{"id":"https://openalex.org/W7171565754","doi":"https://doi.org/10.1145/3807503.3819356","title":"Explainable Deep Learning for Multi-Label ECG Classification: Clinical Validation and Analysis of Signal Transformations","display_name":"Explainable Deep Learning for Multi-Label ECG Classification: Clinical Validation and Analysis of Signal Transformations","publication_year":2026,"publication_date":"2026-06-30","ids":{"openalex":"https://openalex.org/W7171565754","doi":"https://doi.org/10.1145/3807503.3819356"},"language":null,"primary_location":{"id":"doi:10.1145/3807503.3819356","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3807503.3819356","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3807503.3819356","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5143810854","display_name":"Noelia Barranco Godoy","orcid":"https://orcid.org/0009-0009-0047-0057"},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Noelia Barranco Godoy","raw_affiliation_strings":["Complutense University of Madrid, Madrid, Spain"],"raw_orcid":"https://orcid.org/0009-0009-0047-0057","affiliations":[{"raw_affiliation_string":"Complutense University of Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I121748325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119451601","display_name":"Marian Diaz-Vicente","orcid":"https://orcid.org/0009-0005-7034-9499"},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Marian Diaz-Vicente","raw_affiliation_strings":["Complutense University of Madrid, Madrid, Spain and Vision2.ai, Madrid, Spain"],"raw_orcid":"https://orcid.org/0009-0005-7034-9499","affiliations":[{"raw_affiliation_string":"Complutense University of Madrid, Madrid, Spain and Vision2.ai, Madrid, Spain","institution_ids":["https://openalex.org/I121748325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119451600","display_name":"Sergio Gonz\u00e1lez-Cabeza","orcid":null},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Sergio Gonz\u00e1lez-Cabeza","raw_affiliation_strings":["Department of Computer Architecture and Automation, Complutense University of Madrid, Madrid, Spain"],"raw_orcid":"https://orcid.org/0009-0009-6965-8074","affiliations":[{"raw_affiliation_string":"Department of Computer Architecture and Automation, Complutense University of Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I121748325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093836190","display_name":"Mario Sanz-Guerrero","orcid":"https://orcid.org/0009-0001-3581-8369"},"institutions":[{"id":"https://openalex.org/I197323543","display_name":"Johannes Gutenberg University Mainz","ror":"https://ror.org/023b0x485","country_code":"DE","type":"education","lineage":["https://openalex.org/I197323543"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mario Sanz-Guerrero","raw_affiliation_strings":["Johannes Gutenberg University Mainz, Mainz, Germany"],"raw_orcid":"https://orcid.org/0009-0001-3581-8369","affiliations":[{"raw_affiliation_string":"Johannes Gutenberg University Mainz, Mainz, Germany","institution_ids":["https://openalex.org/I197323543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052439184","display_name":"Bel\u00e9n D\u00ed\u00adaz-Agudo","orcid":"https://orcid.org/0000-0003-2818-027X"},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Belen Diaz-Agudo","raw_affiliation_strings":["Facultad de Inform\u00e1tica, Universidad Complutense de Madrid, Madrid, MADRID, Spain"],"raw_orcid":"https://orcid.org/0000-0003-2818-027X","affiliations":[{"raw_affiliation_string":"Facultad de Inform\u00e1tica, Universidad Complutense de Madrid, Madrid, MADRID, Spain","institution_ids":["https://openalex.org/I121748325"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041867074","display_name":"Juan A. Recio-Garc\u00ed\u00ada","orcid":"https://orcid.org/0000-0001-8731-6195"},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan A. Recio-Garcia","raw_affiliation_strings":["Facultad de Inform\u00e1tica, Universidad Complutense de Madrid, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0001-8731-6195","affiliations":[{"raw_affiliation_string":"Facultad de Inform\u00e1tica, Universidad Complutense de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I121748325"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7486000061035156},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.47999998927116394},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4519999921321869},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3628999888896942},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.35580000281333923},{"id":"https://openalex.org/keywords/analytic-signal","display_name":"Analytic signal","score":0.29350000619888306}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7486000061035156},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7261000275611877},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5547999739646912},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.47999998927116394},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4519999921321869},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3628999888896942},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.35580000281333923},{"id":"https://openalex.org/C94727143","wikidata":"https://www.wikidata.org/wiki/Q485394","display_name":"Analytic signal","level":4,"score":0.29350000619888306},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.29280000925064087},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2851000130176544},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.2847999930381775},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.2809999883174896},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.26089999079704285},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.2581999897956848},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2578999996185303},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.2549999952316284}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3807503.3819356","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3807503.3819356","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3807503.3819356","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3807503.3819356","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2115144768","https://openalex.org/W2493343568","https://openalex.org/W2610184543","https://openalex.org/W2902644322","https://openalex.org/W2905006168","https://openalex.org/W2962858109","https://openalex.org/W3015226328","https://openalex.org/W3082740157","https://openalex.org/W3084949122","https://openalex.org/W4309189427","https://openalex.org/W4391452733","https://openalex.org/W4413758223","https://openalex.org/W4415796023","https://openalex.org/W4417405407","https://openalex.org/W6903894694","https://openalex.org/W7130515917"],"related_works":[],"abstract_inverted_index":{"Deep":[0],"learning":[1],"models":[2],"for":[3,42],"automated":[4],"electrocardiogram":[5],"(ECG)":[6],"interpretation":[7],"have":[8],"achieved":[9],"high":[10],"diagnostic":[11],"accuracy,":[12],"yet":[13],"clinical":[14,57],"adoption":[15],"remains":[16],"limited":[17],"due":[18],"to":[19],"a":[20,35],"lack":[21],"of":[22],"explainability":[23],"and":[24,30,56],"frequent":[25],"reliance":[26],"on":[27],"private":[28],"datasets":[29],"closed-source":[31],"implementations.":[32],"We":[33],"present":[34],"clinically":[36],"validated":[37],"explainable":[38],"AI":[39],"(XAI)":[40],"framework":[41],"multi-label":[43],"ECG":[44],"classification":[45],"that":[46],"shifts":[47],"the":[48],"focus":[49],"from":[50],"raw":[51],"performance":[52],"toward":[53],"explainability,":[54],"reproducibility,":[55],"usability.":[58]},"counts_by_year":[],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2026-07-29T00:00:00"}
