{"id":"https://openalex.org/W4377041326","doi":"https://doi.org/10.3390/s23104805","title":"Electrocardiogram Monitoring Wearable Devices and Artificial-Intelligence-Enabled Diagnostic Capabilities: A Review","display_name":"Electrocardiogram Monitoring Wearable Devices and Artificial-Intelligence-Enabled Diagnostic Capabilities: A Review","publication_year":2023,"publication_date":"2023-05-16","ids":{"openalex":"https://openalex.org/W4377041326","doi":"https://doi.org/10.3390/s23104805","pmid":"https://pubmed.ncbi.nlm.nih.gov/37430719"},"language":"en","primary_location":{"id":"doi:10.3390/s23104805","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23104805","pdf_url":null,"source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/s23104805","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078561463","display_name":"Luca Neri","orcid":"https://orcid.org/0000-0003-3971-9533"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]},{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT","US"],"is_corresponding":false,"raw_author_name":"Luca Neri","raw_affiliation_strings":["Department of Medical and Surgical Sciences, University of Bologna, 40138 Bologna, Italy","Department of Medicine, Division of Cardiology, Johns Hopkins University, Baltimore, MD 21218, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medical and Surgical Sciences, University of Bologna, 40138 Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]},{"raw_affiliation_string":"Department of Medicine, Division of Cardiology, Johns Hopkins University, Baltimore, MD 21218, USA","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013395394","display_name":"Matt T. Oberdier","orcid":"https://orcid.org/0000-0002-9486-2220"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matt T. Oberdier","raw_affiliation_strings":["Department of Medicine, Division of Cardiology, Johns Hopkins University, Baltimore, MD 21218, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Division of Cardiology, Johns Hopkins University, Baltimore, MD 21218, USA","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021717294","display_name":"Kirsten C. J. van Abeelen","orcid":"https://orcid.org/0000-0002-8102-7859"},"institutions":[{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]},{"id":"https://openalex.org/I2802934949","display_name":"Radboud University Medical Center","ror":"https://ror.org/05wg1m734","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2802934949"]},{"id":"https://openalex.org/I66752286","display_name":"University of Milano-Bicocca","ror":"https://ror.org/01ynf4891","country_code":"IT","type":"education","lineage":["https://openalex.org/I66752286"]}],"countries":["IT","NL"],"is_corresponding":false,"raw_author_name":"Kirsten C. J. van Abeelen","raw_affiliation_strings":["Department of Informatics, Systems, and Communication, University of Milano-Bicocca, 20126 Milan, Italy","Department of Internal Medicine, Radboud University Medical Center, 6525 Nijmegen, The Netherlands","Department of Internal Medicine, Radboud University Medical Center, 6525 AJ Nijmegen, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, Systems, and Communication, University of Milano-Bicocca, 20126 Milan, Italy","institution_ids":["https://openalex.org/I66752286"]},{"raw_affiliation_string":"Department of Internal Medicine, Radboud University Medical Center, 6525 Nijmegen, The Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949"]},{"raw_affiliation_string":"Department of Internal Medicine, Radboud University Medical Center, 6525 AJ Nijmegen, The Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046653875","display_name":"Luca Menghini","orcid":"https://orcid.org/0000-0001-6494-3970"},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Menghini","raw_affiliation_strings":["Department of Psychology and Cognitive Science, University of Trento, 38068 Rovereto, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Psychology and Cognitive Science, University of Trento, 38068 Rovereto, Italy","institution_ids":["https://openalex.org/I193223587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033544762","display_name":"Ethan Tumarkin","orcid":"https://orcid.org/0000-0002-2710-7671"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ethan Tumarkin","raw_affiliation_strings":["Department of Medicine, Division of Cardiology, Johns Hopkins University, Baltimore, MD 21218, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Division of Cardiology, Johns Hopkins University, Baltimore, MD 21218, USA","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055851230","display_name":"Hemantkumar Tripathi","orcid":"https://orcid.org/0000-0002-4021-3903"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hemantkumar Tripathi","raw_affiliation_strings":["Department of Medicine, Division of Cardiology, Johns Hopkins University, Baltimore, MD 21218, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Division of Cardiology, Johns Hopkins University, Baltimore, MD 21218, USA","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082084686","display_name":"Sujai Jaipalli","orcid":"https://orcid.org/0000-0003-4052-2551"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sujai Jaipalli","raw_affiliation_strings":["Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21218, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21218, USA","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087336219","display_name":"Alessandro Orro","orcid":"https://orcid.org/0000-0002-2581-9579"},"institutions":[{"id":"https://openalex.org/I4210154278","display_name":"Institute of Biomedical Technologies","ror":"https://ror.org/04ehykb85","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210154278","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandro Orro","raw_affiliation_strings":["Institute of Biomedical Technologies, National Research Council, 20054 Segrate, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Technologies, National Research Council, 20054 Segrate, Italy","institution_ids":["https://openalex.org/I4210154278","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010660115","display_name":"Nazareno Paolocci","orcid":"https://orcid.org/0000-0001-7011-997X"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nazareno Paolocci","raw_affiliation_strings":["Department of Medicine, Division of Cardiology, Johns Hopkins University, Baltimore, MD 21218, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Division of Cardiology, Johns Hopkins University, Baltimore, MD 21218, USA","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001446823","display_name":"Ilaria Gallelli","orcid":null},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ilaria Gallelli","raw_affiliation_strings":["Department of Medical and Surgical Sciences, University of Bologna, 40138 Bologna, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Medical and Surgical Sciences, University of Bologna, 40138 Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031088729","display_name":"M. Dall\u2019Olio","orcid":"https://orcid.org/0000-0003-0494-0369"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Massimo Dall\u2019Olio","raw_affiliation_strings":["Department of Medical and Surgical Sciences, University of Bologna, 40138 Bologna, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Medical and Surgical Sciences, University of Bologna, 40138 Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114155707","display_name":"Amir Beker","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Amir Beker","raw_affiliation_strings":["AccYouRate Group S.p.A., 67100 L\u2019Aquila, Italy","AccYouRate Group S.p.A., 67100 L'Aquila, Italy"],"affiliations":[{"raw_affiliation_string":"AccYouRate Group S.p.A., 67100 L\u2019Aquila, Italy","institution_ids":[]},{"raw_affiliation_string":"AccYouRate Group S.p.A., 67100 L'Aquila, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085135189","display_name":"Richard Carrick","orcid":"https://orcid.org/0000-0001-5589-1216"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Richard T. Carrick","raw_affiliation_strings":["Department of Medicine, Division of Cardiology, Johns Hopkins University, Baltimore, MD 21218, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Division of Cardiology, Johns Hopkins University, Baltimore, MD 21218, USA","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055457360","display_name":"Claudio Borghi","orcid":"https://orcid.org/0000-0001-8039-8781"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Claudio Borghi","raw_affiliation_strings":["Department of Medical and Surgical Sciences, University of Bologna, 40138 Bologna, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Medical and Surgical Sciences, University of Bologna, 40138 Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054743614","display_name":"Henry R. Halperin","orcid":null},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Henry R. Halperin","raw_affiliation_strings":["Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21218, USA","Department of Medicine, Division of Cardiology, Johns Hopkins University, Baltimore, MD 21218, USA","Department of Radiology, Johns Hopkins University, Baltimore, MD 21205, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21218, USA","institution_ids":["https://openalex.org/I145311948"]},{"raw_affiliation_string":"Department of Medicine, Division of Cardiology, Johns Hopkins University, Baltimore, MD 21218, USA","institution_ids":["https://openalex.org/I145311948"]},{"raw_affiliation_string":"Department of Radiology, Johns Hopkins University, Baltimore, MD 21205, USA","institution_ids":["https://openalex.org/I145311948"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":15,"corresponding_author_ids":["https://openalex.org/A5054743614"],"corresponding_institution_ids":["https://openalex.org/I145311948"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":23.5835,"has_fulltext":true,"cited_by_count":109,"citation_normalized_percentile":{"value":0.99706924,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"23","issue":"10","first_page":"4805","last_page":"4805"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9991999864578247,"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":0.9991999864578247,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9980999827384949,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/biosignal","display_name":"Biosignal","score":0.7945972084999084},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6568190455436707},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6254380941390991},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.60496586561203},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.5768436789512634},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5741508603096008},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4717807471752167},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.453225702047348},{"id":"https://openalex.org/keywords/sleep-apnea","display_name":"Sleep apnea","score":0.44550928473472595},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4356907308101654},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4126787781715393},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3383055329322815},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.22954094409942627},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.13105249404907227}],"concepts":[{"id":"https://openalex.org/C2779055241","wikidata":"https://www.wikidata.org/wiki/Q644240","display_name":"Biosignal","level":3,"score":0.7945972084999084},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6568190455436707},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6254380941390991},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.60496586561203},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.5768436789512634},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5741508603096008},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4717807471752167},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.453225702047348},{"id":"https://openalex.org/C2777935920","wikidata":"https://www.wikidata.org/wiki/Q213600","display_name":"Sleep apnea","level":2,"score":0.44550928473472595},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4356907308101654},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4126787781715393},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3383055329322815},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22954094409942627},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.13105249404907227},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","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/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","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":"D007360","descriptor_name":"Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007360","descriptor_name":"Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007360","descriptor_name":"Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007360","descriptor_name":"Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012891","descriptor_name":"Sleep Apnea Syndromes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012891","descriptor_name":"Sleep Apnea Syndromes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012891","descriptor_name":"Sleep Apnea Syndromes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012891","descriptor_name":"Sleep Apnea Syndromes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":9,"locations":[{"id":"doi:10.3390/s23104805","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23104805","pdf_url":null,"source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},{"id":"pmid:37430719","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37430719","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:cris.unibo.it:11585/945433","is_oa":true,"landing_page_url":"https://www.mdpi.com/1424-8220/23/10/4805","pdf_url":"https://www.mdpi.com/1424-8220/23/10/4805/pdf?version=1684818730","source":{"id":"https://openalex.org/S4306402579","display_name":"Archivio istituzionale della ricerca (Alma Mater Studiorum Universit\u00e0 di Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210117483","host_organization_name":"Istituto di Ematologia di Bologna","host_organization_lineage":["https://openalex.org/I4210117483"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:iris.unitn.it:11572/379191","is_oa":true,"landing_page_url":"https://hdl.handle.net/11572/379191","pdf_url":"https://hdl.handle.net/11572/379191","source":{"id":"https://openalex.org/S4306401913","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Trento)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193223587","host_organization_name":"University of Trento","host_organization_lineage":["https://openalex.org/I193223587"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10223364","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10223364","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10223364/pdf/sensors-23-04805.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:repository.ubn.ru.nl:2066/294926","is_oa":true,"landing_page_url":"https://hdl.handle.net/2066/294926","pdf_url":"https://repository.ubn.ru.nl//bitstream/handle/2066/294926/294926.pdf","source":{"id":"https://openalex.org/S4306401067","display_name":"Radboud Repository (Radboud University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I145872427","host_organization_name":"Radboud University Nijmegen","host_organization_lineage":["https://openalex.org/I145872427"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article / Letter to editor"},{"id":"pmh:oai:doaj.org/article:ee5594ebba044153873a3b1ae0a1587f","is_oa":true,"landing_page_url":"https://doaj.org/article/ee5594ebba044153873a3b1ae0a1587f","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":"Sensors, Vol 23, Iss 10, p 4805 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/10/4805/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23104805","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 23; Issue 10; Pages: 4805","raw_type":"Text"},{"id":"pmh:oai:www.research.unipd.it:11577/3508749","is_oa":true,"landing_page_url":"https://hdl.handle.net/11577/3508749","pdf_url":null,"source":{"id":"https://openalex.org/S4377196283","display_name":"Research Padua  Archive (University of Padua)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/s23104805","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23104805","pdf_url":null,"source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":137,"referenced_works":["https://openalex.org/W829493754","https://openalex.org/W1526681335","https://openalex.org/W1565566980","https://openalex.org/W1585096013","https://openalex.org/W1972304037","https://openalex.org/W1985349171","https://openalex.org/W1988047201","https://openalex.org/W2008295731","https://openalex.org/W2012462205","https://openalex.org/W2020713213","https://openalex.org/W2048021011","https://openalex.org/W2095409369","https://openalex.org/W2097431774","https://openalex.org/W2110257963","https://openalex.org/W2122464624","https://openalex.org/W2132603512","https://openalex.org/W2133589238","https://openalex.org/W2156480002","https://openalex.org/W2162586165","https://openalex.org/W2162800060","https://openalex.org/W2166624057","https://openalex.org/W2171801645","https://openalex.org/W2530044074","https://openalex.org/W2539008110","https://openalex.org/W2557695132","https://openalex.org/W2563606383","https://openalex.org/W2576404523","https://openalex.org/W2760392818","https://openalex.org/W2769707607","https://openalex.org/W2805466689","https://openalex.org/W2883553801","https://openalex.org/W2884754815","https://openalex.org/W2885366618","https://openalex.org/W2887119478","https://openalex.org/W2889838428","https://openalex.org/W2890168959","https://openalex.org/W2890591602","https://openalex.org/W2907615080","https://openalex.org/W2913789442","https://openalex.org/W2917025828","https://openalex.org/W2934399013","https://openalex.org/W2952649530","https://openalex.org/W2954801211","https://openalex.org/W2957344258","https://openalex.org/W2959442417","https://openalex.org/W2966850485","https://openalex.org/W2974597585","https://openalex.org/W2979268985","https://openalex.org/W2980089758","https://openalex.org/W2986886452","https://openalex.org/W2987985090","https://openalex.org/W3000630830","https://openalex.org/W3001733392","https://openalex.org/W3001838300","https://openalex.org/W3007212997","https://openalex.org/W3012331434","https://openalex.org/W3014307922","https://openalex.org/W3017343627","https://openalex.org/W3017533639","https://openalex.org/W3018275759","https://openalex.org/W3029466495","https://openalex.org/W3033279374","https://openalex.org/W3036116092","https://openalex.org/W3037422146","https://openalex.org/W3039248878","https://openalex.org/W3042579479","https://openalex.org/W3045055338","https://openalex.org/W3045433138","https://openalex.org/W3083453839","https://openalex.org/W3084428953","https://openalex.org/W3087776590","https://openalex.org/W3087846344","https://openalex.org/W3105238135","https://openalex.org/W3110488788","https://openalex.org/W3113968199","https://openalex.org/W3118424951","https://openalex.org/W3119689986","https://openalex.org/W3120205432","https://openalex.org/W3122454529","https://openalex.org/W3128397893","https://openalex.org/W3130901524","https://openalex.org/W3130904508","https://openalex.org/W3134076740","https://openalex.org/W3134182943","https://openalex.org/W3134281956","https://openalex.org/W3135259744","https://openalex.org/W3144735448","https://openalex.org/W3156461423","https://openalex.org/W3159299085","https://openalex.org/W3161474536","https://openalex.org/W3171630147","https://openalex.org/W3173656828","https://openalex.org/W3175649752","https://openalex.org/W3176176315","https://openalex.org/W3181787448","https://openalex.org/W3182372900","https://openalex.org/W3186905678","https://openalex.org/W3199206152","https://openalex.org/W3200592666","https://openalex.org/W3201628826","https://openalex.org/W3202931177","https://openalex.org/W3205506884","https://openalex.org/W3207230336","https://openalex.org/W3211140678","https://openalex.org/W3214642206","https://openalex.org/W3215302934","https://openalex.org/W4200199362","https://openalex.org/W4200303874","https://openalex.org/W4200313328","https://openalex.org/W4200619913","https://openalex.org/W4205164650","https://openalex.org/W4205305369","https://openalex.org/W4206038989","https://openalex.org/W4206480139","https://openalex.org/W4206998764","https://openalex.org/W4210242902","https://openalex.org/W4210381240","https://openalex.org/W4210395296","https://openalex.org/W4210830697","https://openalex.org/W4210919258","https://openalex.org/W4214691458","https://openalex.org/W4220686199","https://openalex.org/W4220845239","https://openalex.org/W4220867432","https://openalex.org/W4225378699","https://openalex.org/W4225392334","https://openalex.org/W4226147091","https://openalex.org/W4280556829","https://openalex.org/W4284672748","https://openalex.org/W4293312717","https://openalex.org/W4317376731","https://openalex.org/W4319034308","https://openalex.org/W6684057482","https://openalex.org/W6774562504","https://openalex.org/W6781430914","https://openalex.org/W6787624534","https://openalex.org/W6979037891"],"related_works":["https://openalex.org/W83544588","https://openalex.org/W4281641048","https://openalex.org/W3090300519","https://openalex.org/W2514492205","https://openalex.org/W4250401876","https://openalex.org/W2943851981","https://openalex.org/W2566526749","https://openalex.org/W2907667791","https://openalex.org/W3047461507","https://openalex.org/W3126390843"],"abstract_inverted_index":{"Worldwide,":[0],"population":[1],"aging":[2],"and":[3,20,28,37,51,67,84,141,153,169,187,222],"unhealthy":[4],"lifestyles":[5],"have":[6,31],"increased":[7],"the":[8,35,62,65,75,94,109,127,142,160,210,236],"incidence":[9],"of":[10,39,71,78,87,97,107,111,129,144,159,181,199,212],"high-risk":[11],"health":[12,69,88],"conditions":[13],"such":[14,145,173],"as":[15,174],"cardiovascular":[16],"diseases,":[17,79,166],"sleep":[18,167],"apnea,":[19,168],"other":[21,170],"conditions.":[22],"Recently,":[23],"to":[24,43,64,151,240],"facilitate":[25],"early":[26],"identification":[27],"diagnosis,":[29],"efforts":[30,59],"been":[32],"made":[33],"in":[34,114,126],"research":[36,162],"development":[38],"new":[40,229,248],"wearable":[41,119,134],"devices":[42,135],"make":[44],"them":[45],"smaller,":[46],"more":[47,49,82,200],"comfortable,":[48],"accurate,":[50],"increasingly":[52],"compatible":[53],"with":[54,133,147],"artificial":[55,112,148,230],"intelligence":[56,113,149,231],"technologies.":[57],"These":[58,215],"can":[60,91,208],"pave":[61],"way":[63],"longer":[66],"continuous":[68],"monitoring":[70],"different":[72],"biosignals,":[73],"including":[74],"real-time":[76],"detection":[77],"thus":[80],"providing":[81],"timely":[83],"accurate":[85],"predictions":[86],"events":[89],"that":[90,207,235],"drastically":[92],"improve":[93],"healthcare":[95],"management":[96],"patients.":[98],"Most":[99],"recent":[100,124],"reviews":[101],"focus":[102],"on":[103,118,164],"a":[104,178],"specific":[105],"category":[106],"disease,":[108],"use":[110,128,198,241],"12-lead":[115],"electrocardiograms,":[116],"or":[117,136],"technology.":[120],"However,":[121],"we":[122,194,233],"present":[123],"advances":[125],"electrocardiogram":[130],"signals":[131,146],"acquired":[132],"from":[137],"publicly":[138,242],"available":[139,161,243],"databases":[140,244],"analysis":[143],"methods":[150,186,218],"detect":[152],"predict":[154],"diseases.":[155],"As":[156],"expected,":[157],"most":[158],"focuses":[163],"heart":[165],"emerging":[171],"areas,":[172],"mental":[175],"stress.":[176],"From":[177],"methodological":[179],"point":[180],"view,":[182],"although":[183],"traditional":[184],"statistical":[185],"machine":[188],"learning":[189,203,217],"are":[190],"still":[191],"widely":[192],"used,":[193],"observe":[195,234],"an":[196],"increasing":[197],"advanced":[201],"deep":[202,216],"methods,":[204,232],"specifically":[205],"architectures":[206],"handle":[209],"complexity":[211],"biosignal":[213],"data.":[214,249],"typically":[219],"include":[220],"convolutional":[221],"recurrent":[223],"neural":[224],"networks.":[225],"Moreover,":[226],"when":[227],"proposing":[228],"prevalent":[237],"choice":[238],"is":[239],"rather":[245],"than":[246],"collecting":[247]},"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":56},{"year":2024,"cited_by_count":32},{"year":2023,"cited_by_count":8}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}
