{"id":"https://openalex.org/W4378234728","doi":"https://doi.org/10.1007/s10479-023-05326-1","title":"Deep learning and hyperparameter optimization for assessing one\u2019s eligibility for a subcutaneous implantable cardioverter-defibrillator","display_name":"Deep learning and hyperparameter optimization for assessing one\u2019s eligibility for a subcutaneous implantable cardioverter-defibrillator","publication_year":2023,"publication_date":"2023-05-24","ids":{"openalex":"https://openalex.org/W4378234728","doi":"https://doi.org/10.1007/s10479-023-05326-1"},"language":"en","primary_location":{"id":"doi:10.1007/s10479-023-05326-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10479-023-05326-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10479-023-05326-1.pdf","source":{"id":"https://openalex.org/S57667410","display_name":"Annals of Operations Research","issn_l":"0254-5330","issn":["0254-5330","1572-9338"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Annals of Operations Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10479-023-05326-1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000281237","display_name":"Anthony J. Dunn","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Anthony J. Dunn","raw_affiliation_strings":["Decision Analysis Services Ltd, Grove House, Basingstoke, RG24 8AG, UK","Decision Analysis Services Ltd, Basingstoke, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Decision Analysis Services Ltd, Grove House, Basingstoke, RG24 8AG, UK","institution_ids":[]},{"raw_affiliation_string":"Decision Analysis Services Ltd, Basingstoke, UK","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020108924","display_name":"Stefano Coniglio","orcid":"https://orcid.org/0000-0001-9568-4385"},"institutions":[{"id":"https://openalex.org/I11039511","display_name":"University of Bergamo","ror":"https://ror.org/02mbd5571","country_code":"IT","type":"education","lineage":["https://openalex.org/I11039511"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Stefano Coniglio","raw_affiliation_strings":["Department of Economics, University of Bergamo, Via Dei Caniana 2, 24127, Bergamo, Italy","Department of Economics, University of Bergamo, Bergamo, Italy"],"raw_orcid":"https://orcid.org/0000-0001-9568-4385","affiliations":[{"raw_affiliation_string":"Department of Economics, University of Bergamo, Via Dei Caniana 2, 24127, Bergamo, Italy","institution_ids":["https://openalex.org/I11039511"]},{"raw_affiliation_string":"Department of Economics, University of Bergamo, Bergamo, Italy","institution_ids":["https://openalex.org/I11039511"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035773675","display_name":"Mohamed ElRefai","orcid":"https://orcid.org/0000-0001-8481-1940"},"institutions":[{"id":"https://openalex.org/I2802965805","display_name":"University Hospital Southampton NHS Foundation Trust","ror":"https://ror.org/0485axj58","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I2802965805"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mohamed ElRefai","raw_affiliation_strings":["University Hospital Southampton, Tremona Road, Southampton, SO16 6YD, UK","University Hospital Southampton, Southampton, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Hospital Southampton, Tremona Road, Southampton, SO16 6YD, UK","institution_ids":["https://openalex.org/I2802965805"]},{"raw_affiliation_string":"University Hospital Southampton, Southampton, UK","institution_ids":["https://openalex.org/I2802965805"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080994350","display_name":"Paul Roberts","orcid":null},"institutions":[{"id":"https://openalex.org/I2802965805","display_name":"University Hospital Southampton NHS Foundation Trust","ror":"https://ror.org/0485axj58","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I2802965805"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Paul R. Roberts","raw_affiliation_strings":["University Hospital Southampton, Tremona Road, Southampton, SO16 6YD, UK","University Hospital Southampton, Southampton, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Hospital Southampton, Tremona Road, Southampton, SO16 6YD, UK","institution_ids":["https://openalex.org/I2802965805"]},{"raw_affiliation_string":"University Hospital Southampton, Southampton, UK","institution_ids":["https://openalex.org/I2802965805"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028330479","display_name":"Benedict M. Wiles","orcid":"https://orcid.org/0000-0002-1226-5335"},"institutions":[{"id":"https://openalex.org/I195460627","display_name":"University of Aberdeen","ror":"https://ror.org/016476m91","country_code":"GB","type":"education","lineage":["https://openalex.org/I195460627"]},{"id":"https://openalex.org/I2800600548","display_name":"Aberdeen Royal Infirmary","ror":"https://ror.org/02q49af68","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I2800600548","https://openalex.org/I4210093322"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Benedict M. Wiles","raw_affiliation_strings":["Aberdeen Royal Infirmary, Foresterhill, Aberdeen, AB25 2ZN, UK","Institute of Medical Sciences, University of Aberdeen, Aberdeen, AB24 3FX, UK","Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK","Aberdeen Royal Infirmary, Aberdeen, UK"],"raw_orcid":"https://orcid.org/0000-0002-1226-5335","affiliations":[{"raw_affiliation_string":"Aberdeen Royal Infirmary, Foresterhill, Aberdeen, AB25 2ZN, UK","institution_ids":["https://openalex.org/I2800600548"]},{"raw_affiliation_string":"Institute of Medical Sciences, University of Aberdeen, Aberdeen, AB24 3FX, UK","institution_ids":["https://openalex.org/I195460627"]},{"raw_affiliation_string":"Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK","institution_ids":["https://openalex.org/I195460627"]},{"raw_affiliation_string":"Aberdeen Royal Infirmary, Aberdeen, UK","institution_ids":["https://openalex.org/I2800600548"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035136256","display_name":"Alain B. Zemkoho","orcid":"https://orcid.org/0000-0003-1265-4178"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alain B. Zemkoho","raw_affiliation_strings":["School of Mathematical Sciences, University of Southampton, University Road, Southampton, SO17 1BJ, UK","School of Mathematical Sciences, University of Southampton, Southampton, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, University of Southampton, University Road, Southampton, SO17 1BJ, UK","institution_ids":["https://openalex.org/I43439940"]},{"raw_affiliation_string":"School of Mathematical Sciences, University of Southampton, Southampton, UK","institution_ids":["https://openalex.org/I43439940"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5020108924"],"corresponding_institution_ids":["https://openalex.org/I11039511"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":0.4164,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65398359,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"328","issue":"1","first_page":"309","last_page":"335"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9995999932289124,"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":0.9995999932289124,"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/T12495","display_name":"Electrostatic Discharge in Electronics","score":0.9904000163078308,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10217","display_name":"Cardiac electrophysiology and arrhythmias","score":0.9858999848365784,"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/hyperparameter","display_name":"Hyperparameter","score":0.7396847009658813},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5766129493713379},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5224182605743408},{"id":"https://openalex.org/keywords/implantable-cardioverter-defibrillator","display_name":"Implantable cardioverter-defibrillator","score":0.5173558592796326},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49384790658950806},{"id":"https://openalex.org/keywords/clinical-practice","display_name":"Clinical Practice","score":0.46265631914138794},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4414806365966797},{"id":"https://openalex.org/keywords/sudden-cardiac-death","display_name":"Sudden cardiac death","score":0.4302647113800049},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.42883527278900146},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4251537024974823},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.32199424505233765},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.27661019563674927}],"concepts":[{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.7396847009658813},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5766129493713379},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5224182605743408},{"id":"https://openalex.org/C2777093960","wikidata":"https://www.wikidata.org/wiki/Q594446","display_name":"Implantable cardioverter-defibrillator","level":2,"score":0.5173558592796326},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49384790658950806},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.46265631914138794},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4414806365966797},{"id":"https://openalex.org/C2775935837","wikidata":"https://www.wikidata.org/wiki/Q202837","display_name":"Sudden cardiac death","level":2,"score":0.4302647113800049},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.42883527278900146},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4251537024974823},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.32199424505233765},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.27661019563674927},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1007/s10479-023-05326-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10479-023-05326-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10479-023-05326-1.pdf","source":{"id":"https://openalex.org/S57667410","display_name":"Annals of Operations Research","issn_l":"0254-5330","issn":["0254-5330","1572-9338"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Annals of Operations Research","raw_type":"journal-article"},{"id":"pmh:oai:aisberg.unibg.it:10446/245110","is_oa":true,"landing_page_url":"https://hdl.handle.net/10446/245110","pdf_url":"https://aisberg.unibg.it/bitstream/10446/245110/1/2023-ANOR.pdf","source":{"id":"https://openalex.org/S4377196347","display_name":"Aisberg (University of Bergamo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11039511","host_organization_name":"University of Bergamo","host_organization_lineage":["https://openalex.org/I11039511"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:eprints.soton.ac.uk:477682","is_oa":true,"landing_page_url":"http://doi.org/10.1007/s10479-023-05326-1>).","pdf_url":"https://eprints.soton.ac.uk/477682/1/s10479_023_05326_1.pdf","source":{"id":"https://openalex.org/S4306401019","display_name":"ePrints Soton (University of Southampton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I43439940","host_organization_name":"University of Southampton","host_organization_lineage":["https://openalex.org/I43439940"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:RePEc:spr:annopr:v:328:y:2023:i:1:d:10.1007_s10479-023-05326-1","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s10479-023-05326-1","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:aura.abdn.ac.uk:2164/22072","is_oa":false,"landing_page_url":"https://hdl.handle.net/2164/22072","pdf_url":null,"source":{"id":"https://openalex.org/S4306400966","display_name":"Aberdeen University Research Archive (Aberdeen University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I195460627","host_organization_name":"University of Aberdeen","host_organization_lineage":["https://openalex.org/I195460627"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal article"}],"best_oa_location":{"id":"doi:10.1007/s10479-023-05326-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10479-023-05326-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10479-023-05326-1.pdf","source":{"id":"https://openalex.org/S57667410","display_name":"Annals of Operations Research","issn_l":"0254-5330","issn":["0254-5330","1572-9338"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Annals of Operations Research","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4300000071525574,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G1633672591","display_name":null,"funder_award_id":"N510129","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G2045572935","display_name":null,"funder_award_id":"EP/R513325/1","funder_id":"https://openalex.org/F4320313467","funder_display_name":"Alan Turing Institute"},{"id":"https://openalex.org/G2282610508","display_name":"The Alan Turing Institute 21/22 - Additional Funding","funder_award_id":"EP/W037211/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G3219617319","display_name":"Approximation theory for two-level value functions with applications","funder_award_id":"EP/V049038/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G323636322","display_name":null,"funder_award_id":"EP/X040909/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G3855435662","display_name":null,"funder_award_id":"N510129","funder_id":"https://openalex.org/F4320313467","funder_display_name":"Alan Turing Institute"},{"id":"https://openalex.org/G4072067573","display_name":null,"funder_award_id":"EP/N510129/1","funder_id":"https://openalex.org/F4320313467","funder_display_name":"Alan Turing Institute"},{"id":"https://openalex.org/G444630160","display_name":null,"funder_award_id":"EP/N510129/","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G4500485203","display_name":"The Alan Turing Institute","funder_award_id":"EP/N510129/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G4623761613","display_name":"DTP 2018-19 University of Southampton","funder_award_id":"EP/R513325/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G5349420163","display_name":null,"funder_award_id":"EP/W037211","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G6521209973","display_name":null,"funder_award_id":"EP/W037211/1","funder_id":"https://openalex.org/F4320313467","funder_display_name":"Alan Turing Institute"},{"id":"https://openalex.org/G6760021811","display_name":null,"funder_award_id":"EP/V049038/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G8303412567","display_name":null,"funder_award_id":"EP/P022553/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G8493094889","display_name":null,"funder_award_id":"EP/V049038/1","funder_id":"https://openalex.org/F4320313467","funder_display_name":"Alan Turing Institute"},{"id":"https://openalex.org/G8597009950","display_name":null,"funder_award_id":"EP/N510129/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320313467","display_name":"Alan Turing Institute","ror":"https://ror.org/035dkdb55"},{"id":"https://openalex.org/F4320316219","display_name":"Universit\u00e0 degli studi di Bergamo","ror":"https://ror.org/02mbd5571"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4378234728.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W104184427","https://openalex.org/W148199836","https://openalex.org/W1533861849","https://openalex.org/W1555203005","https://openalex.org/W1569770037","https://openalex.org/W1603796504","https://openalex.org/W1806891645","https://openalex.org/W1836465849","https://openalex.org/W1986610100","https://openalex.org/W1988720110","https://openalex.org/W2007013041","https://openalex.org/W2037058577","https://openalex.org/W2069361721","https://openalex.org/W2113086090","https://openalex.org/W2124685104","https://openalex.org/W2146502635","https://openalex.org/W2167411254","https://openalex.org/W2194775991","https://openalex.org/W2273396394","https://openalex.org/W2291961022","https://openalex.org/W2415594836","https://openalex.org/W2511907357","https://openalex.org/W2522335561","https://openalex.org/W2591903317","https://openalex.org/W2591954064","https://openalex.org/W2621205740","https://openalex.org/W2745135147","https://openalex.org/W2767583913","https://openalex.org/W2887119478","https://openalex.org/W2914860882","https://openalex.org/W2979465025","https://openalex.org/W2983667589","https://openalex.org/W2996862638","https://openalex.org/W3001683732","https://openalex.org/W3002842489","https://openalex.org/W3022945091","https://openalex.org/W3037304592","https://openalex.org/W3040394052","https://openalex.org/W3047593651","https://openalex.org/W3187093824","https://openalex.org/W4205686602","https://openalex.org/W4254751698","https://openalex.org/W4280547546","https://openalex.org/W4280587348","https://openalex.org/W4324311583","https://openalex.org/W6676179485","https://openalex.org/W6682889407","https://openalex.org/W6730267373"],"related_works":["https://openalex.org/W2140186469","https://openalex.org/W4390421286","https://openalex.org/W4280563792","https://openalex.org/W4389724018","https://openalex.org/W4318719684","https://openalex.org/W4318559728","https://openalex.org/W3183136280","https://openalex.org/W74867553","https://openalex.org/W3008900109","https://openalex.org/W2095641450"],"abstract_inverted_index":{"Abstract":[0],"It":[1],"is":[2,93,197,202,289,321,327],"standard":[3],"cardiology":[4],"practice":[5,64,332],"for":[6,98,148,233,243,285,323],"patients":[7],"suffering":[8],"from":[9,156],"ventricular":[10],"arrhythmias":[11],"(the":[12],"main":[13],"cause":[14],"of":[15,30,39,86,101,110,152,160,164,208,239,255,317,350],"sudden":[16],"cardiac":[17],"death)":[18],"belonging":[19],"to":[20,24,49,62,77,130,172,205,211,262,267,291,300,311,334],"high":[21,297],"risk":[22,38],"populations":[23],"be":[25],"treated":[26],"via":[27],"the":[28,79,84,87,99,107,149,153,173,190,203,206,256,268,274,348,351,356],"implantation":[29,325],"Subcutaneous":[31],"Implantable":[32],"cardioverter-defibrillators":[33],"(S-ICDs).":[34],"S-ICDs":[35],"carry":[36,53],"a":[37,72,96,103,111,118,142,167,179,223,237,282,313,319,336],"so-called":[40],"T":[41,88],"wave":[42],"over":[43,74],"sensing":[44],"(TWOS),":[45],"which":[46,92,121,264,277,326,342],"can":[47,115],"lead":[48],"inappropriate":[50],"shocks":[51],"that":[52,273],"an":[54,124,215],"inherent":[55],"health":[56],"risk.":[57],"For":[58],"this":[59,136],"reason,":[60],"according":[61],"current":[63,331,357],"patients\u2019":[65],"Electrocardiograms":[66],"(ECGs)":[67],"are":[68],"manually":[69],"screened":[70],"by":[71,287],"cardiologist":[73],"10":[75],"s":[76],"assess":[78,236],"T:R":[80,113,154,186,293,304,353],"ratio\u2014the":[81],"ratio":[82,114,187,305,354],"between":[83],"amplitudes":[85],"and":[89,140,218,252,344],"R":[90],"waves":[91],"used":[94],"as":[95],"marker":[97],"likelihood":[100],"TWOS\u2014with":[102],"plastic":[104],"template.":[105],"Unfortunately,":[106],"temporal":[108],"variability":[109],"patient\u2019":[112],"render":[116],"such":[117,178,214],"screening":[119,176,180,196,340],"procedure,":[120],"relies":[122],"on":[123,145],"inevitably":[125],"short":[126],"ECG":[127,161,339],"segment":[128],"due":[129],"its":[131],"manual":[132,195,217,358],"nature,":[133],"unreliable.":[134],"In":[135],"paper,":[137],"we":[138,226],"propose":[139],"investigate":[141],"tool":[143,201,284,307],"based":[144],"deep":[146,229],"learning":[147,230],"automatic":[150],"prediction":[151],"ratios":[155,294],"multiple":[157],"10-second":[158],"segments":[159],"recordings":[162],"capable":[163,198],"carrying":[165],"out":[166],"24-hour":[168],"automated":[169,303,315],"screening.":[170],"Thanks":[171,299],"significantly":[174,337],"increased":[175],"window,":[177],"would":[181],"provide":[182,312],"far":[183],"more":[184,328,345],"reliable":[185,329],"predictions":[188],"than":[189,330,355],"currently":[191],"utilized":[192],"10-second,":[193],"template-based,":[194],"of.":[199],"Our":[200],"first,":[204],"best":[207,257,269],"our":[209,234,302],"knowledge,":[210],"fully":[212],"automate":[213],"otherwise":[216],"potentially":[219],"inaccurate":[220],"procedure.":[221],"From":[222],"methodological":[224],"perspective,":[225],"evaluate":[227],"different":[228],"model":[231],"architectures":[232],"tool,":[235],"range":[238],"stochastic-gradient-descent-based":[240],"optimization":[241],"methods":[242],"training":[244],"their":[245],"underlying":[246],"deep-learning":[247],"model,":[248,276],"perform":[249],"hyperparameter":[250],"tuning,":[251],"create":[253],"ensembles":[254],"performing":[258],"models":[259],"in":[260],"order":[261],"identify":[263],"combination":[265],"leads":[266],"performance.":[270],"We":[271],"find":[272],"resulting":[275],"has":[278],"been":[279],"integrated":[280],"into":[281],"prototypical":[283],"use":[286],"clinicians,":[288],"able":[290],"predict":[292],"with":[295],"very":[296],"accuracy.":[298],"this,":[301],"detection":[306],"will":[308],"enable":[309],"clinicians":[310],"completely":[314],"assessment":[316],"whether":[318],"patient":[320],"eligible":[322],"S-ICD":[324],"thanks":[333],"adopting":[335],"longer":[338],"window":[341],"better":[343],"accurately":[346],"captures":[347],"behavior":[349],"patient\u2019s":[352],"practice.":[359]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}