{"id":"https://openalex.org/W4389956580","doi":"https://doi.org/10.1161/circ.148.suppl_1.13245","title":"Abstract 13245: Neural Network-Derived Electrocardiographic Features Predict Future Cardiovascular Disease and All-Cause Mortality","display_name":"Abstract 13245: Neural Network-Derived Electrocardiographic Features Predict Future Cardiovascular Disease and All-Cause Mortality","publication_year":2023,"publication_date":"2023-11-07","ids":{"openalex":"https://openalex.org/W4389956580","doi":"https://doi.org/10.1161/circ.148.suppl_1.13245"},"language":"en","primary_location":{"id":"doi:10.1161/circ.148.suppl_1.13245","doi":"https://doi.org/10.1161/circ.148.suppl_1.13245","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1161/circ.148.suppl_1.13245","pdf_url":null,"source":{"id":"https://openalex.org/S116251202","display_name":"Circulation","issn_l":"0009-7322","issn":["0009-7322","1524-4539"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-3","medline","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315671","host_organization_name":"Lippincott Williams & Wilkins","host_organization_lineage":["https://openalex.org/P4310315671","https://openalex.org/P4310318547"],"host_organization_lineage_names":["Lippincott Williams & Wilkins","Wolters Kluwer"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Circulation","raw_type":"journal-article"},"volume":null,"type":"conference-abstract","is_traditional":false,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055242814","display_name":"Arunashis Sau","orcid":"https://orcid.org/0000-0002-0204-7078","observed_orcids":["https://orcid.org/0000-0002-0204-7078"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Arunashis Sau","raw_affiliation_strings":["National Heart and Lung Institute, Imperial College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Heart and Lung Institute, Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000836300","display_name":"Ant\u00f4nio H. Ribeiro","orcid":"https://orcid.org/0000-0003-3632-8529","observed_orcids":["https://orcid.org/0000-0003-3632-8529"]},"institutions":[{"id":"https://openalex.org/I110200422","display_name":"Universidade Federal de Minas Gerais","ror":"https://ror.org/0176yjw32","country_code":"BR","type":"education","lineage":["https://openalex.org/I110200422"]},{"id":"https://openalex.org/I123387679","display_name":"Uppsala University","ror":"https://ror.org/048a87296","country_code":"SE","type":"education","lineage":["https://openalex.org/I123387679"]}],"countries":["BR","SE"],"is_corresponding":false,"raw_author_name":"Antonio Ribeiro","raw_affiliation_strings":["Dept of Information Technology, Uppsala Univ, Sweden","Universidade Federal de Minas Gerais, Belo Horizonte, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept of Information Technology, Uppsala Univ, Sweden","institution_ids":["https://openalex.org/I123387679"]},{"raw_affiliation_string":"Universidade Federal de Minas Gerais, Belo Horizonte, Brazil","institution_ids":["https://openalex.org/I110200422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081314217","display_name":"Kathryn A. McGurk","orcid":"https://orcid.org/0000-0002-5445-6906","observed_orcids":["https://orcid.org/0000-0002-5445-6906"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kathryn A McGurk","raw_affiliation_strings":["National Heart and Lung Institute, Imperial College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Heart and Lung Institute, Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028320574","display_name":"Libor Pastika","orcid":"https://orcid.org/0000-0001-6892-6553","observed_orcids":["https://orcid.org/0000-0001-6892-6553"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Libor Pastika","raw_affiliation_strings":["National Heart and Lung Institute, Imperial College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Heart and Lung Institute, Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080618129","display_name":"Nikesh Bajaj","orcid":"https://orcid.org/0000-0002-3361-0118","observed_orcids":["https://orcid.org/0000-0002-3361-0118"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nikesh Bajaj","raw_affiliation_strings":["National Heart and Lung Institute, Imperial College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Heart and Lung Institute, Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059783996","display_name":"Maddalena Ardissino","orcid":"https://orcid.org/0000-0002-2654-8117","observed_orcids":["https://orcid.org/0000-0002-2654-8117"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Maddalena Ardissino","raw_affiliation_strings":["National Heart and Lung Institute, Imperial College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Heart and Lung Institute, Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032927211","display_name":"Jun Yu Chen","orcid":"https://orcid.org/0000-0002-1823-8282","observed_orcids":["https://orcid.org/0000-0002-1823-8282"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jun Yu Chen","raw_affiliation_strings":["National Heart and Lung Institute, Imperial College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Heart and Lung Institute, Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112370036","display_name":"Huiyi Wu","orcid":"https://orcid.org/0009-0008-6873-2319","observed_orcids":["https://orcid.org/0009-0008-6873-2319","https://orcid.org/0000-0002-1809-9729"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Huiyi Wu","raw_affiliation_strings":["National Heart and Lung Institute, Imperial College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Heart and Lung Institute, Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070299524","display_name":"Xili Shi","orcid":"https://orcid.org/0000-0003-3574-4766","observed_orcids":["https://orcid.org/0000-0003-3574-4766"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xili Shi","raw_affiliation_strings":["National Heart and Lung Institute, Imperial College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Heart and Lung Institute, Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070793135","display_name":"Katerina Hnatkova","orcid":"https://orcid.org/0000-0002-0159-1610","observed_orcids":["https://orcid.org/0000-0002-0159-1610"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Katerina Hnatkova","raw_affiliation_strings":["National Heart and Lung Institute, Imperial College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Heart and Lung Institute, Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030236739","display_name":"Sean Lee Zheng","orcid":"https://orcid.org/0000-0002-5762-6392","observed_orcids":["https://orcid.org/0000-0002-5762-6392"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sean Zheng","raw_affiliation_strings":["National Heart and Lung Institute, Imperial College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Heart and Lung Institute, Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111096300","display_name":"Anne Britton","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Anne Britton","raw_affiliation_strings":["Univ College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ College London, London, United Kingdom","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113584004","display_name":"Martin J. Shipley","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Martin J Shipley","raw_affiliation_strings":["Univ College London, London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ College London, London","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062899142","display_name":"Irena Andr\u0161ov\u00e1","orcid":"https://orcid.org/0000-0001-8973-5967","observed_orcids":["https://orcid.org/0000-0001-8973-5967"]},"institutions":[{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Irena Andr\u0161ov\u00e1","raw_affiliation_strings":["Univ Hosp Brno and Masaryk Univ, Brno, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ Hosp Brno and Masaryk Univ, Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037792935","display_name":"Tom\u00e1\u0161 Novotn\u00fd","orcid":"https://orcid.org/0000-0002-0292-4034","observed_orcids":["https://orcid.org/0000-0002-0292-4034"]},"institutions":[{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Tomas Novotny","raw_affiliation_strings":["Univ Hosp Brno and Masaryk Univ, Brno, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ Hosp Brno and Masaryk Univ, Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071061513","display_name":"\u00c9ster Cerdeira Sabino","orcid":"https://orcid.org/0000-0003-2623-5126","observed_orcids":["https://orcid.org/0000-0003-2623-5126"]},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Ester Cerdeira Sabino","raw_affiliation_strings":["Univ of S\u00e3o Paulo, S\u00e3o Paulo, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ of S\u00e3o Paulo, S\u00e3o Paulo, Brazil","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016879648","display_name":"Luana Giatti","orcid":"https://orcid.org/0000-0001-5454-2460","observed_orcids":["https://orcid.org/0000-0001-5454-2460"]},"institutions":[{"id":"https://openalex.org/I110200422","display_name":"Universidade Federal de Minas Gerais","ror":"https://ror.org/0176yjw32","country_code":"BR","type":"education","lineage":["https://openalex.org/I110200422"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Luana Giatti","raw_affiliation_strings":["Universidade Federal de Minas Gerais, Belo Horizonte, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade Federal de Minas Gerais, Belo Horizonte, Brazil","institution_ids":["https://openalex.org/I110200422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005895073","display_name":"Sandhi Maria Barreto","orcid":"https://orcid.org/0000-0001-7383-7811","observed_orcids":["https://orcid.org/0000-0001-7383-7811","https://orcid.org/0000-0002-5241-4358"]},"institutions":[{"id":"https://openalex.org/I110200422","display_name":"Universidade Federal de Minas Gerais","ror":"https://ror.org/0176yjw32","country_code":"BR","type":"education","lineage":["https://openalex.org/I110200422"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Sandhi Maria Barreto","raw_affiliation_strings":["Universidade Federal Minas Gerais, Belo Horizonte, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade Federal Minas Gerais, Belo Horizonte, Brazil","institution_ids":["https://openalex.org/I110200422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077968800","display_name":"Jonathan W. Waks","orcid":"https://orcid.org/0000-0001-5560-5638","observed_orcids":["https://orcid.org/0000-0001-5560-5638"]},"institutions":[{"id":"https://openalex.org/I1316535847","display_name":"Beth Israel Deaconess Medical Center","ror":"https://ror.org/04drvxt59","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1316535847"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jonathan W Waks","raw_affiliation_strings":["Beth Israel Deaconess Med Cntr, Chestnut Hill, MA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beth Israel Deaconess Med Cntr, Chestnut Hill, MA","institution_ids":["https://openalex.org/I1316535847"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049862700","display_name":"Daniel Bruce Kramer","orcid":"https://orcid.org/0000-0003-4241-3586","observed_orcids":["https://orcid.org/0000-0003-4241-3586"]},"institutions":[{"id":"https://openalex.org/I1316535847","display_name":"Beth Israel Deaconess Medical Center","ror":"https://ror.org/04drvxt59","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1316535847"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel B Kramer","raw_affiliation_strings":["Beth Israel Deaconess Med Cntr, Boston, MA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beth Israel Deaconess Med Cntr, Boston, MA","institution_ids":["https://openalex.org/I1316535847"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103001848","display_name":"Danilo P. Mandic","orcid":"https://orcid.org/0000-0001-8432-3963","observed_orcids":["https://orcid.org/0000-0001-8432-3963"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Danilo Mandic","raw_affiliation_strings":["Imperial College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090455006","display_name":"Nicholas Simon Peters","orcid":"https://orcid.org/0000-0002-3581-8078","observed_orcids":["https://orcid.org/0000-0002-3581-8078","https://orcid.org/0000-0002-1014-7052"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nicholas S Peters","raw_affiliation_strings":["Imperial College London, London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London, London","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068696789","display_name":"Declan P. O\u2019Regan","orcid":"https://orcid.org/0000-0002-0691-0270","observed_orcids":["https://orcid.org/0000-0002-0691-0270"]},"institutions":[{"id":"https://openalex.org/I4210161592","display_name":"MRC London Institute of Medical Sciences","ror":"https://ror.org/05p1n6x86","country_code":"GB","type":"facility","lineage":["https://openalex.org/I4210161592","https://openalex.org/I47508984"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Declan O'Regan","raw_affiliation_strings":["MRC London Institute of Med Sciences, Imperial College London, London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MRC London Institute of Med Sciences, Imperial College London, London","institution_ids":["https://openalex.org/I4210161592","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074936599","display_name":"Marek Mal\u00edk","orcid":"https://orcid.org/0000-0002-3792-1407","observed_orcids":["https://orcid.org/0000-0002-3792-1407"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Marek Malik","raw_affiliation_strings":["Imperial College London, London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London, London","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019656474","display_name":"James S. Ware","orcid":"https://orcid.org/0000-0002-6110-5880","observed_orcids":["https://orcid.org/0000-0002-6110-5880"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"James S Ware","raw_affiliation_strings":["Imperial College London, London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London, London","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100725966","display_name":"Ant\u00f4nio Luiz Pinho Ribeiro","orcid":"https://orcid.org/0000-0002-2740-0042","observed_orcids":["https://orcid.org/0000-0002-2740-0042","https://orcid.org/0000-0002-0364-3584","https://orcid.org/0000-0003-3632-8529"]},"institutions":[{"id":"https://openalex.org/I110200422","display_name":"Universidade Federal de Minas Gerais","ror":"https://ror.org/0176yjw32","country_code":"BR","type":"education","lineage":["https://openalex.org/I110200422"]},{"id":"https://openalex.org/I123387679","display_name":"Uppsala University","ror":"https://ror.org/048a87296","country_code":"SE","type":"education","lineage":["https://openalex.org/I123387679"]}],"countries":["BR","SE"],"is_corresponding":false,"raw_author_name":"Antonio Ribeiro","raw_affiliation_strings":["Dept of Information Technology, Uppsala Univ, Sweden","Universidade Federal de Minas Gerais, Belo Horizonte, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept of Information Technology, Uppsala Univ, Sweden","institution_ids":["https://openalex.org/I123387679"]},{"raw_affiliation_string":"Universidade Federal de Minas Gerais, Belo Horizonte, Brazil","institution_ids":["https://openalex.org/I110200422"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075213080","display_name":"Fu Siong Ng","orcid":"https://orcid.org/0000-0002-8681-4368","observed_orcids":["https://orcid.org/0000-0002-8681-4368"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Fu Siong Ng","raw_affiliation_strings":["Imperial College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":8,"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":"148","issue":"Suppl_1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9409000277519226,"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":0.9409000277519226,"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/T10217","display_name":"Cardiac electrophysiology and arrhythmias","score":0.04430000111460686,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.007600000128149986,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/ai-ecg","display_name":"AI-ECG","score":0.7319999933242798},{"id":"https://openalex.org/keywords/all-cause-mortality","display_name":"all-cause mortality","score":0.8820000290870667},{"id":"https://openalex.org/keywords/cardiovascular-disease-prediction","display_name":"cardiovascular disease prediction","score":0.878000020980835},{"id":"https://openalex.org/keywords/atrial-fibrillation","display_name":"atrial fibrillation","score":0.7540000081062317},{"id":"https://openalex.org/keywords/ischemic-heart-disease","display_name":"ischemic heart disease","score":0.8019999861717224},{"id":"https://openalex.org/keywords/ventricular-tachycardia","display_name":"ventricular tachycardia","score":0.7950000166893005},{"id":"https://openalex.org/keywords/cardiac-arrest","display_name":"cardiac arrest","score":0.8769999742507935},{"id":"https://openalex.org/keywords/heart-failure","display_name":"heart failure","score":0.8859999775886536},{"id":"https://openalex.org/keywords/atrioventricular-block","display_name":"atrioventricular block","score":0.7020000219345093},{"id":"https://openalex.org/keywords/cardiac-chamber-volumes","display_name":"cardiac chamber volumes","score":0.6930000185966492},{"id":"https://openalex.org/keywords/cardiac-output","display_name":"cardiac output","score":0.7649999856948853},{"id":"https://openalex.org/keywords/scn10a","display_name":"SCN10A","score":0.8849999904632568},{"id":"https://openalex.org/keywords/scn5a","display_name":"SCN5A","score":1.0},{"id":"https://openalex.org/keywords/caveolin-1","display_name":"caveolin-1","score":0.9990000128746033},{"id":"https://openalex.org/keywords/arhgap24","display_name":"ARHGAP24","score":0.9990000128746033},{"id":"https://openalex.org/keywords/cardiac-conduction","display_name":"cardiac conduction","score":0.8830000162124634},{"id":"https://openalex.org/keywords/cardiac-arrhythmia","display_name":"cardiac arrhythmias","score":0.9049999713897705},{"id":"https://openalex.org/keywords/grad-cam","display_name":"Grad-CAM","score":0.6729999780654907},{"id":"https://openalex.org/keywords/external-validation","display_name":"external validation","score":0.4880000054836273}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.8674722909927368},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.6514053344726562},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.6513723731040955},{"id":"https://openalex.org/C111773187","wikidata":"https://www.wikidata.org/wiki/Q1969239","display_name":"QRS complex","level":2,"score":0.584077000617981},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.496069997549057},{"id":"https://openalex.org/C118441451","wikidata":"https://www.wikidata.org/wiki/Q12074763","display_name":"QT interval","level":2,"score":0.4306280314922333},{"id":"https://openalex.org/C2778198053","wikidata":"https://www.wikidata.org/wiki/Q181754","display_name":"Heart failure","level":2,"score":0.42563366889953613},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4229591488838196},{"id":"https://openalex.org/C2780040984","wikidata":"https://www.wikidata.org/wiki/Q79785","display_name":"Electrocardiography","level":2,"score":0.42172718048095703}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1161/circ.148.suppl_1.13245","doi":"https://doi.org/10.1161/circ.148.suppl_1.13245","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1161/circ.148.suppl_1.13245","pdf_url":null,"source":{"id":"https://openalex.org/S116251202","display_name":"Circulation","issn_l":"0009-7322","issn":["0009-7322","1524-4539"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-3","medline","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315671","host_organization_name":"Lippincott Williams & Wilkins","host_organization_lineage":["https://openalex.org/P4310315671","https://openalex.org/P4310318547"],"host_organization_lineage_names":["Lippincott Williams & Wilkins","Wolters Kluwer"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Circulation","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9922999739646912,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4388600044","https://openalex.org/W4404358092","https://openalex.org/W4384567964","https://openalex.org/W4384567873","https://openalex.org/W4377015818","https://openalex.org/W3199042951","https://openalex.org/W3104075323","https://openalex.org/W3010842103","https://openalex.org/W2079722819","https://openalex.org/W4377984041"],"abstract_inverted_index":{"Background":[0],"Subtle":[1],"prognostically-important":[2],"ECG":[3,22,32,41,57,243,251],"features":[4,23,42,58,252],"may":[5,220],"not":[6,28,213],"be":[7,221,254],"apparent":[8],"to":[9,30,73,107,256],"physicians.":[10],"In":[11,77],"the":[12,78,84,122,231,242,279],"course":[13],"of":[14,21,121,153,169,241,246],"supervised":[15],"machine":[16,71],"learning":[17,72],"(ML),":[18],"many":[19],"thousands":[20],"are":[24,27],"identified.":[25,282],"These":[26],"limited":[29],"conventional":[31],"parameters":[33],"and":[34,48,51,68,144,180,190,202,209,219,234,260,269,272],"morphology.":[35],"Hypothesis:":[36],"Novel":[37],"neural":[38],"network":[39],"(NN)-derived":[40],"can":[43,253],"predict":[44,257],"future":[45,170,261],"cardiovascular":[46,262],"disease":[47],"mortality":[49,90,105,154,259],"Methods":[50],"Results:":[52],"We":[53,134,264],"extracted":[54],"5120":[55],"NN-derived":[56,250],"from":[59],"an":[60],"AI-ECG":[61],"model":[62],"trained":[63],"for":[64,94,244,278],"six":[65],"simple":[66],"diagnoses":[67],"applied":[69],"unsupervised":[70],"identify":[74],"three":[75,85],"phenogroups.":[76],"derivation":[79],"cohort":[80],"(CODE,":[81],"1,558,421":[82],"subjects),":[83],"phenogroups":[86,123],"had":[87,99,148,165,185],"significantly":[88,150],"different":[89],"profiles.":[91],"After":[92],"adjusting":[93],"known":[95],"covariates,":[96],"phenogroup":[97,108,146,163,247],"B":[98,147,164,184],"a":[100,127,149,166,215,222],"20%":[101],"increase":[102],"in":[103,126,139,155,206],"long-term":[104],"compared":[106],"A":[109,194],"(HR":[110],"1.20,":[111],"95%":[112],"CI":[113],"1.17-1.23,":[114],"p":[115],"<":[116],"0.0001).":[117],"The":[118],"predictive":[119],"ability":[120],"was":[124],"retained":[125],"group":[128],"with":[129],"physician":[130],"confirmed":[131],"normal":[132],"ECGs.":[133],"externally":[135],"validated":[136],"our":[137],"findings":[138],"five":[140],"diverse":[141],"cohorts":[142],"(Figure)":[143],"found":[145],"greater":[151],"risk":[152,281],"all":[156],"cohorts.":[157],"Phenome-wide":[158],"association":[159],"study":[160],"(PheWAS)":[161],"showed":[162],"higher":[167],"rate":[168],"AF,":[171],"ischaemic":[172],"heart":[173,177],"disease,":[174],"AV":[175],"block,":[176],"failure,":[178],"VT":[179],"cardiac":[181,187,192,207,217],"arrest.":[182],"Phenogroup":[183],"increased":[186,280],"chamber":[188],"volumes":[189],"decreased":[191],"output.":[193],"single-trait":[195],"GWAS":[196],"yielded":[197],"four":[198],"loci.":[199],"SCN10A,":[200],"SCN5A":[201],"CAV1":[203],"have":[204,214,265],"roles":[205],"conduction":[208],"arrhythmia.":[210],"ARHGAP24":[211],"does":[212],"clear":[216],"role":[218],"novel":[223,270],"target.":[224],"Gradient-weighted":[225],"Class":[226],"Activation":[227],"Mapping":[228],"(Grad-CAM)":[229],"identified":[230,266],"terminal":[232,235],"QRS":[233],"T":[236],"wave":[237],"as":[238],"important":[239],"regions":[240],"identification":[245],"B.":[248],"Conclusion:":[249],"used":[255],"all-cause":[258],"diseases.":[263],"biologically":[267],"plausible":[268],"phenotypic":[271],"genotypic":[273],"associations":[274],"that":[275],"describe":[276],"mechanisms":[277]},"counts_by_year":[],"updated_date":"2026-11-05T12:25:35.769452","created_date":"2023-12-20T00:00:00"}
