{"id":"https://openalex.org/W3186387302","doi":"https://doi.org/10.1109/jbhi.2021.3098662","title":"Sequence to Sequence ECG Cardiac Rhythm Classification Using Convolutional Recurrent Neural Networks","display_name":"Sequence to Sequence ECG Cardiac Rhythm Classification Using Convolutional Recurrent Neural Networks","publication_year":2021,"publication_date":"2021-07-21","ids":{"openalex":"https://openalex.org/W3186387302","doi":"https://doi.org/10.1109/jbhi.2021.3098662","mag":"3186387302","pmid":"https://pubmed.ncbi.nlm.nih.gov/34288883"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2021.3098662","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3098662","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":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9033271","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031484537","display_name":"Teeranan Pokaprakarn","orcid":"https://orcid.org/0000-0001-7548-8539"},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Teeranan Pokaprakarn","raw_affiliation_strings":["Department of Biostatistics, University of North Carolina, Chapel Hill, NC, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biostatistics, University of North Carolina, Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I114027177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024748682","display_name":"Rebecca Rutherford Kitzmiller","orcid":"https://orcid.org/0000-0002-6547-5790"},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rebecca R. Kitzmiller","raw_affiliation_strings":["School of Nursing, University of North Carolina, Chapel Hill, NC, USA"],"affiliations":[{"raw_affiliation_string":"School of Nursing, University of North Carolina, Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I114027177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063315446","display_name":"J. Randall Moorman","orcid":"https://orcid.org/0000-0002-5772-1648"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"J. Randall Moorman","raw_affiliation_strings":["AMP3D, Advanced Medical Predictive Devices, Diagnostics, and Displays, Inc., Charlottesville, VA, USA","Cardiology Division, Department of Internal Medicine, School of Medicine, University of Virginia, Charlottesville, VA, USA"],"affiliations":[{"raw_affiliation_string":"AMP3D, Advanced Medical Predictive Devices, Diagnostics, and Displays, Inc., Charlottesville, VA, USA","institution_ids":[]},{"raw_affiliation_string":"Cardiology Division, Department of Internal Medicine, School of Medicine, University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087396582","display_name":"Doug Lake","orcid":null},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Doug E. Lake","raw_affiliation_strings":["Department of Medicine, Cardiovascular Medicine, University of Virginia, Charlottesville, VA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Cardiovascular Medicine, University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089183504","display_name":"Ashok Krishnamurthy","orcid":"https://orcid.org/0000-0002-3215-7622"},"institutions":[{"id":"https://openalex.org/I69048370","display_name":"Renaissance Computing Institute","ror":"https://ror.org/01s91ey96","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535","https://openalex.org/I170897317","https://openalex.org/I69048370"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ashok K. Krishnamurthy","raw_affiliation_strings":["Renaissance Computing Institute (RENCI) and the Department of Computer Science, University of North Carolina, Chapel Hill, NC, USA"],"affiliations":[{"raw_affiliation_string":"Renaissance Computing Institute (RENCI) and the Department of Computer Science, University of North Carolina, Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I69048370"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045963637","display_name":"Michael R. Kosorok","orcid":"https://orcid.org/0000-0002-6070-9738"},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael R. Kosorok","raw_affiliation_strings":["Department of Biostatistics, University of North Carolina, Chapel Hill, NC, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biostatistics, University of North Carolina, Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I114027177"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5031484537"],"corresponding_institution_ids":["https://openalex.org/I114027177"],"apc_list":null,"apc_paid":null,"fwci":9.4165,"has_fulltext":false,"cited_by_count":74,"citation_normalized_percentile":{"value":0.9873726,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"26","issue":"2","first_page":"572","last_page":"580"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9872999787330627,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/computer-science","display_name":"Computer science","score":0.7266201972961426},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7043238282203674},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6085658669471741},{"id":"https://openalex.org/keywords/spectrogram","display_name":"Spectrogram","score":0.6010135412216187},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5976034998893738},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5969722270965576},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.575704038143158},{"id":"https://openalex.org/keywords/generalizability-theory","display_name":"Generalizability theory","score":0.5461013913154602},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.54340660572052},{"id":"https://openalex.org/keywords/waveform","display_name":"Waveform","score":0.5048227906227112},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.49017104506492615},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.4832190275192261},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.47200629115104675},{"id":"https://openalex.org/keywords/sequence-learning","display_name":"Sequence learning","score":0.47196826338768005},{"id":"https://openalex.org/keywords/rhythm","display_name":"Rhythm","score":0.4668816924095154},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4630219340324402},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4201880693435669},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10441151261329651},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.06720855832099915}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7266201972961426},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7043238282203674},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6085658669471741},{"id":"https://openalex.org/C45273575","wikidata":"https://www.wikidata.org/wiki/Q578970","display_name":"Spectrogram","level":2,"score":0.6010135412216187},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5976034998893738},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5969722270965576},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.575704038143158},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.5461013913154602},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.54340660572052},{"id":"https://openalex.org/C197424946","wikidata":"https://www.wikidata.org/wiki/Q1165717","display_name":"Waveform","level":3,"score":0.5048227906227112},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.49017104506492615},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.4832190275192261},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.47200629115104675},{"id":"https://openalex.org/C40506919","wikidata":"https://www.wikidata.org/wiki/Q7452469","display_name":"Sequence learning","level":2,"score":0.47196826338768005},{"id":"https://openalex.org/C135343436","wikidata":"https://www.wikidata.org/wiki/Q170406","display_name":"Rhythm","level":2,"score":0.4668816924095154},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4630219340324402},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4201880693435669},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10441151261329651},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.06720855832099915},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001145","descriptor_name":"Arrhythmias, Cardiac","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001145","descriptor_name":"Arrhythmias, Cardiac","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001145","descriptor_name":"Arrhythmias, Cardiac","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","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":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/jbhi.2021.3098662","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3098662","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:34288883","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34288883","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},{"id":"pmh:oai:pubmedcentral.nih.gov:9033271","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9033271","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE J Biomed Health Inform","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:9033271","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9033271","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE J Biomed Health Inform","raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1764542893","display_name":null,"funder_award_id":"OAC-1649916","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"},{"id":"https://openalex.org/G3080013420","display_name":null,"funder_award_id":"P01 CA142538","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G3975090796","display_name":null,"funder_award_id":"UL1TR002489","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6037500606","display_name":null,"funder_award_id":"KL2TR001109","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6340370372","display_name":null,"funder_award_id":"OCI-1153775","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320335353","display_name":"National Science Foundation of Sri Lanka","ror":"https://ror.org/010xaa060"},{"id":"https://openalex.org/F4320337351","display_name":"National Cancer Institute","ror":"https://ror.org/040gcmg81"},{"id":"https://openalex.org/F4320337472","display_name":"National Center for Advancing Translational Sciences","ror":"https://ror.org/04pw6fb54"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W1921293667","https://openalex.org/W2005836670","https://openalex.org/W2013007765","https://openalex.org/W2025508891","https://openalex.org/W2027444427","https://openalex.org/W2050318286","https://openalex.org/W2064675550","https://openalex.org/W2073246275","https://openalex.org/W2074050301","https://openalex.org/W2095409369","https://openalex.org/W2100537461","https://openalex.org/W2107735775","https://openalex.org/W2140005438","https://openalex.org/W2168013545","https://openalex.org/W2251482333","https://openalex.org/W2287418003","https://openalex.org/W2291961022","https://openalex.org/W2566079294","https://openalex.org/W2589049692","https://openalex.org/W2595470066","https://openalex.org/W2598361327","https://openalex.org/W2606856422","https://openalex.org/W2748902594","https://openalex.org/W2765690220","https://openalex.org/W2767978081","https://openalex.org/W2771148491","https://openalex.org/W2772695691","https://openalex.org/W2791889721","https://openalex.org/W2794550444","https://openalex.org/W2794633590","https://openalex.org/W2795153139","https://openalex.org/W2804085643","https://openalex.org/W2885906608","https://openalex.org/W2890527005","https://openalex.org/W2892009249","https://openalex.org/W2899314245","https://openalex.org/W2902644322","https://openalex.org/W2903739847","https://openalex.org/W2913705661","https://openalex.org/W2914350764","https://openalex.org/W2920582597","https://openalex.org/W2927752485","https://openalex.org/W2951632519","https://openalex.org/W2957544571","https://openalex.org/W2963403664","https://openalex.org/W2963478701","https://openalex.org/W2963733370","https://openalex.org/W2964036440","https://openalex.org/W2967052791","https://openalex.org/W2979231018","https://openalex.org/W3035916338","https://openalex.org/W3099916295","https://openalex.org/W3103811943","https://openalex.org/W6631190155","https://openalex.org/W6675336951","https://openalex.org/W6726983090","https://openalex.org/W6751647823","https://openalex.org/W6754421805"],"related_works":["https://openalex.org/W2118717649","https://openalex.org/W2413243053","https://openalex.org/W410723623","https://openalex.org/W2015341305","https://openalex.org/W2035068594","https://openalex.org/W4225593417","https://openalex.org/W2597948870","https://openalex.org/W4298043863","https://openalex.org/W2428505524","https://openalex.org/W2962722950"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"a":[3,44,53,66],"novel":[4,73],"deep":[5],"learning":[6],"architecture":[7,74],"involving":[8],"combinations":[9],"of":[10,31,55,68,81,103,136,158],"Convolutional":[11],"Neural":[12],"Networks":[13],"(CNN)":[14],"layers":[15,21],"and":[16,29,62,109],"Recurrent":[17],"neural":[18],"networks":[19],"(RNN)":[20],"that":[22],"can":[23,130],"be":[24],"used":[25,122],"to":[26,46,96,123,150],"perform":[27],"segmentation":[28],"classification":[30,148],"5":[32,140],"cardiac":[33,69],"rhythms":[34],"based":[35],"on":[36,113],"ECG":[37,58,83],"recordings.":[38],"The":[39,72,106,142],"algorithm":[40],"is":[41,52,65,111],"developed":[42],"in":[43,100],"sequence":[45,47,54,67],"setting":[48],"where":[49],"the":[50,63,79,82,88,98,101,119],"input":[51,77],"five":[56],"second":[57],"signal":[59,84,90],"sliding":[60],"windows":[61],"output":[64],"rhythm":[70],"labels.":[71],"processes":[75],"as":[76,85,87],"both":[78],"spectrograms":[80],"well":[86],"heartbeats'":[89],"waveform.":[91],"Additionally,":[92],"we":[93,121],"are":[94],"able":[95],"train":[97],"model":[99,144],"presence":[102],"label":[104],"noise.":[105],"model's":[107],"performance":[108,149],"generalizability":[110],"verified":[112],"an":[114,132],"external":[115],"database":[116],"different":[117],"from":[118],"one":[120],"train.":[124],"Experimental":[125],"result":[126],"shows":[127],"this":[128],"approach":[129,153],"achieve":[131],"average":[133],"F1":[134],"scores":[135],"0.89":[137],"(averaged":[138],"across":[139],"classes).":[141],"proposed":[143],"also":[145],"achieves":[146],"comparable":[147],"existing":[151],"state-of-the-art":[152],"with":[154],"considerably":[155],"less":[156],"number":[157],"training":[159],"parameters.":[160]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":24},{"year":2023,"cited_by_count":22},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}
