{"id":"https://openalex.org/W4406281868","doi":"https://doi.org/10.1038/s41746-024-01418-9","title":"Unsupervised deep learning of electrocardiograms enables scalable human disease profiling","display_name":"Unsupervised deep learning of electrocardiograms enables scalable human disease profiling","publication_year":2025,"publication_date":"2025-01-12","ids":{"openalex":"https://openalex.org/W4406281868","doi":"https://doi.org/10.1038/s41746-024-01418-9","pmid":"https://pubmed.ncbi.nlm.nih.gov/39799251"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-024-01418-9","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01418-9","pdf_url":"https://www.nature.com/articles/s41746-024-01418-9.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-024-01418-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054879244","display_name":"Sam Friedman","orcid":"https://orcid.org/0000-0002-0688-2169"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sam F. Friedman","raw_affiliation_strings":["Data Sciences Platform, The Broad Institute of MIT and Harvard, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-0688-2169","affiliations":[{"raw_affiliation_string":"Data Sciences Platform, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041028758","display_name":"Shaan Khurshid","orcid":"https://orcid.org/0000-0002-2840-4539"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]},{"id":"https://openalex.org/I2802640032","display_name":"Foundation Center","ror":"https://ror.org/0377f6951","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I2802640032"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shaan Khurshid","raw_affiliation_strings":["Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA","Telemachus and Irene Demoulas Family Foundation Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-2840-4539","affiliations":[{"raw_affiliation_string":"Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]},{"raw_affiliation_string":"Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I4210087915"]},{"raw_affiliation_string":"Telemachus and Irene Demoulas Family Foundation Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I2802640032","https://openalex.org/I4210087915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043291463","display_name":"Rachael A. Venn","orcid":"https://orcid.org/0000-0001-8608-2366"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]},{"id":"https://openalex.org/I2802640032","display_name":"Foundation Center","ror":"https://ror.org/0377f6951","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I2802640032"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rachael A. Venn","raw_affiliation_strings":["Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA","Telemachus and Irene Demoulas Family Foundation Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]},{"raw_affiliation_string":"Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I4210087915"]},{"raw_affiliation_string":"Telemachus and Irene Demoulas Family Foundation Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I2802640032","https://openalex.org/I4210087915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100327881","display_name":"Xin Wang","orcid":"https://orcid.org/0000-0002-0322-8970"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xin Wang","raw_affiliation_strings":["Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]},{"raw_affiliation_string":"Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I4210087915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112732022","display_name":"Nate Diamant","orcid":null},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nate Diamant","raw_affiliation_strings":["Data Sciences Platform, The Broad Institute of MIT and Harvard, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Data Sciences Platform, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030590605","display_name":"Paolo Di Achille","orcid":"https://orcid.org/0000-0001-9256-0678"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paolo Di Achille","raw_affiliation_strings":["Data Sciences Platform, The Broad Institute of MIT and Harvard, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0001-9256-0678","affiliations":[{"raw_affiliation_string":"Data Sciences Platform, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005968538","display_name":"Lu\u2010Chen Weng","orcid":"https://orcid.org/0000-0003-1475-4930"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lu-Chen Weng","raw_affiliation_strings":["Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA"],"raw_orcid":"https://orcid.org/0000-0003-1475-4930","affiliations":[{"raw_affiliation_string":"Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]},{"raw_affiliation_string":"Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I4210087915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041586675","display_name":"Seung Hoan Choi","orcid":"https://orcid.org/0000-0002-2797-3190"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Seung Hoan Choi","raw_affiliation_strings":["Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-2797-3190","affiliations":[{"raw_affiliation_string":"Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011390027","display_name":"Christopher Reeder","orcid":"https://orcid.org/0000-0002-3893-2423"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christopher Reeder","raw_affiliation_strings":["Data Sciences Platform, The Broad Institute of MIT and Harvard, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-3893-2423","affiliations":[{"raw_affiliation_string":"Data Sciences Platform, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014525847","display_name":"James P. Pirruccello","orcid":"https://orcid.org/0000-0001-6088-4037"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]},{"id":"https://openalex.org/I180670191","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54","country_code":"US","type":"education","lineage":["https://openalex.org/I180670191"]},{"id":"https://openalex.org/I76766440","display_name":"University of San Francisco","ror":"https://ror.org/029m7xn54","country_code":"US","type":"education","lineage":["https://openalex.org/I76766440"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James P. Pirruccello","raw_affiliation_strings":["Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","Division of Cardiology, University of California San Francisco, San Francisco, San Francisco, CA, USA","Institute for Human Genetics, University of California San Francisco, San Francisco, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-6088-4037","affiliations":[{"raw_affiliation_string":"Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]},{"raw_affiliation_string":"Division of Cardiology, University of California San Francisco, San Francisco, San Francisco, CA, USA","institution_ids":["https://openalex.org/I180670191","https://openalex.org/I76766440"]},{"raw_affiliation_string":"Institute for Human Genetics, University of California San Francisco, San Francisco, CA, USA","institution_ids":["https://openalex.org/I180670191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102949355","display_name":"Pulkit Singh","orcid":"https://orcid.org/0000-0002-1538-5519"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pulkit Singh","raw_affiliation_strings":["Data Sciences Platform, The Broad Institute of MIT and Harvard, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-1538-5519","affiliations":[{"raw_affiliation_string":"Data Sciences Platform, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032042423","display_name":"Emily S. Lau","orcid":"https://orcid.org/0000-0001-9361-6397"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Emily S. Lau","raw_affiliation_strings":["Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA","Division of Cardiology, Massachusetts General Hospital, Boston, MA, USA"],"raw_orcid":"https://orcid.org/0000-0001-9361-6397","affiliations":[{"raw_affiliation_string":"Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]},{"raw_affiliation_string":"Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I4210087915"]},{"raw_affiliation_string":"Division of Cardiology, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I4210087915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008444707","display_name":"Anthony Philippakis","orcid":"https://orcid.org/0000-0001-6953-3794"},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anthony Philippakis","raw_affiliation_strings":["Google Ventures, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0001-6953-3794","affiliations":[{"raw_affiliation_string":"Google Ventures, Cambridge, MA, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006140547","display_name":"Christopher D. Anderson","orcid":"https://orcid.org/0000-0002-0053-2002"},"institutions":[{"id":"https://openalex.org/I1283280774","display_name":"Brigham and Women's Hospital","ror":"https://ror.org/04b6nzv94","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1283280774","https://openalex.org/I48633490"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christopher D. Anderson","raw_affiliation_strings":["Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA","Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA","Henry and Allison McCance Center for Brain Health, Massachusetts General Hospital, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I4210087915"]},{"raw_affiliation_string":"Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I1283280774"]},{"raw_affiliation_string":"Henry and Allison McCance Center for Brain Health, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I4210087915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084779220","display_name":"Mahnaz Maddah","orcid":"https://orcid.org/0000-0002-9837-6000"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mahnaz Maddah","raw_affiliation_strings":["Data Sciences Platform, The Broad Institute of MIT and Harvard, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-9837-6000","affiliations":[{"raw_affiliation_string":"Data Sciences Platform, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005297730","display_name":"Puneet Batra","orcid":"https://orcid.org/0000-0001-6822-0593"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Puneet Batra","raw_affiliation_strings":["Data Sciences Platform, The Broad Institute of MIT and Harvard, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Data Sciences Platform, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069822855","display_name":"Patrick T. Ellinor","orcid":"https://orcid.org/0000-0002-2067-0533"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]},{"id":"https://openalex.org/I2802640032","display_name":"Foundation Center","ror":"https://ror.org/0377f6951","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I2802640032"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Patrick T. Ellinor","raw_affiliation_strings":["Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA","Telemachus and Irene Demoulas Family Foundation Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-2067-0533","affiliations":[{"raw_affiliation_string":"Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]},{"raw_affiliation_string":"Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I4210087915"]},{"raw_affiliation_string":"Telemachus and Irene Demoulas Family Foundation Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I2802640032","https://openalex.org/I4210087915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004356613","display_name":"Jennifer E. Ho","orcid":"https://orcid.org/0000-0002-7987-4768"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]},{"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":"Jennifer E. Ho","raw_affiliation_strings":["CardioVascular Institute and Division of Cardiology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA","Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-7987-4768","affiliations":[{"raw_affiliation_string":"CardioVascular Institute and Division of Cardiology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA","institution_ids":["https://openalex.org/I1316535847"]},{"raw_affiliation_string":"Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042984133","display_name":"Steven A. Lubitz","orcid":"https://orcid.org/0000-0002-9599-4866"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]},{"id":"https://openalex.org/I2802640032","display_name":"Foundation Center","ror":"https://ror.org/0377f6951","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I2802640032"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Steven A. Lubitz","raw_affiliation_strings":["Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA. slubitz@mgh.harvard.edu","Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA. slubitz@mgh.harvard.edu","Telemachus and Irene Demoulas Family Foundation Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, MA, USA. slubitz@mgh.harvard.edu","Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA","Telemachus and Irene Demoulas Family Foundation Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-9599-4866","affiliations":[{"raw_affiliation_string":"Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA. slubitz@mgh.harvard.edu","institution_ids":["https://openalex.org/I107606265"]},{"raw_affiliation_string":"Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA. slubitz@mgh.harvard.edu","institution_ids":["https://openalex.org/I4210087915"]},{"raw_affiliation_string":"Telemachus and Irene Demoulas Family Foundation Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, MA, USA. slubitz@mgh.harvard.edu","institution_ids":["https://openalex.org/I4210087915"]},{"raw_affiliation_string":"Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]},{"raw_affiliation_string":"Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I4210087915"]},{"raw_affiliation_string":"Telemachus and Irene Demoulas Family Foundation Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I2802640032","https://openalex.org/I4210087915"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5042984133"],"corresponding_institution_ids":["https://openalex.org/I107606265","https://openalex.org/I2802640032","https://openalex.org/I4210087915"],"apc_list":{"value":3590,"currency":"USD","value_usd":3590},"apc_paid":{"value":3590,"currency":"USD","value_usd":3590},"fwci":15.1344,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.99278849,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"8","issue":"1","first_page":"23","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9936000108718872,"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"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9900000095367432,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/profiling","display_name":"Profiling (computer programming)","score":0.842190146446228},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6216644644737244},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6070140600204468},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5481378436088562},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.537892758846283},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.4316096901893616},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.41913729906082153},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3542504608631134},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3425911068916321},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.15905267000198364}],"concepts":[{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.842190146446228},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6216644644737244},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6070140600204468},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5481378436088562},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.537892758846283},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.4316096901893616},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.41913729906082153},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3542504608631134},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3425911068916321},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.15905267000198364},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1038/s41746-024-01418-9","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01418-9","pdf_url":"https://www.nature.com/articles/s41746-024-01418-9.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:39799251","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39799251","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":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:escholarship.org:ark:/13030/qt9rm1x37k","is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/9rm1x37k","pdf_url":"https://escholarship.org/content/qt9rm1x37k/qt9rm1x37k.pdf","source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"npj Digital Medicine, vol 8, iss 1","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11724961","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11724961","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11724961/pdf/41746_2024_Article_1418.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NPJ Digit Med","raw_type":"Text"},{"id":"pmh:ark:/13030/qt9rm1x37k","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},{"id":"pmh:oai:doaj.org/article:a06932aedc4e4d5ab67fc4215739cd9c","is_oa":true,"landing_page_url":"https://doaj.org/article/a06932aedc4e4d5ab67fc4215739cd9c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"npj Digital Medicine, Vol 8, Iss 1, Pp 1-13 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1038/s41746-024-01418-9","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01418-9","pdf_url":"https://www.nature.com/articles/s41746-024-01418-9.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G102488861","display_name":null,"funder_award_id":"23CDA1050571","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G1030903608","display_name":null,"funder_award_id":"R01 HL160003","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G1062825794","display_name":null,"funder_award_id":"K08 HL159346","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G1152007824","display_name":"Mentoring in Patient-Oriented and Translational HFpEF Research","funder_award_id":"1k24hl153669-01","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G150744415","display_name":null,"funder_award_id":"R01 HL139731","funder_id":"https://openalex.org/F4320306085","funder_display_name":"U.S. Department of Health and Human Services"},{"id":"https://openalex.org/G1598400635","display_name":null,"funder_award_id":"1R01HL139731","funder_id":"https://openalex.org/F4320306085","funder_display_name":"U.S. Department of Health and Human Services"},{"id":"https://openalex.org/G164608745","display_name":null,"funder_award_id":"R01NS103924","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G1723146954","display_name":null,"funder_award_id":"K24 HL153669","funder_id":"https://openalex.org/F4320306085","funder_display_name":"U.S. Department of Health and Human Services"},{"id":"https://openalex.org/G1742652086","display_name":null,"funder_award_id":"R01-HL160003","funder_id":"https://openalex.org/F4320306085","funder_display_name":"U.S. Department of Health and Human Services"},{"id":"https://openalex.org/G1904825286","display_name":"Precision Medicine in Ischemic Stroke and Atrial Fibrillation (PreMISe-AF)","funder_award_id":"18SFRN34250007","funder_id":"https://openalex.org/F4320306230","funder_display_name":"American Heart Association"},{"id":"https://openalex.org/G2173926592","display_name":null,"funder_award_id":"K24 HL105780","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G2263281995","display_name":"Deep learning to enable the genetic analysis of aorta","funder_award_id":"5k08hl159346-04","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2279902555","display_name":null,"funder_award_id":"1R01HL092577","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G2361925909","display_name":"Long-Term Endothelial Effects of COVID-19 in Obesity","funder_award_id":"5r01hl160003-03","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G249963705","display_name":"ERICH-GENE","funder_award_id":"5u01ns069763-10","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2581677850","display_name":null,"funder_award_id":"R01-HL140224","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G2741842356","display_name":"Using Electrocardiogram Genetics to Inform Arrhythmia Risk","funder_award_id":"1r01hl157635-01a1","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G314738307","display_name":null,"funder_award_id":"K23-HL159243","funder_id":"https://openalex.org/F4320306085","funder_display_name":"U.S. Department of Health and Human Services"},{"id":"https://openalex.org/G3478670248","display_name":"Mentoring in Patient-Oriented and Translational HFpEF Research","funder_award_id":"7k24hl153669-03","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G3502895078","display_name":"IDENTIFICATION OF COMMON GENETIC VARIANTS FOR ATRIAL FIBRILLATION AND PR INTERVAL","funder_award_id":"5r01hl092577-16","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G3544631665","display_name":"Sequencing Annotation and Functional Analysis in Risk of Intracerebral Hemorrhage","funder_award_id":"5r01ns103924-05","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G3618610423","display_name":null,"funder_award_id":"K24HL153669","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G3763011920","display_name":null,"funder_award_id":"R01HL139731","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G3847350151","display_name":"Eicosanoid Profiles as Determinants of HFpEF","funder_award_id":"7r01hl140224-05","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G3882852752","display_name":null,"funder_award_id":"R01NS103924","funder_id":"https://openalex.org/F4320306085","funder_display_name":"U.S. Department of Health and Human Services"},{"id":"https://openalex.org/G3897532131","display_name":null,"funder_award_id":"965,286","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G4077987447","display_name":null,"funder_award_id":"18SFRN34110082","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G4219881415","display_name":"Electrocardiogram-based deep learning and decision analysis to improve atrial fibrillation risk estimation","funder_award_id":"1k23hl169839-01","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G426421887","display_name":null,"funder_award_id":"R01 HL134893","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G446328521","display_name":null,"funder_award_id":"U01NS069763","funder_id":"https://openalex.org/F4320306085","funder_display_name":"U.S. Department of Health and Human Services"},{"id":"https://openalex.org/G4530570926","display_name":null,"funder_award_id":"K24HL105780","funder_id":"https://openalex.org/F4320306085","funder_display_name":"U.S. Department of Health and Human Services"},{"id":"https://openalex.org/G4548236204","display_name":"HFpEF Susceptibility in Women: The Role of Inflammation","funder_award_id":"5k23hl159243-03","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G4986023404","display_name":null,"funder_award_id":"R01-HL134893","funder_id":"https://openalex.org/F4320306085","funder_display_name":"U.S. Department of Health and Human Services"},{"id":"https://openalex.org/G5003834007","display_name":null,"funder_award_id":"K23 HL169839","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G5216550818","display_name":"The Association of Metabolic Disease and Pulmonary Hypertension","funder_award_id":"7r01hl134893-06","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5577546285","display_name":"Electrocardiogram-based deep learning and decision analysis to improve atrial fibrillation risk estimation","funder_award_id":"5k23hl169839-02","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5961991630","display_name":null,"funder_award_id":"21SFRN812095","funder_id":"https://openalex.org/F4320306230","funder_display_name":"American Heart Association"},{"id":"https://openalex.org/G6369611890","display_name":"Advancing Atrial Fibrillation Precision Medicine","funder_award_id":"18SFRN34110082","funder_id":"https://openalex.org/F4320306230","funder_display_name":"American Heart Association"},{"id":"https://openalex.org/G6486946130","display_name":null,"funder_award_id":"21SFRN812095","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6948229324","display_name":null,"funder_award_id":"K08HL159346","funder_id":"https://openalex.org/F4320306085","funder_display_name":"U.S. Department of Health and Human Services"},{"id":"https://openalex.org/G7124563012","display_name":null,"funder_award_id":"K23-HL159243","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G7184802058","display_name":null,"funder_award_id":"1R01HL139731","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G7193264296","display_name":null,"funder_award_id":"1R01HL092577","funder_id":"https://openalex.org/F4320306085","funder_display_name":"U.S. Department of Health and Human Services"},{"id":"https://openalex.org/G733687432","display_name":null,"funder_award_id":"R01 HL140224","funder_id":"https://openalex.org/F4320306085","funder_display_name":"U.S. Department of Health and Human Services"},{"id":"https://openalex.org/G759189331","display_name":null,"funder_award_id":"K23HL169839","funder_id":"https://openalex.org/F4320306085","funder_display_name":"U.S. Department of Health and Human Services"},{"id":"https://openalex.org/G7723117628","display_name":"Deep learning to enable the genetic analysis of aorta","funder_award_id":"7k08hl159346-03","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G8147749999","display_name":"Mentoring in Arrhythmia Research","funder_award_id":"5k24hl105780-10","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G8422410150","display_name":"Electrocardiogram-based deep learning and decision analysis to improve atrial fibrillation risk estimation","funder_award_id":"23CDA1050571","funder_id":"https://openalex.org/F4320306230","funder_display_name":"American Heart Association"},{"id":"https://openalex.org/G8630864450","display_name":null,"funder_award_id":"18SFRN34250007","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G8903779623","display_name":"HFpEF Susceptibility in Women: The Role of Inflammation","funder_award_id":"853922","funder_id":"https://openalex.org/F4320306230","funder_display_name":"American Heart Association"},{"id":"https://openalex.org/G917740572","display_name":"Genomics of Cardiac Arrhythmias","funder_award_id":"5r01hl139731-05","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320306085","display_name":"U.S. Department of Health and Human Services","ror":"https://ror.org/033jnv181"},{"id":"https://openalex.org/F4320306230","display_name":"American Heart Association","ror":"https://ror.org/013kjyp64"},{"id":"https://openalex.org/F4320312826","display_name":"Massachusetts Life Sciences Center","ror":null},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337338","display_name":"National Heart, Lung, and Blood Institute","ror":"https://ror.org/012pb6c26"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406281868.pdf","grobid_xml":"https://content.openalex.org/works/W4406281868.grobid-xml"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W1563795667","https://openalex.org/W1592890528","https://openalex.org/W1962132018","https://openalex.org/W1969208427","https://openalex.org/W1998083759","https://openalex.org/W2005464046","https://openalex.org/W2043808690","https://openalex.org/W2046070496","https://openalex.org/W2096212901","https://openalex.org/W2099545645","https://openalex.org/W2104382893","https://openalex.org/W2113005212","https://openalex.org/W2113105800","https://openalex.org/W2122637825","https://openalex.org/W2174921584","https://openalex.org/W2327444351","https://openalex.org/W2329243237","https://openalex.org/W2509888018","https://openalex.org/W2592477951","https://openalex.org/W2614948710","https://openalex.org/W2622250050","https://openalex.org/W2888932066","https://openalex.org/W2896557062","https://openalex.org/W2901226889","https://openalex.org/W2902644322","https://openalex.org/W2912275292","https://openalex.org/W2928542791","https://openalex.org/W2952312197","https://openalex.org/W2958874938","https://openalex.org/W2963873620","https://openalex.org/W2965520043","https://openalex.org/W2970154784","https://openalex.org/W2970428465","https://openalex.org/W2991180944","https://openalex.org/W3006594417","https://openalex.org/W3011295436","https://openalex.org/W3015582318","https://openalex.org/W3023175286","https://openalex.org/W3036820083","https://openalex.org/W3039248878","https://openalex.org/W3039412006","https://openalex.org/W3048030988","https://openalex.org/W3086703412","https://openalex.org/W3104075323","https://openalex.org/W3105238135","https://openalex.org/W3107396068","https://openalex.org/W3148150216","https://openalex.org/W3172090230","https://openalex.org/W3176556969","https://openalex.org/W3192128794","https://openalex.org/W3201628826","https://openalex.org/W3217339253","https://openalex.org/W4210242902","https://openalex.org/W4210381240","https://openalex.org/W4220867432","https://openalex.org/W4223532457","https://openalex.org/W4226147091","https://openalex.org/W4287578511","https://openalex.org/W4292280632","https://openalex.org/W4395959958","https://openalex.org/W6601883942","https://openalex.org/W6892708518"],"related_works":["https://openalex.org/W4380075502","https://openalex.org/W4220926404","https://openalex.org/W3123344745","https://openalex.org/W3196155444","https://openalex.org/W4321844043","https://openalex.org/W3210156800","https://openalex.org/W4390062853","https://openalex.org/W4297883248","https://openalex.org/W4255830763","https://openalex.org/W1583266947"],"abstract_inverted_index":{"The":[0,53,102,114],"12-lead":[1],"electrocardiogram":[2],"(ECG)":[3],"is":[4,22],"inexpensive":[5],"and":[6,31,38,49,63,88,128,141,158],"widely":[7],"available.":[8],"Whether":[9],"conditions":[10],"across":[11,99],"the":[12,20,51,72,100],"human":[13],"disease":[14,134,161],"landscape":[15],"can":[16,150],"be":[17,151],"detected":[18],"using":[19,124],"ECG":[21,36,56,104,115,126,156],"unclear.":[23],"We":[24,143],"developed":[25],"a":[26],"deep":[27],"learning":[28],"denoising":[29],"autoencoder":[30],"systematically":[32],"evaluated":[33],"associations":[34,59,98,121],"between":[35],"encodings":[37],"~1,600":[39],"Phecode-based":[40],"diseases":[41],"in":[42,71],"three":[43],"datasets":[44],"separate":[45],"from":[46],"model":[47,57,118],"development,":[48],"meta-analyzed":[50],"results.":[52],"latent":[54,116,147],"space":[55,117,148],"identified":[58],"with":[60,96,107],"645":[61],"prevalent":[62,133],"606":[64],"incident":[65],"Phecodes.":[66],"Associations":[67],"were":[68],"most":[69],"enriched":[70],"circulatory":[73],"(":[74,83,90],"n":[75,84,91],"=":[76,85,92],"140,":[77],"82%":[78],"of":[79,132],"category-specific":[80],"Phecodes),":[81],"respiratory":[82],"53,":[86],"62%)":[87],"endocrine/metabolic":[89],"73,":[93],"45%)":[94],"categories,":[95],"additional":[97],"phenome.":[101],"strongest":[103],"association":[105],"was":[106],"hypertension":[108],"(p":[109],"<":[110],"2.2\u00d710":[111],"-308":[112],").":[113],"demonstrated":[119],"more":[120],"than":[122],"models":[123,137,149],"standard":[125],"intervals,":[127],"offered":[129],"favorable":[130],"discrimination":[131],"compared":[135],"to":[136,153],"comprising":[138],"age,":[139],"sex,":[140],"race.":[142],"further":[144],"demonstrate":[145],"how":[146],"used":[152],"generate":[154],"disease-specific":[155],"waveforms":[157],"facilitate":[159],"individual":[160],"profiling.":[162]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":11}],"updated_date":"2026-08-18T07:49:30.821534","created_date":"2025-10-10T00:00:00"}
