{"id":"https://openalex.org/W4389617987","doi":"https://doi.org/10.1038/s41746-023-00966-w","title":"Prediction of atrial fibrillation from at-home single-lead ECG signals without arrhythmias","display_name":"Prediction of atrial fibrillation from at-home single-lead ECG signals without arrhythmias","publication_year":2023,"publication_date":"2023-12-12","ids":{"openalex":"https://openalex.org/W4389617987","doi":"https://doi.org/10.1038/s41746-023-00966-w","pmid":"https://pubmed.ncbi.nlm.nih.gov/38087028"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-023-00966-w","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-023-00966-w","pdf_url":"https://www.nature.com/articles/s41746-023-00966-w.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","license_id":"https://openalex.org/licenses/cc-by","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/s41746-023-00966-w.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090017883","display_name":"Matteo Gadaleta","orcid":"https://orcid.org/0000-0001-6470-6537"},"institutions":[{"id":"https://openalex.org/I123431417","display_name":"Scripps Research Institute","ror":"https://ror.org/02dxx6824","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I123431417"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Matteo Gadaleta","raw_affiliation_strings":["Scripps Research Translational Institute, La Jolla, CA, USA"],"affiliations":[{"raw_affiliation_string":"Scripps Research Translational Institute, La Jolla, CA, USA","institution_ids":["https://openalex.org/I123431417"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052934825","display_name":"Patrick Harrington","orcid":"https://orcid.org/0000-0001-5704-466X"},"institutions":[{"id":"https://openalex.org/I4210152621","display_name":"iRhythm (United States)","ror":"https://ror.org/056yt6m90","country_code":"US","type":"company","lineage":["https://openalex.org/I4210152621"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Patrick Harrington","raw_affiliation_strings":["iRhythm Technologies, San Francisco, CA, USA"],"affiliations":[{"raw_affiliation_string":"iRhythm Technologies, San Francisco, CA, USA","institution_ids":["https://openalex.org/I4210152621"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007935196","display_name":"Eric Barnhill","orcid":"https://orcid.org/0000-0002-1832-7197"},"institutions":[{"id":"https://openalex.org/I4210152621","display_name":"iRhythm (United States)","ror":"https://ror.org/056yt6m90","country_code":"US","type":"company","lineage":["https://openalex.org/I4210152621"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eric Barnhill","raw_affiliation_strings":["iRhythm Technologies, San Francisco, CA, USA"],"affiliations":[{"raw_affiliation_string":"iRhythm Technologies, San Francisco, CA, USA","institution_ids":["https://openalex.org/I4210152621"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015311290","display_name":"Evangelos Hytopoulos","orcid":null},"institutions":[{"id":"https://openalex.org/I4210152621","display_name":"iRhythm (United States)","ror":"https://ror.org/056yt6m90","country_code":"US","type":"company","lineage":["https://openalex.org/I4210152621"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Evangelos Hytopoulos","raw_affiliation_strings":["iRhythm Technologies, San Francisco, CA, USA"],"affiliations":[{"raw_affiliation_string":"iRhythm Technologies, San Francisco, CA, USA","institution_ids":["https://openalex.org/I4210152621"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003568676","display_name":"Mintu P. Turakhia","orcid":"https://orcid.org/0000-0001-8025-0904"},"institutions":[{"id":"https://openalex.org/I4210152621","display_name":"iRhythm (United States)","ror":"https://ror.org/056yt6m90","country_code":"US","type":"company","lineage":["https://openalex.org/I4210152621"]},{"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":"Mintu P. Turakhia","raw_affiliation_strings":["Stanford University School of Medicine, Stanford, CA, USA","iRhythm Technologies, San Francisco, CA, USA"],"affiliations":[{"raw_affiliation_string":"Stanford University School of Medicine, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"iRhythm Technologies, San Francisco, CA, USA","institution_ids":["https://openalex.org/I4210152621"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054364960","display_name":"Steven R. Steinhubl","orcid":null},"institutions":[{"id":"https://openalex.org/I123431417","display_name":"Scripps Research Institute","ror":"https://ror.org/02dxx6824","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I123431417"]},{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Steven R. Steinhubl","raw_affiliation_strings":["Purdue University, Weldon School of Biomedical Engineering, West Lafayette, IN, USA","Scripps Research Translational Institute, La Jolla, CA, USA"],"affiliations":[{"raw_affiliation_string":"Purdue University, Weldon School of Biomedical Engineering, West Lafayette, IN, USA","institution_ids":["https://openalex.org/I219193219"]},{"raw_affiliation_string":"Scripps Research Translational Institute, La Jolla, CA, USA","institution_ids":["https://openalex.org/I123431417"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078869684","display_name":"Giorgio Quer","orcid":"https://orcid.org/0000-0003-2208-7912"},"institutions":[{"id":"https://openalex.org/I123431417","display_name":"Scripps Research Institute","ror":"https://ror.org/02dxx6824","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I123431417"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Giorgio Quer","raw_affiliation_strings":["Scripps Research Translational Institute, La Jolla, CA, USA. gquer@scripps.edu","Scripps Research Translational Institute, La Jolla, CA, USA"],"affiliations":[{"raw_affiliation_string":"Scripps Research Translational Institute, La Jolla, CA, USA. gquer@scripps.edu","institution_ids":["https://openalex.org/I123431417"]},{"raw_affiliation_string":"Scripps Research Translational Institute, La Jolla, CA, USA","institution_ids":["https://openalex.org/I123431417"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5090017883"],"corresponding_institution_ids":["https://openalex.org/I123431417"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":11.6524,"has_fulltext":true,"cited_by_count":54,"citation_normalized_percentile":{"value":0.99019646,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"6","issue":"1","first_page":"229","last_page":"229"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10065","display_name":"Atrial Fibrillation Management and Outcomes","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/T10065","display_name":"Atrial Fibrillation Management and Outcomes","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/T11021","display_name":"ECG Monitoring and Analysis","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"}},{"id":"https://openalex.org/T11217","display_name":"Cardiac Arrhythmias and Treatments","score":0.9950000047683716,"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/atrial-fibrillation","display_name":"Atrial fibrillation","score":0.8367854356765747},{"id":"https://openalex.org/keywords/ambulatory-ecg","display_name":"Ambulatory ECG","score":0.790553867816925},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.7270138263702393},{"id":"https://openalex.org/keywords/ambulatory","display_name":"Ambulatory","score":0.6747737526893616},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.668464183807373},{"id":"https://openalex.org/keywords/lead","display_name":"Lead (geology)","score":0.6439118385314941},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.62488853931427},{"id":"https://openalex.org/keywords/confidence-interval","display_name":"Confidence interval","score":0.518078088760376},{"id":"https://openalex.org/keywords/area-under-the-curve","display_name":"Area under the curve","score":0.4531347155570984},{"id":"https://openalex.org/keywords/stroke","display_name":"Stroke (engine)","score":0.42396217584609985}],"concepts":[{"id":"https://openalex.org/C2779161974","wikidata":"https://www.wikidata.org/wiki/Q815819","display_name":"Atrial fibrillation","level":2,"score":0.8367854356765747},{"id":"https://openalex.org/C2909021529","wikidata":"https://www.wikidata.org/wiki/Q11490631","display_name":"Ambulatory ECG","level":3,"score":0.790553867816925},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7270138263702393},{"id":"https://openalex.org/C35785553","wikidata":"https://www.wikidata.org/wiki/Q756720","display_name":"Ambulatory","level":2,"score":0.6747737526893616},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.668464183807373},{"id":"https://openalex.org/C2777093003","wikidata":"https://www.wikidata.org/wiki/Q6508345","display_name":"Lead (geology)","level":2,"score":0.6439118385314941},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.62488853931427},{"id":"https://openalex.org/C44249647","wikidata":"https://www.wikidata.org/wiki/Q208498","display_name":"Confidence interval","level":2,"score":0.518078088760376},{"id":"https://openalex.org/C76318530","wikidata":"https://www.wikidata.org/wiki/Q16833590","display_name":"Area under the curve","level":2,"score":0.4531347155570984},{"id":"https://openalex.org/C2780645631","wikidata":"https://www.wikidata.org/wiki/Q671554","display_name":"Stroke (engine)","level":2,"score":0.42396217584609985},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C114793014","wikidata":"https://www.wikidata.org/wiki/Q52109","display_name":"Geomorphology","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1038/s41746-023-00966-w","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-023-00966-w","pdf_url":"https://www.nature.com/articles/s41746-023-00966-w.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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:38087028","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38087028","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/qt0352c2sp","is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/0352c2sp","pdf_url":"https://escholarship.org/content/qt0352c2sp/qt0352c2sp.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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"npj Digital Medicine, vol 6, iss 1","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10716265","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10716265","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10716265/pdf/41746_2023_Article_966.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NPJ Digit Med","raw_type":"Text"},{"id":"pmh:ark:/13030/qt0352c2sp","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:b958c3177b104b1d89fc1d6e2659a360","is_oa":true,"landing_page_url":"https://doaj.org/article/b958c3177b104b1d89fc1d6e2659a360","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 6, Iss 1, Pp 1-9 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1038/s41746-023-00966-w","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-023-00966-w","pdf_url":"https://www.nature.com/articles/s41746-023-00966-w.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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.550000011920929,"id":"https://metadata.un.org/sdg/10"},{"display_name":"Peace, Justice and strong institutions","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G1098328665","display_name":null,"funder_award_id":"UL1TR0025","funder_id":"https://openalex.org/F4320337472","funder_display_name":"National Center for Advancing Translational Sciences"},{"id":"https://openalex.org/G2471310113","display_name":null,"funder_award_id":"UL1TR002550","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2789588635","display_name":null,"funder_award_id":"NCATS","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G3497591915","display_name":null,"funder_award_id":"(NIH)","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5073418042","display_name":null,"funder_award_id":"UL1TR002550","funder_id":"https://openalex.org/F4320337472","funder_display_name":"National Center for Advancing Translational Sciences"},{"id":"https://openalex.org/G8344264003","display_name":null,"funder_award_id":"R21AG072349","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337337","display_name":"National Institute on Aging","ror":"https://ror.org/049v75w11"},{"id":"https://openalex.org/F4320337472","display_name":"National Center for Advancing Translational Sciences","ror":"https://ror.org/04pw6fb54"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4389617987.pdf"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W129305155","https://openalex.org/W1998083759","https://openalex.org/W2064675550","https://openalex.org/W2114775432","https://openalex.org/W2137434301","https://openalex.org/W2145908364","https://openalex.org/W2164861810","https://openalex.org/W2509795914","https://openalex.org/W2560670476","https://openalex.org/W2735898341","https://openalex.org/W2796973873","https://openalex.org/W2869528658","https://openalex.org/W2887443020","https://openalex.org/W2947540700","https://openalex.org/W2965520043","https://openalex.org/W2981963245","https://openalex.org/W2987985090","https://openalex.org/W2996450580","https://openalex.org/W3004050106","https://openalex.org/W3009945553","https://openalex.org/W3089442018","https://openalex.org/W3112118782","https://openalex.org/W3122226502","https://openalex.org/W3129415548","https://openalex.org/W3130720467","https://openalex.org/W3133470659","https://openalex.org/W3192248047","https://openalex.org/W3196294155","https://openalex.org/W3196502641","https://openalex.org/W3203442461","https://openalex.org/W3212883348","https://openalex.org/W4206145369","https://openalex.org/W4221024791","https://openalex.org/W4226325681","https://openalex.org/W4226342384","https://openalex.org/W4295951577","https://openalex.org/W4297231385","https://openalex.org/W4322719767"],"related_works":["https://openalex.org/W4255463199","https://openalex.org/W4281691423","https://openalex.org/W2411039299","https://openalex.org/W1856410221","https://openalex.org/W2916669046","https://openalex.org/W2318949977","https://openalex.org/W2334139353","https://openalex.org/W2548729794","https://openalex.org/W2086342199","https://openalex.org/W2407967954"],"abstract_inverted_index":{"Early":[0],"identification":[1],"of":[2,10,41,53,68,110,163,167,179,200],"atrial":[3],"fibrillation":[4],"(AF)":[5],"can":[6],"reduce":[7],"the":[8,39,99,106,117,168],"risk":[9,40,182],"stroke,":[11],"heart":[12,87],"failure,":[13],"and":[14,86],"other":[15],"serious":[16],"cardiovascular":[17],"outcomes.":[18],"However,":[19],"paroxysmal":[20],"AF":[21,43,91,112,148,180],"may":[22,170],"not":[23],"be":[24],"detected":[25],"even":[26],"after":[27],"a":[28,35,45,94,150,172],"two-week":[29,46,151],"continuous":[30],"monitoring":[31,188],"period.":[32],"We":[33],"developed":[34],"model":[36,76,100,142,169],"to":[37,55,70,79,132,145,196],"quantify":[38],"near-term":[42,111],"in":[44],"period,":[47],"based":[48,157],"on":[49,158],"AF-free":[50,96,159],"ECG":[51,63,81,97,161],"intervals":[52],"up":[54,69],"24":[56],"h":[57],"from":[58],"459,889":[59],"patch-based":[60],"ambulatory":[61,187],"single-lead":[62,160],"(modified":[64],"lead":[65],"II)":[66],"recordings":[67,162],"14":[71],"days.":[72],"A":[73],"deep":[74,102],"learning":[75,103],"was":[77,143],"used":[78],"integrate":[80],"morphology":[82],"data":[83],"with":[84,101,113,154,185],"demographic":[85,133],"rhythm":[88],"features":[89,104],"toward":[90],"prediction.":[92],"Observing":[93],"1-day":[95],"recording,":[98],"produced":[105],"most":[107],"accurate":[108],"prediction":[109],"an":[114],"area":[115],"under":[116],"curve":[118],"AUC":[119],"=":[120,126,139],"0.80":[121],"(95%":[122],"confidence":[123],"interval,":[124],"CI":[125,138],"0.79-0.81),":[127],"significantly":[128],"improving":[129,176],"discrimination":[130],"compared":[131],"metrics":[134],"alone":[135],"(AUC":[136],"0.67;":[137],"0.66-0.68).":[140],"Our":[141],"able":[144],"predict":[146],"incident":[147],"over":[149],"time":[152],"frame":[153],"high":[155],"discrimination,":[156],"various":[164],"lengths.":[165],"Application":[166],"enable":[171],"digital":[173],"strategy":[174],"for":[175,189],"diagnostic":[177],"capture":[178],"by":[181],"stratifying":[183],"individuals":[184],"AF-negative":[186],"prolonged":[190],"or":[191],"recurrent":[192],"monitoring,":[193],"potentially":[194],"leading":[195],"more":[197],"rapid":[198],"initiation":[199],"treatment.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":29},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-15T08:11:43.952461","created_date":"2025-10-10T00:00:00"}
