{"id":"https://openalex.org/W4387951914","doi":"https://doi.org/10.1109/jbhi.2023.3327755","title":"MSA-GCN: A Multi-information Selection Aggregation Graph Convolutional Network for Breast Tumor Grading","display_name":"MSA-GCN: A Multi-information Selection Aggregation Graph Convolutional Network for Breast Tumor Grading","publication_year":2023,"publication_date":"2023-10-26","ids":{"openalex":"https://openalex.org/W4387951914","doi":"https://doi.org/10.1109/jbhi.2023.3327755","pmid":"https://pubmed.ncbi.nlm.nih.gov/37883253"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2023.3327755","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3327755","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048612435","display_name":"Kang Li","orcid":null},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kang Li","raw_affiliation_strings":["Henan Institute of Advanced Technology, Zhengzhou University, Zhengzhou, China","Zhengzhou Engineering Technology Research Center for Medical Informatization, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0009-0006-4580-2316","affiliations":[{"raw_affiliation_string":"Henan Institute of Advanced Technology, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]},{"raw_affiliation_string":"Zhengzhou Engineering Technology Research Center for Medical Informatization, Zhengzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019133776","display_name":"Suya Han","orcid":"https://orcid.org/0009-0003-9075-8818"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Suya Han","raw_affiliation_strings":["School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China","Zhengzhou Engineering Technology Research Center for Medical Informatization, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0009-0003-9075-8818","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]},{"raw_affiliation_string":"Zhengzhou Engineering Technology Research Center for Medical Informatization, Zhengzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100698158","display_name":"Lei Yang","orcid":"https://orcid.org/0000-0003-0246-4741"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Yang","raw_affiliation_strings":["School of Computer and Artificial Intelligence, Zhengzhou University, Zhengzhou, China","Zhengzhou Engineering Technology Research Center for Medical Informatization, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-0246-4741","affiliations":[{"raw_affiliation_string":"School of Computer and Artificial Intelligence, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]},{"raw_affiliation_string":"Zhengzhou Engineering Technology Research Center for Medical Informatization, Zhengzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086212427","display_name":"Zizhao Sun","orcid":"https://orcid.org/0009-0003-1095-3534"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zizhao Sun","raw_affiliation_strings":["School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China","Zhengzhou Engineering Technology Research Center for Medical Informatization, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0009-0003-1095-3534","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]},{"raw_affiliation_string":"Zhengzhou Engineering Technology Research Center for Medical Informatization, Zhengzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100750129","display_name":"Yu Zhan","orcid":"https://orcid.org/0000-0002-4329-936X"},"institutions":[{"id":"https://openalex.org/I4210156804","display_name":"First Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/056swr059","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156804"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhan Yu","raw_affiliation_strings":["First Affiliated Hospital of Zhengzhou University, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-4329-936X","affiliations":[{"raw_affiliation_string":"First Affiliated Hospital of Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I4210156804"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hongwei Xu","orcid":"https://orcid.org/0000-0002-0470-705X"},"institutions":[{"id":"https://openalex.org/I4210113613","display_name":"Fifth Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/01wfgh551","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210113613"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongwei Xu","raw_affiliation_strings":["Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-0470-705X","affiliations":[{"raw_affiliation_string":"Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I4210113613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036882508","display_name":"Ling Ma","orcid":"https://orcid.org/0000-0002-3424-3540"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ling Ma","raw_affiliation_strings":["School of Computer and Artificial Intelligence, Zhengzhou University, Zhengzhou, China","Zhengzhou Engineering Technology Research Center for Medical Informatization, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-3424-3540","affiliations":[{"raw_affiliation_string":"School of Computer and Artificial Intelligence, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]},{"raw_affiliation_string":"Zhengzhou Engineering Technology Research Center for Medical Informatization, Zhengzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101430473","display_name":"Jianbo Gao","orcid":"https://orcid.org/0000-0003-1252-7144"},"institutions":[{"id":"https://openalex.org/I4210156804","display_name":"First Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/056swr059","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156804"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianbo Gao","raw_affiliation_strings":["First Affiliated Hospital of Zhengzhou University, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1252-7144","affiliations":[{"raw_affiliation_string":"First Affiliated Hospital of Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I4210156804"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101621658","display_name":"Huiqin Jiang","orcid":"https://orcid.org/0000-0001-8520-2223"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiqin Jiang","raw_affiliation_strings":["School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China","Zhengzhou Engineering Technology Research Center for Medical Informatization, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-8520-2223","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]},{"raw_affiliation_string":"Zhengzhou Engineering Technology Research Center for Medical Informatization, Zhengzhou, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4759,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.69645869,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"27","issue":"12","first_page":"5994","last_page":"6005"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9994999766349792,"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":0.9994999766349792,"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":0.9868999719619751,"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/T10885","display_name":"Gene expression and cancer classification","score":0.9714999794960022,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7168341875076294},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5635513067245483},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5320371985435486},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5274108648300171},{"id":"https://openalex.org/keywords/grading","display_name":"Grading (engineering)","score":0.4887111186981201},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.43046507239341736},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32824382185935974},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12762805819511414},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.08449968695640564}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7168341875076294},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5635513067245483},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5320371985435486},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5274108648300171},{"id":"https://openalex.org/C2777286243","wikidata":"https://www.wikidata.org/wiki/Q5591926","display_name":"Grading (engineering)","level":2,"score":0.4887111186981201},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.43046507239341736},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32824382185935974},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12762805819511414},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.08449968695640564},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":null,"qualifier_name":null,"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":"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":"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":"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},{"descriptor_ui":"D008327","descriptor_name":"Mammography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055088","descriptor_name":"Early Detection of Cancer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055088","descriptor_name":"Early Detection of Cancer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055088","descriptor_name":"Early Detection of Cancer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055088","descriptor_name":"Early Detection of Cancer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060787","descriptor_name":"Neoplasm Grading","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060787","descriptor_name":"Neoplasm Grading","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060787","descriptor_name":"Neoplasm Grading","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060787","descriptor_name":"Neoplasm Grading","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2023.3327755","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3327755","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:37883253","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37883253","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.4300000071525574,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W41027960","https://openalex.org/W304373761","https://openalex.org/W1522301498","https://openalex.org/W1973004175","https://openalex.org/W2092829070","https://openalex.org/W2101491865","https://openalex.org/W2112796928","https://openalex.org/W2194775991","https://openalex.org/W2569840364","https://openalex.org/W2606042658","https://openalex.org/W2686738914","https://openalex.org/W2789876780","https://openalex.org/W2806489700","https://openalex.org/W2899000882","https://openalex.org/W2921766025","https://openalex.org/W2939626212","https://openalex.org/W2942681667","https://openalex.org/W2946053491","https://openalex.org/W2948729509","https://openalex.org/W2962843773","https://openalex.org/W2963794481","https://openalex.org/W2964051675","https://openalex.org/W2979212481","https://openalex.org/W3011727199","https://openalex.org/W3036666149","https://openalex.org/W3039075121","https://openalex.org/W3041576183","https://openalex.org/W3044450160","https://openalex.org/W3098766148","https://openalex.org/W3100993589","https://openalex.org/W3131860561","https://openalex.org/W3157603234","https://openalex.org/W3164581645","https://openalex.org/W3191246504","https://openalex.org/W3195127593","https://openalex.org/W3198626503","https://openalex.org/W3212660021","https://openalex.org/W4210800632","https://openalex.org/W4283709076","https://openalex.org/W4293796539","https://openalex.org/W6631190155","https://openalex.org/W6685350579","https://openalex.org/W6699364125","https://openalex.org/W6720006811","https://openalex.org/W6726873649","https://openalex.org/W6738964360","https://openalex.org/W6752110883","https://openalex.org/W6762718338","https://openalex.org/W6766978945","https://openalex.org/W6783485119","https://openalex.org/W6784977419","https://openalex.org/W6788662357"],"related_works":["https://openalex.org/W2064165679","https://openalex.org/W1588461101","https://openalex.org/W3208525924","https://openalex.org/W2885058781","https://openalex.org/W1552490082","https://openalex.org/W2189583758","https://openalex.org/W3009904625","https://openalex.org/W1983121850","https://openalex.org/W3088126669","https://openalex.org/W1516538226"],"abstract_inverted_index":{"Physicians":[0],"typically":[1],"combine":[2],"multi-modal":[3,118],"data":[4,51,119],"to":[5,47,91,112,173],"make":[6],"a":[7,34,75,83,100,174],"graded":[8],"diagnosis":[9],"of":[10,58,117,125,159,180],"breast":[11,16,43,181],"tumors.":[12],"However,":[13],"most":[14],"existing":[15,160],"tumor":[17,44,182],"grading":[18],"methods":[19],"rely":[20],"solely":[21],"on":[22,133],"image":[23,97,168],"information,":[24,171],"resulting":[25],"in":[26,29,107,177],"limited":[27],"accuracy":[28,179],"grading.":[30,45,183],"This":[31],"paper":[32],"proposes":[33],"Multi-information":[35],"Selection":[36],"Aggregation":[37],"Graph":[38],"Convolutional":[39],"Networks":[40],"(MSA-GCN)":[41],"for":[42,69,141],"Firstly,":[46],"fully":[48],"utilize":[49],"phenotypic":[50,70],"reflecting":[52],"the":[53,93,108,114,122,126,138,157,178],"clinical":[54,135],"and":[55,64,120,145,153,169],"pathological":[56],"characteristics":[57],"tumors,":[59],"an":[60],"automatic":[61],"combination":[62],"screening":[63],"weight":[65],"encoder":[66],"is":[67,86,105,131],"proposed":[68,129],"data,":[71],"which":[72],"can":[73],"construct":[74],"population":[76],"graph":[77,84,109],"with":[78],"improved":[79],"structural":[80],"information.":[81],"Then,":[82],"structure":[85],"designed":[87],"through":[88],"similarity":[89],"learning":[90],"reflect":[92],"correlation":[94],"between":[95],"patient":[96],"features.":[98],"Finally,":[99],"multi-information":[101],"selection":[102],"aggregation":[103],"mechanism":[104],"employed":[106],"convolution":[110],"model":[111],"extract":[113],"effective":[115],"features":[116],"enhance":[121],"classification":[123,149],"performance":[124,158],"model.":[127],"The":[128,147],"method":[130,165],"evaluated":[132],"different":[134],"datasets":[136],"from":[137],"Digital":[139],"Database":[140],"Screening":[142],"Mammography":[143],"(DDSM)":[144],"INbreast.":[146],"average":[148],"accuracies":[150],"are":[151],"90.74%":[152],"85.35%,":[154],"respectively,":[155],"surpassing":[156],"methods.":[161],"In":[162],"conclusion,":[163],"our":[164],"effectively":[166],"fuses":[167],"non-image":[170],"leading":[172],"significant":[175],"improvement":[176]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}