{"id":"https://openalex.org/W3015932015","doi":"https://doi.org/10.1038/s41746-020-0261-3","title":"Artificial intelligence for the diagnosis of heart failure","display_name":"Artificial intelligence for the diagnosis of heart failure","publication_year":2020,"publication_date":"2020-04-08","ids":{"openalex":"https://openalex.org/W3015932015","doi":"https://doi.org/10.1038/s41746-020-0261-3","mag":"3015932015","pmid":"https://pubmed.ncbi.nlm.nih.gov/32285014"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-020-0261-3","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-020-0261-3","pdf_url":"https://www.nature.com/articles/s41746-020-0261-3.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/s41746-020-0261-3.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016608182","display_name":"Dong\u2010Ju Choi","orcid":"https://orcid.org/0000-0003-0146-2189"},"institutions":[{"id":"https://openalex.org/I2803058125","display_name":"Seoul National University Bundang Hospital","ror":"https://ror.org/00cb3km46","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388","https://openalex.org/I2803058125"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Dong-Ju Choi","raw_affiliation_strings":["1Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea","Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-0146-2189","affiliations":[{"raw_affiliation_string":"1Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea","institution_ids":["https://openalex.org/I2803058125"]},{"raw_affiliation_string":"Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea","institution_ids":["https://openalex.org/I2803058125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003862414","display_name":"Jin Joo Park","orcid":"https://orcid.org/0000-0001-9611-1490"},"institutions":[{"id":"https://openalex.org/I2803058125","display_name":"Seoul National University Bundang Hospital","ror":"https://ror.org/00cb3km46","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388","https://openalex.org/I2803058125"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jin Joo Park","raw_affiliation_strings":["1Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea","Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0001-9611-1490","affiliations":[{"raw_affiliation_string":"1Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea","institution_ids":["https://openalex.org/I2803058125"]},{"raw_affiliation_string":"Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea","institution_ids":["https://openalex.org/I2803058125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103040375","display_name":"Taqdir Ali","orcid":"https://orcid.org/0000-0002-4684-5960"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Taqdir Ali","raw_affiliation_strings":["2Department of Computer Science and Engineering, Kyung Hee University, Yongin, Republic of Korea","Department of Computer Science and Engineering, Kyung Hee University, Yongin, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"2Department of Computer Science and Engineering, Kyung Hee University, Yongin, Republic of Korea","institution_ids":["https://openalex.org/I35928602"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Kyung Hee University, Yongin, Republic of Korea","institution_ids":["https://openalex.org/I35928602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101882040","display_name":"Sungyoung Lee","orcid":"https://orcid.org/0000-0002-5962-1587"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sungyoung Lee","raw_affiliation_strings":["2Department of Computer Science and Engineering, Kyung Hee University, Yongin, Republic of Korea","Department of Computer Science and Engineering, Kyung Hee University, Yongin, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-5962-1587","affiliations":[{"raw_affiliation_string":"2Department of Computer Science and Engineering, Kyung Hee University, Yongin, Republic of Korea","institution_ids":["https://openalex.org/I35928602"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Kyung Hee University, Yongin, Republic of Korea","institution_ids":["https://openalex.org/I35928602"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5016608182"],"corresponding_institution_ids":["https://openalex.org/I2803058125"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":10.7859,"has_fulltext":true,"cited_by_count":156,"citation_normalized_percentile":{"value":0.98935525,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"3","issue":"1","first_page":"54","last_page":"54"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10198","display_name":"Heart Failure Treatment and Management","score":0.9983000159263611,"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/T10198","display_name":"Heart Failure Treatment and Management","score":0.9983000159263611,"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":0.9865999817848206,"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":0.9660999774932861,"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/heart-failure","display_name":"Heart failure","score":0.9060161113739014},{"id":"https://openalex.org/keywords/concordance","display_name":"Concordance","score":0.8022337555885315},{"id":"https://openalex.org/keywords/ejection-fraction","display_name":"Ejection fraction","score":0.7932802438735962},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.7269564867019653},{"id":"https://openalex.org/keywords/prospective-cohort-study","display_name":"Prospective cohort study","score":0.47538530826568604},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.4670020341873169},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.4553412199020386},{"id":"https://openalex.org/keywords/retrospective-cohort-study","display_name":"Retrospective cohort study","score":0.4113420248031616}],"concepts":[{"id":"https://openalex.org/C2778198053","wikidata":"https://www.wikidata.org/wiki/Q181754","display_name":"Heart failure","level":2,"score":0.9060161113739014},{"id":"https://openalex.org/C160798450","wikidata":"https://www.wikidata.org/wiki/Q4230870","display_name":"Concordance","level":2,"score":0.8022337555885315},{"id":"https://openalex.org/C78085059","wikidata":"https://www.wikidata.org/wiki/Q641303","display_name":"Ejection fraction","level":3,"score":0.7932802438735962},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7269564867019653},{"id":"https://openalex.org/C188816634","wikidata":"https://www.wikidata.org/wiki/Q2113324","display_name":"Prospective cohort study","level":2,"score":0.47538530826568604},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.4670020341873169},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.4553412199020386},{"id":"https://openalex.org/C167135981","wikidata":"https://www.wikidata.org/wiki/Q2146302","display_name":"Retrospective cohort study","level":2,"score":0.4113420248031616}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s41746-020-0261-3","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-020-0261-3","pdf_url":"https://www.nature.com/articles/s41746-020-0261-3.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:32285014","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32285014","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:doaj.org/article:a27030dcc8fa420c879eb3148fa4b5ec","is_oa":true,"landing_page_url":"https://doaj.org/article/a27030dcc8fa420c879eb3148fa4b5ec","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-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 3, Iss 1, Pp 1-6 (2020)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7142093","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7142093","pdf_url":null,"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","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"}],"best_oa_location":{"id":"doi:10.1038/s41746-020-0261-3","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-020-0261-3","pdf_url":"https://www.nature.com/articles/s41746-020-0261-3.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":[{"score":0.47999998927116394,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G4755126298","display_name":null,"funder_award_id":"IITP-2017-0-01629","funder_id":"https://openalex.org/F4320324891","funder_display_name":"Iran Telecommunication Research Center"},{"id":"https://openalex.org/G5630833296","display_name":null,"funder_award_id":"IITP-2017-0-01629","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G7282767885","display_name":null,"funder_award_id":"IITP-2017-0-01629","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"}],"funders":[{"id":"https://openalex.org/F4320324891","display_name":"Iran Telecommunication Research Center","ror":"https://ror.org/01a3g2z22"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3015932015.pdf","grobid_xml":"https://content.openalex.org/works/W3015932015.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1964714332","https://openalex.org/W1968181674","https://openalex.org/W2019408656","https://openalex.org/W2023603983","https://openalex.org/W2033989169","https://openalex.org/W2079075573","https://openalex.org/W2116195622","https://openalex.org/W2124624517","https://openalex.org/W2129710988","https://openalex.org/W2177939541","https://openalex.org/W2220144588","https://openalex.org/W2406995893","https://openalex.org/W2413359610","https://openalex.org/W2427094903","https://openalex.org/W2582259802","https://openalex.org/W2738809330","https://openalex.org/W2748529467","https://openalex.org/W2783063799","https://openalex.org/W2807593075","https://openalex.org/W2889242407","https://openalex.org/W2899876413","https://openalex.org/W4293860347"],"related_works":["https://openalex.org/W2891746874","https://openalex.org/W2481234813","https://openalex.org/W1971710084","https://openalex.org/W2072108749","https://openalex.org/W4390348475","https://openalex.org/W2028196543","https://openalex.org/W3164268473","https://openalex.org/W2920829402","https://openalex.org/W4393066755","https://openalex.org/W2111912746"],"abstract_inverted_index":{"=":[0],"598).":[1],"A":[2],"prospective":[3,88],"clinical":[4],"pilot":[5,89],"study":[6,90],"of":[7,19,24,91,147],"97":[8,92],"patients":[9,55,93],"with":[10,22,56,59,65,71,95],"dyspnea":[11,96],"was":[12,37,45,79,114,126],"used":[13],"to":[14,97],"assess":[15],"the":[16,42,48,98,145],"diagnostic":[17,134],"accuracy":[18,135],"AI-CDSS":[20,32,109,130,140],"compared":[21],"that":[23,117],"non-heart":[25,119],"failure":[26,35,58,64,70,78,112,120,124,153],"specialists.":[27],"The":[28,51,105],"concordance":[29,43,52,106],"rate":[30,44,53,107],"between":[31,108,118],"and":[33,75,83,110,122],"heart":[34,57,63,69,77,103,111,123,137,148,152],"specialists":[36,113,121,125,154],"evaluated.":[38],"In":[39,86,128],"retrospective":[40],"cohort,":[41],"98.3%":[46],"in":[47],"test":[49],"dataset.":[50],"for":[54,136,144],"reduced":[60],"ejection":[61,67,73],"fraction,":[62,68,74],"mid-range":[66],"preserved":[72],"no":[76],"100%,":[80,81],"99.6%,":[82],"91.7%,":[84],"respectively.":[85],"a":[87,132],"presenting":[94],"outpatient":[99],"clinic,":[100],"44%":[101],"had":[102],"failure.":[104,138],"98%,":[115],"whereas":[116],"76%.":[127],"conclusion,":[129],"showed":[131],"high":[133],"Therefore,":[139],"may":[141],"be":[142],"useful":[143],"diagnosis":[146],"failure,":[149],"especially":[150],"when":[151],"are":[155],"not":[156],"available.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":33},{"year":2024,"cited_by_count":39},{"year":2023,"cited_by_count":23},{"year":2022,"cited_by_count":21},{"year":2021,"cited_by_count":22},{"year":2020,"cited_by_count":6}],"updated_date":"2026-04-28T14:05:53.105641","created_date":"2020-04-17T00:00:00"}