{"id":"https://openalex.org/W4414475667","doi":"https://doi.org/10.1007/s12559-025-10510-5","title":"Explainable Deep Learning System for Custom Report Generation in Breast Cancer Histology","display_name":"Explainable Deep Learning System for Custom Report Generation in Breast Cancer Histology","publication_year":2025,"publication_date":"2025-09-24","ids":{"openalex":"https://openalex.org/W4414475667","doi":"https://doi.org/10.1007/s12559-025-10510-5"},"language":"en","primary_location":{"id":"doi:10.1007/s12559-025-10510-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12559-025-10510-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12559-025-10510-5.pdf","source":{"id":"https://openalex.org/S133078663","display_name":"Cognitive Computation","issn_l":"1866-9956","issn":["1866-9956","1866-9964"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Cognitive Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12559-025-10510-5.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5105023086","display_name":"Miguel \u00c1ngel Anguita-Molina","orcid":"https://orcid.org/0009-0004-0564-8831"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]},{"id":"https://openalex.org/I6585545","display_name":"European Telecommunications Standards Institute","ror":"https://ror.org/00pwny267","country_code":"FR","type":"nonprofit","lineage":["https://openalex.org/I6585545"]}],"countries":["ES","FR"],"is_corresponding":false,"raw_author_name":"Miguel\u00a0\u00c1ngel Anguita-Molina","raw_affiliation_strings":["Department of Computer Engineering, Automation and Robotics, University of Granada, ETS Ingenier\u00edas Inform\u00e1tica y de Telecomunicaci\u00f3n, Periodista Daniel Saucedo Aranda, s/n, 18071, Granada, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Automation and Robotics, University of Granada, ETS Ingenier\u00edas Inform\u00e1tica y de Telecomunicaci\u00f3n, Periodista Daniel Saucedo Aranda, s/n, 18071, Granada, Spain","institution_ids":["https://openalex.org/I173304897","https://openalex.org/I6585545"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032509854","display_name":"Javier Civit-Masot","orcid":"https://orcid.org/0000-0003-3306-3537"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Civit-Masot","raw_affiliation_strings":["Computer Science Research Institute, Universidad de Sevilla, Avda. Reina Mercedes s/n, 41012, Sevilla, Spain","Department of Computer Architecture and Technology, Universidad de Sevilla, ETS Ingenier\u00eda Inform\u00e1tica, Avda. Reina Mercedes s/n, 41012, Sevilla, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Research Institute, Universidad de Sevilla, Avda. Reina Mercedes s/n, 41012, Sevilla, Spain","institution_ids":["https://openalex.org/I79238269"]},{"raw_affiliation_string":"Department of Computer Architecture and Technology, Universidad de Sevilla, ETS Ingenier\u00eda Inform\u00e1tica, Avda. Reina Mercedes s/n, 41012, Sevilla, Spain","institution_ids":["https://openalex.org/I79238269"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070424624","display_name":"Luis Mu\u00f1oz-Saavedra","orcid":"https://orcid.org/0000-0002-4368-3791"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Luis Mu\u00f1oz-Saavedra","raw_affiliation_strings":["Computer Science Research Institute, Universidad de Sevilla, Avda. Reina Mercedes s/n, 41012, Sevilla, Spain","Department of Computer Architecture and Technology, Universidad de Sevilla, ETS Ingenier\u00eda Inform\u00e1tica, Avda. Reina Mercedes s/n, 41012, Sevilla, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Research Institute, Universidad de Sevilla, Avda. Reina Mercedes s/n, 41012, Sevilla, Spain","institution_ids":["https://openalex.org/I79238269"]},{"raw_affiliation_string":"Department of Computer Architecture and Technology, Universidad de Sevilla, ETS Ingenier\u00eda Inform\u00e1tica, Avda. Reina Mercedes s/n, 41012, Sevilla, Spain","institution_ids":["https://openalex.org/I79238269"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029706857","display_name":"Aurora Polo-Rodr\u00edguez","orcid":"https://orcid.org/0000-0002-8344-7101"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]},{"id":"https://openalex.org/I6585545","display_name":"European Telecommunications Standards Institute","ror":"https://ror.org/00pwny267","country_code":"FR","type":"nonprofit","lineage":["https://openalex.org/I6585545"]}],"countries":["ES","FR"],"is_corresponding":false,"raw_author_name":"Aurora Polo-Rodr\u00edguez","raw_affiliation_strings":["Department of Computer Engineering, Automation and Robotics, University of Granada, ETS Ingenier\u00edas Inform\u00e1tica y de Telecomunicaci\u00f3n, Periodista Daniel Saucedo Aranda, s/n, 18071, Granada, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Automation and Robotics, University of Granada, ETS Ingenier\u00edas Inform\u00e1tica y de Telecomunicaci\u00f3n, Periodista Daniel Saucedo Aranda, s/n, 18071, Granada, Spain","institution_ids":["https://openalex.org/I173304897","https://openalex.org/I6585545"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022059582","display_name":"Manuel Dom\u00ednguez-Morales","orcid":"https://orcid.org/0000-0001-5669-9111"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Manuel Dom\u00ednguez-Morales","raw_affiliation_strings":["Computer Science Research Institute, Universidad de Sevilla, Avda. Reina Mercedes s/n, 41012, Sevilla, Spain","Department of Computer Architecture and Technology, Universidad de Sevilla, ETS Ingenier\u00eda Inform\u00e1tica, Avda. Reina Mercedes s/n, 41012, Sevilla, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Research Institute, Universidad de Sevilla, Avda. Reina Mercedes s/n, 41012, Sevilla, Spain","institution_ids":["https://openalex.org/I79238269"]},{"raw_affiliation_string":"Department of Computer Architecture and Technology, Universidad de Sevilla, ETS Ingenier\u00eda Inform\u00e1tica, Avda. Reina Mercedes s/n, 41012, Sevilla, Spain","institution_ids":["https://openalex.org/I79238269"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5070424624"],"corresponding_institution_ids":["https://openalex.org/I79238269"],"apc_list":{"value":2790,"currency":"USD","value_usd":2790},"apc_paid":{"value":2790,"currency":"USD","value_usd":2790},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09802592,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9995999932289124,"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":0.9995999932289124,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9879000186920166,"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"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9879000186920166,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.8156999945640564},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.5802000164985657},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.424699991941452},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.42399999499320984},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.38269999623298645},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.2994999885559082}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.8156999945640564},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7504000067710876},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.5802000164985657},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5781999826431274},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4607999920845032},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.424699991941452},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.42399999499320984},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.38269999623298645},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3206999897956848},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.30720001459121704},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.2994999885559082},{"id":"https://openalex.org/C2779549770","wikidata":"https://www.wikidata.org/wiki/Q1122413","display_name":"Computer-aided diagnosis","level":2,"score":0.28110000491142273},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.27649998664855957},{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.2757999897003174},{"id":"https://openalex.org/C2777789703","wikidata":"https://www.wikidata.org/wiki/Q192102","display_name":"Skin cancer","level":3,"score":0.25859999656677246}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s12559-025-10510-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12559-025-10510-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12559-025-10510-5.pdf","source":{"id":"https://openalex.org/S133078663","display_name":"Cognitive Computation","issn_l":"1866-9956","issn":["1866-9956","1866-9964"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Cognitive Computation","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s12559-025-10510-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12559-025-10510-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12559-025-10510-5.pdf","source":{"id":"https://openalex.org/S133078663","display_name":"Cognitive Computation","issn_l":"1866-9956","issn":["1866-9956","1866-9964"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Cognitive Computation","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310967","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414475667.pdf","grobid_xml":"https://content.openalex.org/works/W4414475667.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1741129279","https://openalex.org/W2158698691","https://openalex.org/W2170505850","https://openalex.org/W2294798173","https://openalex.org/W2295107390","https://openalex.org/W2344480160","https://openalex.org/W2492863677","https://openalex.org/W2596043126","https://openalex.org/W2776937175","https://openalex.org/W2947272707","https://openalex.org/W2962858109","https://openalex.org/W2991372685","https://openalex.org/W3006425969","https://openalex.org/W3014725478","https://openalex.org/W3104810384","https://openalex.org/W3127012327","https://openalex.org/W3128646645","https://openalex.org/W3163306278","https://openalex.org/W4295016021","https://openalex.org/W4308516851","https://openalex.org/W4318478374","https://openalex.org/W4401978246"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Breast":[1],"cancer":[2,9],"is":[3,43,102],"the":[4,14,20,26,99,112,118,125,138,145,147],"most":[5],"lethal":[6],"type":[7],"of":[8,13,22,28],"among":[10],"women,":[11],"one":[12],"causes":[15],"can":[16],"be":[17,152],"due":[18],"to":[19,24,62,84,110,133,137,151],"lack":[21],"professionals":[23],"evaluate":[25],"results":[27],"medical":[29],"images":[30,78],"in":[31,46],"time":[32,65],"(Sharafaddini":[33],"et":[34],"al.":[35],"Multimed":[36],"Tools":[37],"Appl,":[38],"1\u2013112":[39],"2024).":[40],"This":[41],"problem":[42],"even":[44],"greater":[45],"developing":[47],"countries.":[48],"In":[49,68],"recent":[50],"years,":[51],"diagnostic":[52],"tools":[53],"based":[54],"on":[55],"artificial":[56,130],"intelligence":[57,131],"techniques":[58,132],"have":[59],"been":[60],"developed":[61,126],"improve":[63],"diagnosis":[64],"and":[66,93,106],"results.":[67],"this":[69],"work,":[70],"we":[71,116],"present":[72],"a":[73,86,135,141],"system":[74,88,127,148],"that":[75,89,98],"analyzes":[76],"histopathological":[77],"obtained":[79],"from":[80],"breast":[81],"tissue":[82],"biopsies":[83],"design":[85],"classification":[87],"distinguishes":[90],"between":[91],"benign":[92],"malignant":[94],"tissue.":[95],"To":[96],"demonstrate":[97],"proposed":[100,119],"work":[101],"robust,":[103],"multiple":[104],"alternatives":[105],"combinations":[107],"are":[108],"studied":[109],"obtain":[111],"best":[113],"cases.":[114],"Finally,":[115],"compare":[117],"approach":[120],"with":[121,144],"previous":[122],"works.":[123],"Furthermore,":[124],"integrates":[128],"explainable":[129],"produce":[134],"report":[136],"physician,":[139],"including":[140],"heat":[142],"map":[143],"areas":[146],"has":[149],"determined":[150],"essential":[153],"for":[154],"classification.":[155]},"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
