{"id":"https://openalex.org/W4380482234","doi":"https://doi.org/10.1186/s12880-023-01023-4","title":"Reducing the number of unnecessary biopsies for mammographic BI-RADS 4 lesions through a deep transfer learning method","display_name":"Reducing the number of unnecessary biopsies for mammographic BI-RADS 4 lesions through a deep transfer learning method","publication_year":2023,"publication_date":"2023-06-13","ids":{"openalex":"https://openalex.org/W4380482234","doi":"https://doi.org/10.1186/s12880-023-01023-4","pmid":"https://pubmed.ncbi.nlm.nih.gov/37312026"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-023-01023-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-023-01023-4","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-023-01023-4","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","license_id":"https://openalex.org/licenses/cc-by","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/s12880-023-01023-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081497818","display_name":"Mingzhu Meng","orcid":"https://orcid.org/0000-0002-8448-2435"},"institutions":[{"id":"https://openalex.org/I4210151861","display_name":"Changzhou No.2 People's Hospital","ror":"https://ror.org/04bkhy554","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210151861"]},{"id":"https://openalex.org/I83519826","display_name":"Nanjing Medical University","ror":"https://ror.org/059gcgy73","country_code":"CN","type":"education","lineage":["https://openalex.org/I83519826"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingzhu Meng","raw_affiliation_strings":["Department of Radiology, The Affiliated Changzhou No 2 People's Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China","Department of Radiology, The Affiliated Changzhou No 2 People\u2019s Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Affiliated Changzhou No 2 People's Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China","institution_ids":["https://openalex.org/I4210151861"]},{"raw_affiliation_string":"Department of Radiology, The Affiliated Changzhou No 2 People\u2019s Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China","institution_ids":["https://openalex.org/I4210151861","https://openalex.org/I83519826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100339373","display_name":"Hong Li","orcid":"https://orcid.org/0000-0002-2460-8841"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]},{"id":"https://openalex.org/I4210124971","display_name":"Second Affiliated Hospital of Soochow University","ror":"https://ror.org/02xjrkt08","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210124971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Li","raw_affiliation_strings":["Department of Radiology, The Second Affiliated Hospital of Soochow University, Suzhou, 215004, Jiangsu Province, P.R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Second Affiliated Hospital of Soochow University, Suzhou, 215004, Jiangsu Province, P.R. China","institution_ids":["https://openalex.org/I3923682","https://openalex.org/I4210124971"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100447260","display_name":"Ming Zhang","orcid":"https://orcid.org/0000-0002-3539-9205"},"institutions":[{"id":"https://openalex.org/I4210151861","display_name":"Changzhou No.2 People's Hospital","ror":"https://ror.org/04bkhy554","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210151861"]},{"id":"https://openalex.org/I83519826","display_name":"Nanjing Medical University","ror":"https://ror.org/059gcgy73","country_code":"CN","type":"education","lineage":["https://openalex.org/I83519826"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Zhang","raw_affiliation_strings":["Department of Radiology, The Affiliated Changzhou No 2 People's Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China","Department of Radiology, The Affiliated Changzhou No 2 People\u2019s Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Affiliated Changzhou No 2 People's Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China","institution_ids":["https://openalex.org/I4210151861"]},{"raw_affiliation_string":"Department of Radiology, The Affiliated Changzhou No 2 People\u2019s Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China","institution_ids":["https://openalex.org/I4210151861","https://openalex.org/I83519826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112935767","display_name":"Guangyuan He","orcid":null},"institutions":[{"id":"https://openalex.org/I4210151861","display_name":"Changzhou No.2 People's Hospital","ror":"https://ror.org/04bkhy554","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210151861"]},{"id":"https://openalex.org/I83519826","display_name":"Nanjing Medical University","ror":"https://ror.org/059gcgy73","country_code":"CN","type":"education","lineage":["https://openalex.org/I83519826"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangyuan He","raw_affiliation_strings":["Department of Radiology, The Affiliated Changzhou No 2 People's Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China","Department of Radiology, The Affiliated Changzhou No 2 People\u2019s Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Affiliated Changzhou No 2 People's Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China","institution_ids":["https://openalex.org/I4210151861"]},{"raw_affiliation_string":"Department of Radiology, The Affiliated Changzhou No 2 People\u2019s Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China","institution_ids":["https://openalex.org/I4210151861","https://openalex.org/I83519826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100447540","display_name":"Long Wang","orcid":"https://orcid.org/0000-0001-6695-6054"},"institutions":[{"id":"https://openalex.org/I4210151861","display_name":"Changzhou No.2 People's Hospital","ror":"https://ror.org/04bkhy554","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210151861"]},{"id":"https://openalex.org/I83519826","display_name":"Nanjing Medical University","ror":"https://ror.org/059gcgy73","country_code":"CN","type":"education","lineage":["https://openalex.org/I83519826"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Long Wang","raw_affiliation_strings":["Department of Radiology, The Affiliated Changzhou No 2 People's Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China. wlong_612@126.com","Department of Radiology, The Affiliated Changzhou No 2 People\u2019s Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Affiliated Changzhou No 2 People's Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China. wlong_612@126.com","institution_ids":["https://openalex.org/I4210151861"]},{"raw_affiliation_string":"Department of Radiology, The Affiliated Changzhou No 2 People\u2019s Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China","institution_ids":["https://openalex.org/I4210151861","https://openalex.org/I83519826"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048709235","display_name":"Dong Shen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210151861","display_name":"Changzhou No.2 People's Hospital","ror":"https://ror.org/04bkhy554","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210151861"]},{"id":"https://openalex.org/I83519826","display_name":"Nanjing Medical University","ror":"https://ror.org/059gcgy73","country_code":"CN","type":"education","lineage":["https://openalex.org/I83519826"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dong Shen","raw_affiliation_strings":["Department of Radiology, The Affiliated Changzhou No 2 People's Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China. shendong19741109@163.com","Department of Radiology, The Affiliated Changzhou No 2 People\u2019s Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Affiliated Changzhou No 2 People's Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China. shendong19741109@163.com","institution_ids":["https://openalex.org/I4210151861"]},{"raw_affiliation_string":"Department of Radiology, The Affiliated Changzhou No 2 People\u2019s Hospital of Nanjing Medical University, Changzhou, 213164, Jiangsu Province, P. R. China","institution_ids":["https://openalex.org/I4210151861","https://openalex.org/I83519826"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5048709235","https://openalex.org/A5100447540"],"corresponding_institution_ids":["https://openalex.org/I4210151861","https://openalex.org/I83519826"],"apc_list":{"value":3090,"currency":"USD","value_usd":3090},"apc_paid":{"value":3090,"currency":"USD","value_usd":3090},"fwci":1.2904,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.83435965,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"23","issue":"1","first_page":"82","last_page":"82"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.7534000277519226,"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":0.7534000277519226,"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/T11361","display_name":"Digital Radiography and Breast Imaging","score":0.12330000102519989,"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/T11134","display_name":"Breast Lesions and Carcinomas","score":0.024900000542402267,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic Medicine"},"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/medicine","display_name":"Medicine","score":0.7676810026168823},{"id":"https://openalex.org/keywords/bi-rads","display_name":"BI-RADS","score":0.7580113410949707},{"id":"https://openalex.org/keywords/mammography","display_name":"Mammography","score":0.6599225997924805},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.5918561220169067},{"id":"https://openalex.org/keywords/biopsy","display_name":"Biopsy","score":0.5757163763046265},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.5428621172904968},{"id":"https://openalex.org/keywords/breast-imaging","display_name":"Breast imaging","score":0.531265914440155},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4581550359725952},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.42100265622138977},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.23922088742256165},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.23683655261993408},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.16434767842292786},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.11270922422409058},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.10455822944641113}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7676810026168823},{"id":"https://openalex.org/C2779098232","wikidata":"https://www.wikidata.org/wiki/Q903975","display_name":"BI-RADS","level":5,"score":0.7580113410949707},{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.6599225997924805},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.5918561220169067},{"id":"https://openalex.org/C2775934546","wikidata":"https://www.wikidata.org/wiki/Q179991","display_name":"Biopsy","level":2,"score":0.5757163763046265},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.5428621172904968},{"id":"https://openalex.org/C2777432617","wikidata":"https://www.wikidata.org/wiki/Q22905905","display_name":"Breast imaging","level":5,"score":0.531265914440155},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4581550359725952},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.42100265622138977},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.23922088742256165},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.23683655261993408},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.16434767842292786},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.11270922422409058},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.10455822944641113}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001706","descriptor_name":"Biopsy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001706","descriptor_name":"Biopsy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001706","descriptor_name":"Biopsy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D008327","descriptor_name":"Mammography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008327","descriptor_name":"Mammography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008327","descriptor_name":"Mammography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12880-023-01023-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-023-01023-4","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-023-01023-4","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:37312026","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37312026","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":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10265786","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10265786","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10265786/pdf/12880_2023_Article_1023.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Imaging","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:4194f34e47dc4fb9928b3dc779b63a1c","is_oa":true,"landing_page_url":"https://doaj.org/article/4194f34e47dc4fb9928b3dc779b63a1c","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 23, Iss 1, Pp 1-9 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12880-023-01023-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-023-01023-4","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-023-01023-4","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","license_id":"https://openalex.org/licenses/cc-by","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/4","display_name":"Quality Education","score":0.4300000071525574}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4380482234.pdf","grobid_xml":"https://content.openalex.org/works/W4380482234.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W1998960726","https://openalex.org/W2107726520","https://openalex.org/W2616247523","https://openalex.org/W2784094280","https://openalex.org/W2888620177","https://openalex.org/W2900257566","https://openalex.org/W2918494211","https://openalex.org/W2924577318","https://openalex.org/W2944591725","https://openalex.org/W2969146804","https://openalex.org/W2989693433","https://openalex.org/W3003949976","https://openalex.org/W3005546201","https://openalex.org/W3023773746","https://openalex.org/W3029288533","https://openalex.org/W3029973562","https://openalex.org/W3033082321","https://openalex.org/W3033158784","https://openalex.org/W3038303759","https://openalex.org/W3081642344","https://openalex.org/W3102564565","https://openalex.org/W3108406289","https://openalex.org/W3128646645","https://openalex.org/W3133822294","https://openalex.org/W3157400239","https://openalex.org/W3158337936","https://openalex.org/W3178235330","https://openalex.org/W3196956163","https://openalex.org/W4200051340","https://openalex.org/W4200607794"],"related_works":["https://openalex.org/W2330711938","https://openalex.org/W4224140527","https://openalex.org/W2086543716","https://openalex.org/W3208212708","https://openalex.org/W3012175946","https://openalex.org/W2013609118","https://openalex.org/W2102519580","https://openalex.org/W2738537067","https://openalex.org/W3009064399","https://openalex.org/W4386683855"],"abstract_inverted_index":{"BACKGROUND:":[0],"In":[1],"clinical":[2,85,327],"practice,":[3],"reducing":[4,306],"unnecessary":[5,44,310],"biopsies":[6,45,311],"for":[7,36,51,118,218,236,251,305,317],"mammographic":[8,52,318],"BI-RADS":[9,53,147,264,319],"4":[10,54,148,253,257,265,320],"lesions":[11,64,70,80,123,150,242,266,321],"is":[12],"crucial.":[13],"The":[14,89,138,211,221,239,260,292],"objective":[15],"of":[16,25,43,59,111,121,202,227,241,263,281,309],"this":[17],"study":[18],"was":[19,176,270,273],"to":[20,39,49,130,315],"explore":[21],"the":[22,32,41,119,171,189,192,199,203,215,219,278,282,307],"potential":[23],"value":[24],"deep":[26],"transfer":[27],"learning":[28],"(DTL)":[29],"based":[30,124],"on":[31,125],"different":[33],"fine-tuning":[34,136],"strategies":[35],"Inception":[37,126],"V3":[38,127],"reduce":[40],"number":[42,308],"that":[46,312],"residents":[47,313],"need":[48,314],"perform":[50],"lesions.":[55],"METHODS:":[56],"A":[57],"total":[58],"1980":[60],"patients":[61,143],"with":[62,73,134,144,206],"breast":[63,75,90,122,149],"were":[65,93,151,162,166,229,246],"included,":[66],"including":[67],"1473":[68],"benign":[69],"(185":[71],"women":[72],"bilateral":[74],"lesions),":[76],"and":[77,82,104,128,164,188,225,233,249,256,285,322],"692":[78],"malignant":[79],"collected":[81],"confirmed":[83,146],"by":[84,244,268],"pathology":[86],"or":[87],"biopsy.":[88],"mammography":[91,139],"images":[92,140,158],"randomly":[94],"divided":[95],"into":[96],"three":[97],"subsets,":[98],"a":[99,109,115],"training":[100],"set,":[101,103],"testing":[102],"validation":[105,154,207],"set":[106,155,208],"1,":[107],"at":[108],"ratio":[110],"8:1:1.":[112],"We":[113,178],"constructed":[114],"DTL":[116,204],"model":[117,205,213,284,294],"classification":[120,279],"attempted":[129],"improve":[131],"its":[132],"performance":[133,200],"11":[135],"strategies.":[137],"from":[141,159],"362":[142],"pathologically":[145],"employed":[152],"as":[153,168,198,301],"2.":[156,209],"Two":[157],"each":[160],"lesion":[161],"tested,":[163],"trials":[165],"categorized":[167],"correct":[169],"if":[170],"judgement":[172],"(\u2265":[173],"1":[174],"image)":[175],"correct.":[177],"used":[179,300],"precision":[180],"(Pr),":[181],"recall":[182],"rate":[183],"(Rc),":[184],"F1":[185,224],"score":[186],"(F1),":[187],"area":[190],"under":[191],"receiver":[193],"operating":[194],"characteristic":[195],"curve":[196],"(AUROC)":[197],"metrics":[201],"RESULTS:":[210],"S5":[212,228,245,269,283,293],"achieved":[214],"best":[216],"fit":[217],"data.":[220],"Pr,":[222],"Rc,":[223],"AUROC":[226],"0.90,":[230,231,232],"0.86,":[234],"respectively,":[235],"Category":[237],"4.":[238],"proportions":[240],"downgraded":[243,267],"90.73%,":[247],"84.76%,":[248],"80.19%":[250],"categories":[252],"A,":[254],"4B,":[255],"C,":[258],"respectively.":[259],"overall":[261],"proportion":[262],"85.91%.":[271],"There":[272],"no":[274],"significant":[275],"difference":[276],"between":[277],"results":[280],"pathological":[286],"diagnosis":[287],"(P":[288],"=":[289],"0.110).":[290],"CONCLUSION:":[291],"we":[295],"proposed":[296],"here":[297],"can":[298],"be":[299],"an":[302],"effective":[303],"approach":[304],"conduct":[316],"may":[323],"have":[324],"other":[325],"important":[326],"uses.":[328]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
