{"id":"https://openalex.org/W4406274490","doi":"https://doi.org/10.1038/s41746-024-01407-y","title":"Identification of cardiac wall motion abnormalities in diverse populations by deep learning of the electrocardiogram","display_name":"Identification of cardiac wall motion abnormalities in diverse populations by deep learning of the electrocardiogram","publication_year":2025,"publication_date":"2025-01-11","ids":{"openalex":"https://openalex.org/W4406274490","doi":"https://doi.org/10.1038/s41746-024-01407-y","pmid":"https://pubmed.ncbi.nlm.nih.gov/39799179"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-024-01407-y","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01407-y","pdf_url":"https://www.nature.com/articles/s41746-024-01407-y.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/s41746-024-01407-y.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005580719","display_name":"Albert J. Rogers","orcid":"https://orcid.org/0000-0001-6585-534X"},"institutions":[{"id":"https://openalex.org/I25790992","display_name":"Cardiovascular Institute of the South","ror":"https://ror.org/02c2gwm94","country_code":"US","type":"other","lineage":["https://openalex.org/I25790992"]},{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Albert J. Rogers","raw_affiliation_strings":["Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA. rogersaj@stanford.edu","Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA. rogersaj@stanford.edu","Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA","Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA. rogersaj@stanford.edu","institution_ids":["https://openalex.org/I25790992","https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA. rogersaj@stanford.edu","institution_ids":["https://openalex.org/I97018004","https://openalex.org/I4210137306"]},{"raw_affiliation_string":"Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I25790992","https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089115718","display_name":"Neal K. Bhatia","orcid":"https://orcid.org/0000-0002-8021-6631"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Neal K. Bhatia","raw_affiliation_strings":["Department of Medicine, Emory University, Atlanta, GA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Emory University, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071664360","display_name":"Sabyasachi Bandyopadhyay","orcid":"https://orcid.org/0000-0003-4490-1946"},"institutions":[{"id":"https://openalex.org/I25790992","display_name":"Cardiovascular Institute of the South","ror":"https://ror.org/02c2gwm94","country_code":"US","type":"other","lineage":["https://openalex.org/I25790992"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sabyasachi Bandyopadhyay","raw_affiliation_strings":["Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I25790992","https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059615819","display_name":"James Tooley","orcid":"https://orcid.org/0000-0002-9753-0360"},"institutions":[{"id":"https://openalex.org/I25790992","display_name":"Cardiovascular Institute of the South","ror":"https://ror.org/02c2gwm94","country_code":"US","type":"other","lineage":["https://openalex.org/I25790992"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James Tooley","raw_affiliation_strings":["Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I25790992","https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113075671","display_name":"Rayan Ansari","orcid":null},"institutions":[{"id":"https://openalex.org/I25790992","display_name":"Cardiovascular Institute of the South","ror":"https://ror.org/02c2gwm94","country_code":"US","type":"other","lineage":["https://openalex.org/I25790992"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rayan Ansari","raw_affiliation_strings":["Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I25790992","https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000421395","display_name":"Vyom Thakkar","orcid":null},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vyom Thakkar","raw_affiliation_strings":["Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002461935","display_name":"Justin Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Justin Xu","raw_affiliation_strings":["Department of Computer Science, Stanford University, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089034549","display_name":"Jessica Torres Soto","orcid":"https://orcid.org/0000-0003-0490-4448"},"institutions":[{"id":"https://openalex.org/I25790992","display_name":"Cardiovascular Institute of the South","ror":"https://ror.org/02c2gwm94","country_code":"US","type":"other","lineage":["https://openalex.org/I25790992"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jessica Torres Soto","raw_affiliation_strings":["Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I25790992","https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102379023","display_name":"Jagteshwar Tung","orcid":null},"institutions":[{"id":"https://openalex.org/I25790992","display_name":"Cardiovascular Institute of the South","ror":"https://ror.org/02c2gwm94","country_code":"US","type":"other","lineage":["https://openalex.org/I25790992"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jagteshwar S. Tung","raw_affiliation_strings":["Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I25790992","https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068389127","display_name":"Mahmood Alhusseini","orcid":null},"institutions":[{"id":"https://openalex.org/I25790992","display_name":"Cardiovascular Institute of the South","ror":"https://ror.org/02c2gwm94","country_code":"US","type":"other","lineage":["https://openalex.org/I25790992"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mahmood I. Alhusseini","raw_affiliation_strings":["Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I25790992","https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068230851","display_name":"Paul Clopton","orcid":null},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paul Clopton","raw_affiliation_strings":["Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069641751","display_name":"Reza Sameni","orcid":"https://orcid.org/0000-0003-4913-6825"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Reza Sameni","raw_affiliation_strings":["Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, USA","Department of Biomedical Informatics, Emory University, Atlanta, GA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"Department of Biomedical Informatics, Emory University, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048842509","display_name":"Gari D. Clifford","orcid":"https://orcid.org/0000-0002-5709-201X"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gari D. Clifford","raw_affiliation_strings":["Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, USA","Department of Biomedical Informatics, Emory University, Atlanta, GA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"Department of Biomedical Informatics, Emory University, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033073989","display_name":"J. Weston Hughes","orcid":"https://orcid.org/0000-0002-7042-4031"},"institutions":[{"id":"https://openalex.org/I25790992","display_name":"Cardiovascular Institute of the South","ror":"https://ror.org/02c2gwm94","country_code":"US","type":"other","lineage":["https://openalex.org/I25790992"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"J. Weston Hughes","raw_affiliation_strings":["Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I25790992","https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075711252","display_name":"Euan A. Ashley","orcid":"https://orcid.org/0000-0001-9418-9577"},"institutions":[{"id":"https://openalex.org/I25790992","display_name":"Cardiovascular Institute of the South","ror":"https://ror.org/02c2gwm94","country_code":"US","type":"other","lineage":["https://openalex.org/I25790992"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Euan A. Ashley","raw_affiliation_strings":["Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I25790992","https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064567795","display_name":"Marco P\u00e9rez","orcid":"https://orcid.org/0000-0003-2746-0202"},"institutions":[{"id":"https://openalex.org/I25790992","display_name":"Cardiovascular Institute of the South","ror":"https://ror.org/02c2gwm94","country_code":"US","type":"other","lineage":["https://openalex.org/I25790992"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marco V. Perez","raw_affiliation_strings":["Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I25790992","https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005554337","display_name":"Matei Zaharia","orcid":"https://orcid.org/0000-0002-7547-7204"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matei Zaharia","raw_affiliation_strings":["Department of Computer Science, UC Berkeley, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, UC Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026533006","display_name":"Sanjiv M. Narayan","orcid":"https://orcid.org/0000-0001-7552-5053"},"institutions":[{"id":"https://openalex.org/I25790992","display_name":"Cardiovascular Institute of the South","ror":"https://ror.org/02c2gwm94","country_code":"US","type":"other","lineage":["https://openalex.org/I25790992"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sanjiv M. Narayan","raw_affiliation_strings":["Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I25790992","https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":18,"corresponding_author_ids":["https://openalex.org/A5005580719"],"corresponding_institution_ids":["https://openalex.org/I25790992","https://openalex.org/I4210137306","https://openalex.org/I97018004"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":6.4368,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.96286799,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"8","issue":"1","first_page":"21","last_page":"21"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10217","display_name":"Cardiac electrophysiology and arrhythmias","score":0.9990000128746033,"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/T10217","display_name":"Cardiac electrophysiology and arrhythmias","score":0.9990000128746033,"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/T10821","display_name":"Cardiovascular Function and Risk Factors","score":0.9987000226974487,"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/T10065","display_name":"Atrial Fibrillation Management and Outcomes","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6523724794387817},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6501931548118591},{"id":"https://openalex.org/keywords/qrs-complex","display_name":"QRS complex","score":0.5850923657417297},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.5475760698318481},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.527627170085907},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5248183012008667},{"id":"https://openalex.org/keywords/gold-standard","display_name":"Gold standard (test)","score":0.5082916617393494},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5052347779273987},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.5011520385742188},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.4839504063129425},{"id":"https://openalex.org/keywords/parsing","display_name":"Parsing","score":0.4315650165081024},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.4243747293949127},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3569289743900299}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6523724794387817},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6501931548118591},{"id":"https://openalex.org/C111773187","wikidata":"https://www.wikidata.org/wiki/Q1969239","display_name":"QRS complex","level":2,"score":0.5850923657417297},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.5475760698318481},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.527627170085907},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5248183012008667},{"id":"https://openalex.org/C40993552","wikidata":"https://www.wikidata.org/wiki/Q514654","display_name":"Gold standard (test)","level":2,"score":0.5082916617393494},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5052347779273987},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.5011520385742188},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.4839504063129425},{"id":"https://openalex.org/C186644900","wikidata":"https://www.wikidata.org/wiki/Q194152","display_name":"Parsing","level":2,"score":0.4315650165081024},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.4243747293949127},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3569289743900299}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s41746-024-01407-y","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01407-y","pdf_url":"https://www.nature.com/articles/s41746-024-01407-y.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:39799179","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39799179","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:pubmedcentral.nih.gov:11724909","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11724909","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11724909/pdf/41746_2024_Article_1407.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-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:oai:doaj.org/article:436621723e19411aa682cfe576df7333","is_oa":true,"landing_page_url":"https://doaj.org/article/436621723e19411aa682cfe576df7333","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":"npj Digital Medicine, Vol 8, Iss 1, Pp 1-10 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1038/s41746-024-01407-y","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01407-y","pdf_url":"https://www.nature.com/articles/s41746-024-01407-y.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/G1022038132","display_name":null,"funder_award_id":"HL83359","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2499887605","display_name":null,"funder_award_id":"DGE-1656518","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G320138474","display_name":null,"funder_award_id":"-1656518","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G379021066","display_name":null,"funder_award_id":"23CDA933663","funder_id":"https://openalex.org/F4320306230","funder_display_name":"American Heart Association"},{"id":"https://openalex.org/G4455154","display_name":null,"funder_award_id":"T32 HL166155","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G4881893279","display_name":null,"funder_award_id":"K23 HL166977","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G4903437645","display_name":null,"funder_award_id":"1942926","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5267932457","display_name":null,"funder_award_id":"1656518","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5820642400","display_name":null,"funder_award_id":"R01 HL149134","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6345853531","display_name":null,"funder_award_id":"unknown","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6374016027","display_name":null,"funder_award_id":"1942926","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6671297155","display_name":null,"funder_award_id":"CAREER","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7909724727","display_name":null,"funder_award_id":"R01 HL1662260","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G848032724","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G985179452","display_name":null,"funder_award_id":"HL149134","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306230","display_name":"American Heart Association","ror":"https://ror.org/013kjyp64"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406274490.pdf"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W116575883","https://openalex.org/W1932708174","https://openalex.org/W1966480984","https://openalex.org/W2002928850","https://openalex.org/W2004114486","https://openalex.org/W2004263664","https://openalex.org/W2006194747","https://openalex.org/W2010659616","https://openalex.org/W2010909136","https://openalex.org/W2020730810","https://openalex.org/W2069438495","https://openalex.org/W2069823810","https://openalex.org/W2070544089","https://openalex.org/W2080813701","https://openalex.org/W2090213569","https://openalex.org/W2093079728","https://openalex.org/W2166485006","https://openalex.org/W2402894016","https://openalex.org/W2531380628","https://openalex.org/W2608727547","https://openalex.org/W2750333171","https://openalex.org/W2789374978","https://openalex.org/W2886056450","https://openalex.org/W2895455323","https://openalex.org/W2903744484","https://openalex.org/W2919383900","https://openalex.org/W2965520043","https://openalex.org/W2972255700","https://openalex.org/W2981624778","https://openalex.org/W3000630830","https://openalex.org/W3003257820","https://openalex.org/W3008117014","https://openalex.org/W3083913352","https://openalex.org/W3103145119","https://openalex.org/W3104775553","https://openalex.org/W3106752039","https://openalex.org/W4386688954","https://openalex.org/W6922554376","https://openalex.org/W6940815720"],"related_works":["https://openalex.org/W832193342","https://openalex.org/W1987850981","https://openalex.org/W4375867731","https://openalex.org/W4377865163","https://openalex.org/W3193857078","https://openalex.org/W2888956734","https://openalex.org/W3000197790","https://openalex.org/W4315865067","https://openalex.org/W3208304128","https://openalex.org/W2979433843"],"abstract_inverted_index":{"Cardiac":[0],"wall":[1],"motion":[2],"abnormalities":[3],"(WMA)":[4],"are":[5],"strong":[6],"predictors":[7],"of":[8,69,91,112],"mortality,":[9],"but":[10],"current":[11],"screening":[12,132],"methods":[13],"using":[14,38,65],"Q":[15],"waves":[16],"from":[17,57,104,121],"electrocardiograms":[18],"(ECGs)":[19],"have":[20],"limited":[21],"accuracy":[22],"and":[23,27,54,62,79,85,123],"vary":[24],"across":[25],"racial":[26],"ethnic":[28],"groups.":[29],"This":[30,126],"study":[31],"aimed":[32],"to":[33,41],"identify":[34],"novel":[35],"ECG":[36,53,83],"features":[37],"deep":[39,73,127],"learning":[40,128],"enhance":[42],"WMA":[43,64,131],"detection,":[44],"referencing":[45],"echocardiography":[46],"as":[47],"the":[48],"gold":[49],"standard.":[50],"We":[51],"collected":[52],"echocardiogram":[55],"data":[56],"35,210":[58],"patients":[59],"in":[60,100],"California":[61],"labeled":[63],"unstructured":[66],"language":[67],"parsing":[68],"echocardiographic":[70],"reports.":[71],"A":[72],"neural":[74],"network":[75],"(ECG-WMA-Net)":[76],"was":[77,97],"trained":[78],"outperformed":[80],"both":[81],"expert":[82],"interpretation":[84],"Q-wave":[86],"indices,":[87],"achieving":[88],"an":[89,110],"AUROC":[90],"0.781":[92],"(CI:":[93,114],"0.762-0.799).":[94],"The":[95],"model":[96],"externally":[98],"validated":[99],"a":[101],"diverse":[102],"cohort":[103],"Georgia":[105],"(n":[106],"=":[107],"2338),":[108],"with":[109],"AUC":[111],"0.723":[113],"0.685-0.757).":[115],"Explainability":[116],"analysis":[117],"revealed":[118],"significant":[119],"contributions":[120],"QRS":[122],"T-wave":[124],"regions.":[125],"approach":[129],"improves":[130],"accuracy,":[133],"potentially":[134],"addressing":[135],"physiological":[136],"differences":[137],"not":[138],"captured":[139],"by":[140],"standard":[141],"ECG-based":[142],"methods.":[143]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-04-15T08:11:43.952461","created_date":"2025-10-10T00:00:00"}