{"id":"https://openalex.org/W4414768033","doi":"https://doi.org/10.3390/informatics12040106","title":"From Mammogram Analysis to Clinical Integration with Deep Learning in Breast Cancer Diagnosis","display_name":"From Mammogram Analysis to Clinical Integration with Deep Learning in Breast Cancer Diagnosis","publication_year":2025,"publication_date":"2025-10-02","ids":{"openalex":"https://openalex.org/W4414768033","doi":"https://doi.org/10.3390/informatics12040106"},"language":"en","primary_location":{"id":"doi:10.3390/informatics12040106","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics12040106","pdf_url":"https://www.mdpi.com/2227-9709/12/4/106/pdf?version=1759410899","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2227-9709/12/4/106/pdf?version=1759410899","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053252802","display_name":"Beibit Abdikenov","orcid":"https://orcid.org/0000-0002-0284-0949"},"institutions":[{"id":"https://openalex.org/I4210141757","display_name":"Astana Medical University","ror":"https://ror.org/038mavt60","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4210141757"]}],"countries":["KZ"],"is_corresponding":true,"raw_author_name":"Beibit Abdikenov","raw_affiliation_strings":["Science and Innovation Center \u201cArtificial Intelligence\u201d, Astana IT University, Astana 010000, Kazakhstan"],"affiliations":[{"raw_affiliation_string":"Science and Innovation Center \u201cArtificial Intelligence\u201d, Astana IT University, Astana 010000, Kazakhstan","institution_ids":["https://openalex.org/I4210141757"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118791823","display_name":"Tomiris Zhaksylyk","orcid":null},"institutions":[{"id":"https://openalex.org/I4210141757","display_name":"Astana Medical University","ror":"https://ror.org/038mavt60","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4210141757"]}],"countries":["KZ"],"is_corresponding":true,"raw_author_name":"Tomiris Zhaksylyk","raw_affiliation_strings":["Science and Innovation Center \u201cArtificial Intelligence\u201d, Astana IT University, Astana 010000, Kazakhstan"],"affiliations":[{"raw_affiliation_string":"Science and Innovation Center \u201cArtificial Intelligence\u201d, Astana IT University, Astana 010000, Kazakhstan","institution_ids":["https://openalex.org/I4210141757"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118791826","display_name":"Aruzhan Imasheva","orcid":null},"institutions":[{"id":"https://openalex.org/I4210141757","display_name":"Astana Medical University","ror":"https://ror.org/038mavt60","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4210141757"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Aruzhan Imasheva","raw_affiliation_strings":["Science and Innovation Center \u201cArtificial Intelligence\u201d, Astana IT University, Astana 010000, Kazakhstan"],"affiliations":[{"raw_affiliation_string":"Science and Innovation Center \u201cArtificial Intelligence\u201d, Astana IT University, Astana 010000, Kazakhstan","institution_ids":["https://openalex.org/I4210141757"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5119623117","display_name":"Dimash Rakishev","orcid":"https://orcid.org/0009-0004-2310-4168"},"institutions":[{"id":"https://openalex.org/I4210141757","display_name":"Astana Medical University","ror":"https://ror.org/038mavt60","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4210141757"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Dimash Rakishev","raw_affiliation_strings":["Science and Innovation Center \u201cArtificial Intelligence\u201d, Astana IT University, Astana 010000, Kazakhstan"],"affiliations":[{"raw_affiliation_string":"Science and Innovation Center \u201cArtificial Intelligence\u201d, Astana IT University, Astana 010000, Kazakhstan","institution_ids":["https://openalex.org/I4210141757"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5053252802","https://openalex.org/A5118791823"],"corresponding_institution_ids":["https://openalex.org/I4210141757"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":5.399,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.95850378,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"12","issue":"4","first_page":"106","last_page":"106"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9945999979972839,"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":0.9945999979972839,"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":0.9318000078201294,"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/T11361","display_name":"Digital Radiography and Breast Imaging","score":0.9064000248908997,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/mammography","display_name":"Mammography","score":0.7182000279426575},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.7074000239372253},{"id":"https://openalex.org/keywords/false-positive-paradox","display_name":"False positive paradox","score":0.6306999921798706},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5200999975204468},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.4986000061035156},{"id":"https://openalex.org/keywords/breast-imaging","display_name":"Breast imaging","score":0.39419999718666077},{"id":"https://openalex.org/keywords/false-positives-and-false-negatives","display_name":"False positives and false negatives","score":0.383899986743927}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.810699999332428},{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.7182000279426575},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.7074000239372253},{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.6306999921798706},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5200999975204468},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.4986000061035156},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.49709999561309814},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41850000619888306},{"id":"https://openalex.org/C2777432617","wikidata":"https://www.wikidata.org/wiki/Q22905905","display_name":"Breast imaging","level":5,"score":0.39419999718666077},{"id":"https://openalex.org/C112789634","wikidata":"https://www.wikidata.org/wiki/Q18207010","display_name":"False positives and false negatives","level":3,"score":0.383899986743927},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.38179999589920044},{"id":"https://openalex.org/C2778491387","wikidata":"https://www.wikidata.org/wiki/Q17011492","display_name":"Breast cancer screening","level":5,"score":0.36039999127388},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3521000146865845},{"id":"https://openalex.org/C3020132585","wikidata":"https://www.wikidata.org/wiki/Q2671652","display_name":"Diagnostic accuracy","level":2,"score":0.29809999465942383},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.288100004196167},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.2824999988079071},{"id":"https://openalex.org/C2994436140","wikidata":"https://www.wikidata.org/wiki/Q17011492","display_name":"Mammography screening","level":5,"score":0.25679999589920044},{"id":"https://openalex.org/C2983449737","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Clinical diagnosis","level":2,"score":0.25600001215934753}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/informatics12040106","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics12040106","pdf_url":"https://www.mdpi.com/2227-9709/12/4/106/pdf?version=1759410899","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:27bf4ed8121a415fb1bc5802515273fb","is_oa":true,"landing_page_url":"https://doaj.org/article/27bf4ed8121a415fb1bc5802515273fb","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Informatics, Vol 12, Iss 4, p 106 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/informatics12040106","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics12040106","pdf_url":"https://www.mdpi.com/2227-9709/12/4/106/pdf?version=1759410899","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414768033.pdf","grobid_xml":"https://content.openalex.org/works/W4414768033.grobid-xml"},"referenced_works_count":76,"referenced_works":["https://openalex.org/W250128136","https://openalex.org/W304373761","https://openalex.org/W1760351431","https://openalex.org/W1938908299","https://openalex.org/W2776937175","https://openalex.org/W2980030301","https://openalex.org/W2998175747","https://openalex.org/W3012501605","https://openalex.org/W3018760760","https://openalex.org/W3045607691","https://openalex.org/W3047155262","https://openalex.org/W3080997487","https://openalex.org/W3096265120","https://openalex.org/W3110056903","https://openalex.org/W3118615836","https://openalex.org/W3127357530","https://openalex.org/W3137419840","https://openalex.org/W3159480464","https://openalex.org/W3185256838","https://openalex.org/W3196037238","https://openalex.org/W3197840494","https://openalex.org/W3202213316","https://openalex.org/W3203686404","https://openalex.org/W3215960077","https://openalex.org/W4214913449","https://openalex.org/W4249947376","https://openalex.org/W4280517416","https://openalex.org/W4281386887","https://openalex.org/W4283316516","https://openalex.org/W4304890358","https://openalex.org/W4311001998","https://openalex.org/W4313345210","https://openalex.org/W4313577028","https://openalex.org/W4317242809","https://openalex.org/W4318040724","https://openalex.org/W4321004434","https://openalex.org/W4321367134","https://openalex.org/W4327709855","https://openalex.org/W4376631151","https://openalex.org/W4377564079","https://openalex.org/W4379802135","https://openalex.org/W4385952752","https://openalex.org/W4386274114","https://openalex.org/W4386350491","https://openalex.org/W4386533578","https://openalex.org/W4388491296","https://openalex.org/W4388629053","https://openalex.org/W4388915754","https://openalex.org/W4389542844","https://openalex.org/W4390047836","https://openalex.org/W4390728915","https://openalex.org/W4391109864","https://openalex.org/W4391654261","https://openalex.org/W4391929741","https://openalex.org/W4392158123","https://openalex.org/W4393081192","https://openalex.org/W4394840004","https://openalex.org/W4394941837","https://openalex.org/W4396779130","https://openalex.org/W4398547866","https://openalex.org/W4399326459","https://openalex.org/W4399769266","https://openalex.org/W4400674518","https://openalex.org/W4401608567","https://openalex.org/W4402126922","https://openalex.org/W4402454584","https://openalex.org/W4402641328","https://openalex.org/W4403094399","https://openalex.org/W4403127575","https://openalex.org/W4404358463","https://openalex.org/W4405908063","https://openalex.org/W4406150594","https://openalex.org/W4409762717","https://openalex.org/W4410817358","https://openalex.org/W4413341128","https://openalex.org/W6959893222"],"related_works":[],"abstract_inverted_index":{"Breast":[0],"cancer":[1,34,68,170],"is":[2,35],"one":[3],"of":[4,8,52,63,94,120,165],"the":[5,50,60,92,118,157,162],"main":[6],"causes":[7],"cancer-related":[9],"death":[10],"for":[11,28,32,42,77,178],"women":[12],"worldwide,":[13],"and":[14,30,86,98,109,111,135,140,151,172,182],"enhancing":[15],"patient":[16],"outcomes":[17],"still":[18],"depends":[19],"on":[20,49],"early":[21,43,66],"detection.":[22,45,69,88],"The":[23,115],"most":[24],"common":[25],"imaging":[26],"technique":[27],"diagnosing":[29],"screening":[31,171],"breast":[33,67,169],"mammography,":[36],"which":[37],"has":[38],"a":[39],"high":[40],"potential":[41,119,164],"lesion":[44,87],"With":[46],"an":[47],"emphasis":[48],"incorporation":[51],"deep":[53],"learning":[54],"(DL)":[55],"techniques,":[56],"this":[57],"review":[58,116,155],"examines":[59],"changing":[61],"role":[62],"mammography":[64,167],"in":[65,74,125,132,137,168],"We":[70,142],"examine":[71],"recent":[72],"advancements":[73],"DL-based":[75],"approaches":[76],"mammogram":[78],"analysis,":[79],"including":[80],"tasks":[81],"such":[82],"as":[83,128,130],"classification,":[84],"segmentation,":[85],"Additionally,":[89],"we":[90],"assess":[91],"limitations":[93],"traditional":[95],"mammographic":[96],"methods":[97],"highlight":[99,161],"how":[100],"DL":[101,121],"can":[102],"enhance":[103],"diagnostic":[104,133],"accuracy,":[105],"reduce":[106],"false":[107,138],"positives":[108,139],"negatives,":[110],"support":[112],"clinical":[113,126],"decision-making.":[114],"emphasizes":[117],"to":[122,160,173],"assist":[123],"radiologists":[124],"decision-making,":[127],"well":[129],"increases":[131],"accuracy":[134],"decreases":[136],"negatives.":[141],"also":[143],"discuss":[144],"issues":[145],"like":[146],"interpretability,":[147],"generalization":[148],"across":[149],"populations,":[150],"data":[152,159],"scarcity.":[153],"This":[154],"summarizes":[156],"available":[158],"revolutionary":[163],"DL-enhanced":[166],"suggest":[174],"future":[175],"research":[176],"avenues":[177],"more":[179],"reliable,":[180],"transparent,":[181],"clinically":[183],"useful":[184],"AI-driven":[185],"solutions.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-12T06:13:28.667946","created_date":"2025-10-10T00:00:00"}
