{"id":"https://openalex.org/W4414263613","doi":"https://doi.org/10.1007/s10278-025-01675-4","title":"Dynamic Ensemble Transfer Learning with Multi-view Ultrasonography for Improving Thyroid Cancer Diagnostic Reliability","display_name":"Dynamic Ensemble Transfer Learning with Multi-view Ultrasonography for Improving Thyroid Cancer Diagnostic Reliability","publication_year":2025,"publication_date":"2025-09-15","ids":{"openalex":"https://openalex.org/W4414263613","doi":"https://doi.org/10.1007/s10278-025-01675-4","pmid":"https://pubmed.ncbi.nlm.nih.gov/40954365"},"language":"en","primary_location":{"id":"doi:10.1007/s10278-025-01675-4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10278-025-01675-4","pdf_url":null,"source":{"id":"https://openalex.org/S4393920007","display_name":"Journal of Imaging Informatics in Medicine","issn_l":"2948-2925","issn":["2948-2925","2948-2933"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging Informatics in Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13230388/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069328190","display_name":"Xinyu Zhang","orcid":"https://orcid.org/0000-0002-6891-7718"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xinyu Zhang","raw_affiliation_strings":["School of Electronics and Information, Northwestern Polytechnical University, Xi'an, Shaanxi, China. xinyu.zhang@nwpu.edu.cn"],"raw_orcid":"https://orcid.org/0000-0002-6891-7718","affiliations":[{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi'an, Shaanxi, China. xinyu.zhang@nwpu.edu.cn","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107934554","display_name":"Feng Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210089761","display_name":"West China Hospital of Sichuan University","ror":"https://ror.org/007mrxy13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210089761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Liu","raw_affiliation_strings":["West China Hospital, Sichuan University, Chengdu, Sichuan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"West China Hospital, Sichuan University, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I24185976","https://openalex.org/I4210089761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045979794","display_name":"Vincent C. S. Lee","orcid":"https://orcid.org/0000-0001-5976-4601"},"institutions":[{"id":"https://openalex.org/I4210125878","display_name":"Suzhou Research Institute","ror":"https://ror.org/03ebk0c60","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210125878"]},{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU","CN"],"is_corresponding":false,"raw_author_name":"Vincent CS Lee","raw_affiliation_strings":["Department of Data Science & AI, Faculty of IT, Monash University, Melbourne, Victoria, Australia","Southeast University, Monash Suzhou Campus, Suzhou, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0001-5976-4601","affiliations":[{"raw_affiliation_string":"Department of Data Science & AI, Faculty of IT, Monash University, Melbourne, Victoria, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Southeast University, Monash Suzhou Campus, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I4210125878"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018618027","display_name":"Karishma Jassal","orcid":"https://orcid.org/0000-0002-0379-6476"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Karishma Jassal","raw_affiliation_strings":["Monash University Endocrine Surgery Unit, Alfred Hospital, Melbourne, Victoria, Australia","School of Translational Medicine, Department of Surgery, Monash University, Melbourne, Victoria, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Monash University Endocrine Surgery Unit, Alfred Hospital, Melbourne, Victoria, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"School of Translational Medicine, Department of Surgery, Monash University, Melbourne, Victoria, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066927852","display_name":"Bruno Di Muzio","orcid":"https://orcid.org/0000-0002-0352-4112"},"institutions":[{"id":"https://openalex.org/I2801993434","display_name":"The Alfred Hospital","ror":"https://ror.org/01wddqe20","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I2801993434","https://openalex.org/I4210163178"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Bruno Di Muzio","raw_affiliation_strings":["Department of Radiology, Alfred Hospital, Melbourne, Victoria, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Alfred Hospital, Melbourne, Victoria, Australia","institution_ids":["https://openalex.org/I2801993434"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004322520","display_name":"James C. Lee","orcid":"https://orcid.org/0000-0001-6679-274X"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"James C Lee","raw_affiliation_strings":["Monash University Endocrine Surgery Unit, Alfred Hospital, Melbourne, Victoria, Australia","School of Translational Medicine, Department of Surgery, Monash University, Melbourne, Victoria, Australia"],"raw_orcid":"https://orcid.org/0000-0001-6679-274X","affiliations":[{"raw_affiliation_string":"Monash University Endocrine Surgery Unit, Alfred Hospital, Melbourne, Victoria, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"School of Translational Medicine, Department of Surgery, Monash University, Melbourne, Victoria, Australia","institution_ids":["https://openalex.org/I56590836"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5069328190"],"corresponding_institution_ids":["https://openalex.org/I17145004"],"apc_list":null,"apc_paid":null,"fwci":1.396,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.85952994,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"39","issue":"3","first_page":"2254","last_page":"2270"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9941999912261963,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9941999912261963,"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"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9447000026702881,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9273999929428101,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.6693999767303467},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.6360999941825867},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.6226000189781189},{"id":"https://openalex.org/keywords/thyroid-cancer","display_name":"Thyroid cancer","score":0.4722000062465668},{"id":"https://openalex.org/keywords/ensemble-forecasting","display_name":"Ensemble forecasting","score":0.4424000084400177},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.4138999879360199},{"id":"https://openalex.org/keywords/thyroid-nodules","display_name":"Thyroid nodules","score":0.4088999927043915},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.3686000108718872}],"concepts":[{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.6693999767303467},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.6360999941825867},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6226000189781189},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.607699990272522},{"id":"https://openalex.org/C2779761222","wikidata":"https://www.wikidata.org/wiki/Q826522","display_name":"Thyroid cancer","level":3,"score":0.4722000062465668},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.4424000084400177},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4350999891757965},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.42579999566078186},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41510000824928284},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.4138999879360199},{"id":"https://openalex.org/C2779022025","wikidata":"https://www.wikidata.org/wiki/Q53829","display_name":"Thyroid nodules","level":3,"score":0.4088999927043915},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.3686000108718872},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.3239000141620636},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.30630001425743103},{"id":"https://openalex.org/C2780176905","wikidata":"https://www.wikidata.org/wiki/Q6673122","display_name":"Thyroid disease","level":3,"score":0.2955000102519989},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.29330000281333923},{"id":"https://openalex.org/C2779399171","wikidata":"https://www.wikidata.org/wiki/Q1483951","display_name":"Malignancy","level":2,"score":0.2928999960422516},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.28630000352859497},{"id":"https://openalex.org/C526584372","wikidata":"https://www.wikidata.org/wiki/Q16399","display_name":"Thyroid","level":2,"score":0.28299999237060547},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.2791000008583069},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.2712000012397766},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.2644999921321869},{"id":"https://openalex.org/C3020132585","wikidata":"https://www.wikidata.org/wiki/Q2671652","display_name":"Diagnostic accuracy","level":2,"score":0.26429998874664307},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.2565999925136566}],"mesh":[{"descriptor_ui":"D000098406","descriptor_name":"Ensemble Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098406","descriptor_name":"Ensemble Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098410","descriptor_name":"Transfer Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000098410","descriptor_name":"Transfer Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D013964","descriptor_name":"Thyroid Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D013964","descriptor_name":"Thyroid Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1007/s10278-025-01675-4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10278-025-01675-4","pdf_url":null,"source":{"id":"https://openalex.org/S4393920007","display_name":"Journal of Imaging Informatics in Medicine","issn_l":"2948-2925","issn":["2948-2925","2948-2933"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging Informatics in Medicine","raw_type":"journal-article"},{"id":"pmid:40954365","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40954365","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":"Journal of imaging informatics in medicine","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:13230388","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13230388/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"J Imaging Inform Med","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:13230388","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13230388/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"J Imaging Inform Med","raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G173531381","display_name":null,"funder_award_id":"2024M764253","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G6742289971","display_name":null,"funder_award_id":"GZB20240985","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W2027685755","https://openalex.org/W2097117768","https://openalex.org/W2133125787","https://openalex.org/W2151554678","https://openalex.org/W2194775991","https://openalex.org/W2531409750","https://openalex.org/W2794830684","https://openalex.org/W2908329206","https://openalex.org/W2963446712","https://openalex.org/W2984489845","https://openalex.org/W2997425368","https://openalex.org/W3012614932","https://openalex.org/W3013244916","https://openalex.org/W3021654819","https://openalex.org/W3045576536","https://openalex.org/W3089516294","https://openalex.org/W3091539625","https://openalex.org/W3092472729","https://openalex.org/W3129101553","https://openalex.org/W3138973186","https://openalex.org/W3154624119","https://openalex.org/W3159193120","https://openalex.org/W3197261730","https://openalex.org/W3202085102","https://openalex.org/W3203708484","https://openalex.org/W3216798277","https://openalex.org/W4200134474","https://openalex.org/W4206200981","https://openalex.org/W4220845045","https://openalex.org/W4224436123","https://openalex.org/W4224986564","https://openalex.org/W4224997164","https://openalex.org/W4226256734","https://openalex.org/W4281982154","https://openalex.org/W4285331682","https://openalex.org/W4285891058","https://openalex.org/W4309477120","https://openalex.org/W4312559942","https://openalex.org/W4321793931","https://openalex.org/W4365143709","https://openalex.org/W4366525418","https://openalex.org/W4386198082","https://openalex.org/W4386565927","https://openalex.org/W4387641399","https://openalex.org/W4389506957","https://openalex.org/W4391364042","https://openalex.org/W4391464690","https://openalex.org/W4391928654","https://openalex.org/W4398215978","https://openalex.org/W4400293197","https://openalex.org/W4401839880","https://openalex.org/W4406289253","https://openalex.org/W4408101525","https://openalex.org/W4408132492","https://openalex.org/W4408287570"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}