{"id":"https://openalex.org/W2952888278","doi":"https://doi.org/10.23919/springsim.2019.8732885","title":"Predictive Diagnosis of Fatal Heart Rhythms Using Wearables","display_name":"Predictive Diagnosis of Fatal Heart Rhythms Using Wearables","publication_year":2019,"publication_date":"2019-04-01","ids":{"openalex":"https://openalex.org/W2952888278","doi":"https://doi.org/10.23919/springsim.2019.8732885","mag":"2952888278"},"language":"en","primary_location":{"id":"doi:10.23919/springsim.2019.8732885","is_oa":false,"landing_page_url":"https://doi.org/10.23919/springsim.2019.8732885","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 Spring Simulation Conference (SpringSim)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071841233","display_name":"J. Sz\u00e9p","orcid":"https://orcid.org/0000-0001-9651-7546"},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeno Szep","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The University of Arizona 1230 E. Speedway Boulevard, Tucson, AZ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of Arizona 1230 E. Speedway Boulevard, Tucson, AZ, USA","institution_ids":["https://openalex.org/I138006243"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057335897","display_name":"Salim Hariri","orcid":"https://orcid.org/0000-0003-3956-3401"},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Salim Hariri","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The University of Arizona 1230 E. Speedway Boulevard, Tucson, AZ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of Arizona 1230 E. Speedway Boulevard, Tucson, AZ, USA","institution_ids":["https://openalex.org/I138006243"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113858955","display_name":"Zain Khalpey","orcid":"https://orcid.org/0009-0006-2607-5555"},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zain Khalpey","raw_affiliation_strings":["Department of Surgery, The University of Arizona 1501 N. Campbell Avenue, Tucson, AZ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery, The University of Arizona 1501 N. Campbell Avenue, Tucson, AZ, USA","institution_ids":["https://openalex.org/I138006243"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I138006243"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9998000264167786,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9998000264167786,"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":0.9995999932289124,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.7634844779968262},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6886428594589233},{"id":"https://openalex.org/keywords/cardiac-arrhythmia","display_name":"Cardiac arrhythmia","score":0.5477915406227112},{"id":"https://openalex.org/keywords/atrial-fibrillation","display_name":"Atrial fibrillation","score":0.5348635315895081},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.5210820436477661},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.46955329179763794},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.4495384693145752},{"id":"https://openalex.org/keywords/heart-rate","display_name":"Heart rate","score":0.4494773745536804},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4420420229434967},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.392477810382843},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.34180688858032227},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.19422242045402527},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.18893438577651978},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18440991640090942},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.1346726417541504},{"id":"https://openalex.org/keywords/blood-pressure","display_name":"Blood pressure","score":0.10029950737953186}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7634844779968262},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6886428594589233},{"id":"https://openalex.org/C2988455589","wikidata":"https://www.wikidata.org/wiki/Q189331","display_name":"Cardiac arrhythmia","level":3,"score":0.5477915406227112},{"id":"https://openalex.org/C2779161974","wikidata":"https://www.wikidata.org/wiki/Q815819","display_name":"Atrial fibrillation","level":2,"score":0.5348635315895081},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.5210820436477661},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.46955329179763794},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.4495384693145752},{"id":"https://openalex.org/C2777953023","wikidata":"https://www.wikidata.org/wiki/Q1073121","display_name":"Heart rate","level":3,"score":0.4494773745536804},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4420420229434967},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.392477810382843},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.34180688858032227},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.19422242045402527},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.18893438577651978},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18440991640090942},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.1346726417541504},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.10029950737953186},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/springsim.2019.8732885","is_oa":false,"landing_page_url":"https://doi.org/10.23919/springsim.2019.8732885","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 Spring Simulation Conference (SpringSim)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.5600000023841858,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1494052777","https://openalex.org/W1966246940","https://openalex.org/W1984797082","https://openalex.org/W2004729966","https://openalex.org/W2025265708","https://openalex.org/W2027774888","https://openalex.org/W2046187712","https://openalex.org/W2088045530","https://openalex.org/W2155103273","https://openalex.org/W2170605288","https://openalex.org/W2461505578","https://openalex.org/W2513891766","https://openalex.org/W2604936030","https://openalex.org/W2618581983","https://openalex.org/W2759190050","https://openalex.org/W2762574616","https://openalex.org/W2767978081","https://openalex.org/W2785925437","https://openalex.org/W2787945643","https://openalex.org/W2794633590","https://openalex.org/W2794819237","https://openalex.org/W2795153139","https://openalex.org/W2890046404","https://openalex.org/W2964037754","https://openalex.org/W3103811943","https://openalex.org/W6719181542","https://openalex.org/W6748098738"],"related_works":["https://openalex.org/W2967733078","https://openalex.org/W3204430031","https://openalex.org/W3137904399","https://openalex.org/W4310492845","https://openalex.org/W2885778889","https://openalex.org/W4310224730","https://openalex.org/W2766514146","https://openalex.org/W4289703016","https://openalex.org/W2885516856","https://openalex.org/W3094138326"],"abstract_inverted_index":{"Sudden":[0],"cardiac":[1,20],"death":[2],"causes":[3],"more":[4],"than":[5],"300,000":[6],"deaths":[7],"annually":[8],"in":[9,145],"the":[10,70,120,137],"US.":[11],"Our":[12],"research":[13],"goal":[14],"is":[15,29,86],"to":[16,38,68,142],"develop":[17],"a":[18,42,55,60,78,89],"continuous":[19],"monitoring":[21,51],"system":[22,52,103],"that":[23],"utilizes":[24,95],"current":[25],"wearable":[26],"devices":[27],"and":[28,80,94,117,129],"capable":[30],"of":[31,62,72,139],"not":[32],"just":[33],"detecting":[34],"arrhythmia":[35,41,144],"but":[36],"also":[37,118],"predict":[39,143],"life-threatening":[40,110],"few":[43],"minutes":[44],"before":[45],"it":[46],"would":[47],"actually":[48],"happen.":[49],"The":[50,84,102,125],"should":[53],"provide":[54],"diagnosis":[56],"based":[57,87],"on":[58,88,113],"analyzing":[59],"few-minutes":[61],"heart-rate":[63,115,148],"data":[64,91],"streams.":[65],"In":[66],"order":[67],"verify":[69],"feasibility":[71,138],"this":[73],"approach,":[74],"we":[75],"have":[76],"developed":[77],"prototype":[79,85,126],"evaluated":[81],"its":[82],"capabilities.":[83],"two-tier":[90],"analytics":[92],"approach":[93,141],"multiple":[96],"gradient":[97],"boosting":[98],"machine":[99],"learning":[100],"models.":[101],"was":[104],"tested":[105,119],"for":[106],"predicting":[107],"four":[108],"different":[109],"arrhythmias":[111],"solely":[112],"realistic":[114],"readings":[116],"atrial":[121],"fibrillation":[122],"recognition":[123],"capability.":[124],"scored":[127],"91.6%":[128],"93.9%":[130],"accuracy":[131],"respectively.":[132],"These":[133],"preliminary":[134],"results":[135],"validate":[136],"our":[140],"real-time":[146],"from":[147],"observations.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
