzqaq35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weibing Shuang","raw_affiliation_strings":["First Clinical Medical College of Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","First Hospital of Shanxi Medical University, No.85 Jiefang South Road, Yingze District, Taiyuan, Shanxi, 030001, China"],"raw_orcid":"https://orcid.org/0000-0001-9597-1886","affiliations":[{"raw_affiliation_string":"First Clinical Medical College of Shanxi Medical University, No. 56 Xinjian South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919"]},{"raw_affiliation_string":"First Hospital of Shanxi Medical University, No.85 Jiefang South Road, Yingze District, Taiyuan, Shanxi, 030001, China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210125748"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5065066620"],"corresponding_institution_ids":["https://openalex.org/I17721919"],"apc_list":{"value":2790,"currency":"USD","value_usd":2790},"apc_paid":{"value":2790,"currency":"USD","value_usd":2790},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"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/T10449","display_name":"Renal cell carcinoma treatment","score":0.00039999998989515007,"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/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":[],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.9362000226974487},{"id":"https://openalex.org/C2781278892","wikidata":"https://www.wikidata.org/wiki/Q18556340","display_name":"Clear cell renal cell carcinoma","level":3,"score":0.6553000211715698},{"id":"https://openalex.org/C2777472916","wikidata":"https://www.wikidata.org/wiki/Q1164529","display_name":"Renal cell carcinoma","level":2,"score":0.6532999873161316},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.6313999891281128},{"id":"https://openalex.org/C2781428559","wikidata":"https://www.wikidata.org/wiki/Q4120208","display_name":"Renal sinus","level":4,"score":0.6159999966621399},{"id":"https://openalex.org/C163500349","wikidata":"https://www.wikidata.org/wiki/Q7281263","display_name":"Radiogenomics","level":3,"score":0.5436000227928162},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.4943000078201294},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.47749999165534973},{"id":"https://openalex.org/C535046627","wikidata":"https://www.wikidata.org/wiki/Q30612","display_name":"Clinical trial","level":2,"score":0.40689998865127563},{"id":"https://openalex.org/C2778560582","wikidata":"https://www.wikidata.org/wiki/Q18347894","display_name":"Clear cell","level":3,"score":0.4000999927520752},{"id":"https://openalex.org/C2992435398","wikidata":"https://www.wikidata.org/wiki/Q6934595","display_name":"Multicenter study","level":3,"score":0.3741999864578247},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.35600000619888306},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.34929999709129333},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3481000065803528},{"id":"https://openalex.org/C2776407911","wikidata":"https://www.wikidata.org/wiki/Q7525187","display_name":"Sinus (botany)","level":3,"score":0.34619998931884766},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.31859999895095825},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.30820000171661377},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.3000999987125397},{"id":"https://openalex.org/C126894567","wikidata":"https://www.wikidata.org/wiki/Q105650","display_name":"Urology","level":1,"score":0.29980000853538513},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.2980000078678131},{"id":"https://openalex.org/C133397671","wikidata":"https://www.wikidata.org/wiki/Q3347171","display_name":"Renal pathology","level":3,"score":0.29739999771118164},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2930000126361847},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.28439998626708984},{"id":"https://openalex.org/C2775934546","wikidata":"https://www.wikidata.org/wiki/Q179991","display_name":"Biopsy","level":2,"score":0.2833999991416931},{"id":"https://openalex.org/C167135981","wikidata":"https://www.wikidata.org/wiki/Q2146302","display_name":"Retrospective cohort study","level":2,"score":0.27320000529289246},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26589998602867126},{"id":"https://openalex.org/C76318530","wikidata":"https://www.wikidata.org/wiki/Q16833590","display_name":"Area under the curve","level":2,"score":0.26499998569488525},{"id":"https://openalex.org/C201903717","wikidata":"https://www.wikidata.org/wiki/Q1778788","display_name":"Cohort study","level":2,"score":0.2619999945163727},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.26080000400543213},{"id":"https://openalex.org/C32220436","wikidata":"https://www.wikidata.org/wiki/Q2072214","display_name":"Personalized medicine","level":2,"score":0.2581000030040741},{"id":"https://openalex.org/C198433322","wikidata":"https://www.wikidata.org/wiki/Q3910099","display_name":"Predictive value of tests","level":2,"score":0.25429999828338623},{"id":"https://openalex.org/C2781184683","wikidata":"https://www.wikidata.org/wiki/Q1054718","display_name":"Nephropathy","level":3,"score":0.2517000138759613}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1186/s40644-026-01160-3","doi":"https://doi.org/10.1186/s40644-026-01160-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40644-026-01160-3","pdf_url":null,"source":{"id":"https://openalex.org/S14818408","display_name":"Cancer Imaging","issn_l":"1470-7330","issn":["1470-7330","1740-5025"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"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":"Cancer Imaging","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1186/s40644-026-01160-3","doi":"https://doi.org/10.1186/s40644-026-01160-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40644-026-01160-3","pdf_url":null,"source":{"id":"https://openalex.org/S14818408","display_name":"Cancer Imaging","issn_l":"1470-7330","issn":["1470-7330","1740-5025"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"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":"Cancer Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"study":[1],"aimed":[2],"to":[3,132,293],"develop":[4],"and":[5,59,79,86,95,101,144,174,216,236,252,272],"evaluate":[6],"a":[7,46],"multimodal":[8],"predictive":[9],"system":[10],"(MPS)":[11],"for":[12,303,314],"assessment":[13,322],"of":[14,30,164,206,231],"renal":[15,23],"sinus":[16],"fat":[17],"invasion":[18],"(RSFI)":[19],"in":[20,241,270,277,308],"clear":[21],"cell":[22,24],"carcinoma":[25],"(ccRCC)":[26],"patients.":[27],"A":[28,112],"total":[29],"875":[31],"ccRCC":[32],"patients":[33,309],"from":[34,75,123,285],"four":[35],"independent":[36],"institutions":[37],"were":[38,73,93,110,126],"retrospectively":[39],"analyzed.":[40],"The":[41,120,153,226,245,296],"cohort":[42],"was":[43,115,138,149],"divided":[44],"into":[45],"training":[47],"set":[48,54,173,215],"(":[49,55,64],"n":[50,56,65,68],"=":[51,57,66,69],"445),":[52],"validation":[53],"111),":[58],"two":[60,199],"multicentre":[61,200],"evaluation":[62,201,318],"sets":[63],"181,":[67],"138).":[70],"Radiomics":[71],"features":[72,283],"extracted":[74],"the":[76,134,160,187,192,198,242,248,261,286],"intratumoral":[77],"ROI":[78],"tumor-plus-peritumoral":[80],"ROIs":[81],"expanded":[82],"by":[83,140],"1,":[84],"3,":[85],"5":[87],"mm.":[88],"Multiple":[89],"machine":[90],"learning":[91,104,131],"classifiers":[92],"constructed":[94],"evaluated.":[96],"In":[97],"parallel,":[98],"2D,":[99],"2\u00b75D,":[100],"3D":[102],"deep":[103],"(DL)":[105],"models":[106,122,254],"based":[107],"on":[108,171,181,213,223],"ResNet34":[109],"trained.":[111],"clinical":[113,227,253,326],"model":[114,147,158,190,228,289],"developed":[116],"using":[117,151],"significant":[118],"variables.":[119],"representative":[121],"each":[124],"modality":[125],"integrated":[127],"via":[128,255],"stacking":[129,258],"ensemble":[130],"construct":[133],"MPS.":[135],"Diagnostic":[136],"performance":[137,196],"evaluated":[139],"AUC,":[141],"sensitivity,":[142],"specificity,":[143],"accuracy,":[145],"while":[146],"interpretability":[148],"analyzed":[150],"SHAP.":[152],"peri-3":[154],"mm":[155,189,288],"ExtraTrees":[156],"radiomics":[157],"achieved":[159,260],"highest":[161,262],"AUC":[162,204],"values":[163,205],"0.753":[165],"(95%":[166,176,208,218,267,274],"CI:":[167,177,209,219,268,275],"0.6741":[168],"-":[169,179,211,221,234,239],"0.8322)":[170],"test1":[172,214,271],"0.751":[175],"0.6610":[178],"0.8406)":[180],"test2":[182,224],"set.":[183,225],"Among":[184],"DL":[185],"models,":[186],"2\u00b75D-Peri-5":[188,287],"showed":[191],"most":[193,291],"consistent":[194],"numerical":[195,263],"across":[197],"cohorts":[202],"with":[203,310],"0.762":[207],"0.6886":[210],"0.8360)":[212],"0.774":[217],"0.6828":[220],"0.8651)":[222],"reached":[229],"AUCs":[230],"0.735":[232],"(0.6571":[233],"0.8121)":[235],"0.736":[237],"(0.6499":[238],"0.8216)":[240],"test":[243],"sets.":[244],"MPS":[246,297],"integrating":[247],"selected":[249],"radiomics,":[250],"DL,":[251],"an":[256],"SVM":[257],"strategy":[259],"AUCs,":[264],"reaching":[265],"0.791":[266],"0.7213\u20130.8607)":[269],"0.777":[273],"0.6894\u20130.8655)":[276],"test2.":[278],"SHAP":[279],"analysis":[280],"revealed":[281],"that":[282],"derived":[284],"contributed":[290],"significantly":[292],"RSFI":[294,305],"prediction.":[295],"may":[298],"provide":[299],"adjunctive":[300],"quantitative":[301],"information":[302],"preoperative":[304],"risk":[306],"stratification":[307],"CT":[311],"findings":[312],"suspicious":[313],"RSFI,":[315],"but":[316],"prospective":[317],"against":[319],"existing":[320],"expert":[321],"is":[323],"required":[324],"before":[325],"use.":[327]},"counts_by_year":[],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2026-11-11T00:00:00"}
