{"id":"https://openalex.org/W4294974857","doi":"https://doi.org/10.1109/embc48229.2022.9871910","title":"Estimating Physical/Mental Health Condition Using Heart Rate Data from a Wearable Device","display_name":"Estimating Physical/Mental Health Condition Using Heart Rate Data from a Wearable Device","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4294974857","doi":"https://doi.org/10.1109/embc48229.2022.9871910","pmid":"https://pubmed.ncbi.nlm.nih.gov/36086284"},"language":"en","primary_location":{"id":"doi:10.1109/embc48229.2022.9871910","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871910","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5041294586","display_name":"Masaki Onuki","orcid":"https://orcid.org/0000-0001-7275-0191"},"institutions":[{"id":"https://openalex.org/I97781171","display_name":"University of Human Arts and Sciences","ror":"https://ror.org/01ngjj893","country_code":"JP","type":"education","lineage":["https://openalex.org/I97781171"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Masaki Onuki","raw_affiliation_strings":["Humanome Lab. Inc.,Tokyo,Tsukiji","Humanome Lab. Inc., Tokyo, Tsukiji"],"affiliations":[{"raw_affiliation_string":"Humanome Lab. Inc.,Tokyo,Tsukiji","institution_ids":["https://openalex.org/I97781171"]},{"raw_affiliation_string":"Humanome Lab. Inc., Tokyo, Tsukiji","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060838769","display_name":"Makito Sato","orcid":null},"institutions":[{"id":"https://openalex.org/I97781171","display_name":"University of Human Arts and Sciences","ror":"https://ror.org/01ngjj893","country_code":"JP","type":"education","lineage":["https://openalex.org/I97781171"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Makito Sato","raw_affiliation_strings":["Humanome Lab. Inc.,Tokyo,Tsukiji","Humanome Lab. Inc., Tokyo, Tsukiji"],"affiliations":[{"raw_affiliation_string":"Humanome Lab. Inc.,Tokyo,Tsukiji","institution_ids":["https://openalex.org/I97781171"]},{"raw_affiliation_string":"Humanome Lab. Inc., Tokyo, Tsukiji","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022912020","display_name":"Jun Sese","orcid":"https://orcid.org/0000-0003-3495-4382"},"institutions":[{"id":"https://openalex.org/I97781171","display_name":"University of Human Arts and Sciences","ror":"https://ror.org/01ngjj893","country_code":"JP","type":"education","lineage":["https://openalex.org/I97781171"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Jun Sese","raw_affiliation_strings":["Humanome Lab. Inc.,Tokyo,Tsukiji","Humanome Lab. Inc., Tokyo, Tsukiji"],"affiliations":[{"raw_affiliation_string":"Humanome Lab. Inc.,Tokyo,Tsukiji","institution_ids":["https://openalex.org/I97781171"]},{"raw_affiliation_string":"Humanome Lab. Inc., Tokyo, Tsukiji","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5041294586"],"corresponding_institution_ids":["https://openalex.org/I97781171"],"apc_list":null,"apc_paid":null,"fwci":1.7906,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.83445946,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"2022","issue":null,"first_page":"4465","last_page":"4468"},"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9904999732971191,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.7394415140151978},{"id":"https://openalex.org/keywords/heart-rate-variability","display_name":"Heart rate variability","score":0.7375506162643433},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.6857125163078308},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.6152370572090149},{"id":"https://openalex.org/keywords/physical-health","display_name":"Physical health","score":0.5922682285308838},{"id":"https://openalex.org/keywords/heart-rate","display_name":"Heart rate","score":0.5403023958206177},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4847645163536072},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.45339515805244446},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.32399851083755493},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.3222903609275818},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.3201160430908203},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2736223638057709},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21454238891601562},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17133384943008423},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.14446258544921875},{"id":"https://openalex.org/keywords/blood-pressure","display_name":"Blood pressure","score":0.1429198682308197}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7394415140151978},{"id":"https://openalex.org/C71635504","wikidata":"https://www.wikidata.org/wiki/Q933954","display_name":"Heart rate variability","level":4,"score":0.7375506162643433},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6857125163078308},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.6152370572090149},{"id":"https://openalex.org/C2993280860","wikidata":"https://www.wikidata.org/wiki/Q12147","display_name":"Physical health","level":3,"score":0.5922682285308838},{"id":"https://openalex.org/C2777953023","wikidata":"https://www.wikidata.org/wiki/Q1073121","display_name":"Heart rate","level":3,"score":0.5403023958206177},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4847645163536072},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.45339515805244446},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.32399851083755493},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.3222903609275818},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.3201160430908203},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2736223638057709},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21454238891601562},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17133384943008423},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.14446258544921875},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.1429198682308197},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004389","descriptor_name":"Durable Medical Equipment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004389","descriptor_name":"Durable Medical Equipment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004389","descriptor_name":"Durable Medical Equipment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc48229.2022.9871910","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871910","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:36086284","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36086284","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2012349826","https://openalex.org/W2088661745","https://openalex.org/W2255391069","https://openalex.org/W2594246976","https://openalex.org/W2945961700","https://openalex.org/W2979623968","https://openalex.org/W3007858460","https://openalex.org/W3123480667","https://openalex.org/W3138440227","https://openalex.org/W3153242913","https://openalex.org/W6793812304"],"related_works":["https://openalex.org/W2946788172","https://openalex.org/W112050585","https://openalex.org/W2314914269","https://openalex.org/W3082889039","https://openalex.org/W2739867511","https://openalex.org/W2889272531","https://openalex.org/W3044179424","https://openalex.org/W4241238650","https://openalex.org/W2954543930","https://openalex.org/W2153096869"],"abstract_inverted_index":{"We":[0,104,128,139],"propose":[1],"an":[2,38,44],"estimation":[3,34],"method":[4,168,177],"of":[5,47,78,84,101,112,150,166],"subjects'":[6,90],"physical/mental":[7,91],"health":[8,32,41,92],"condition":[9,33,143],"from":[10,94,117],"their":[11,134,142],"heart":[12,54],"rate":[13,55],"(HR)":[14],"and":[15,43,114,152],"evaluate":[16],"it":[17],"on":[18,146],"the":[19,51,53,70,89,95,102,124,147,154,159,175],"newly":[20],"collected":[21],"data":[22,79,116],"including":[23],"25":[24,109],"million":[25,110],"points":[26,111],"over":[27,120],"97":[28,118],"participants.":[29],"The":[30,162],"accurate":[31],"is":[35,182],"important":[36],"for":[37,80],"employee's":[39],"mental":[40],"care":[42],"objective":[45],"understanding":[46],"our":[48,167],"condition.":[49],"For":[50],"estimation,":[52],"variability":[56],"(HRV)":[57],"has":[58],"been":[59],"widely":[60],"used,":[61],"but":[62],"there":[63],"are":[64],"some":[65],"technical":[66],"difficulties":[67],"with":[68,178],"measuring":[69],"HRV,":[71],"such":[72],"as":[73],"maintaining":[74],"a":[75,81],"good":[76],"quality":[77],"long":[82],"period":[83,149],"time.":[85],"Here,":[86],"we":[87],"predict":[88,141],"only":[93],"HR":[96,113,151],"measured":[97,106],"by":[98,144],"Fitbit":[99,125],"instead":[100],"HRV.":[103],"first":[105],"more":[107],"than":[108,174],"steps":[115],"participants":[119],"3":[121],"months":[122],"using":[123],"Inspire":[126],"HR<sup>TM</sup>.":[127],"also":[129],"conducted":[130],"questionnaires":[131],"to":[132,158],"check":[133],"physical":[135],"conditions":[136],"each":[137],"day.":[138],"then":[140],"focusing":[145],"inactive":[148],"applying":[153],"support":[155],"vector":[156],"machine":[157],"preprocessed":[160],"data.":[161],"best":[163],"balanced":[164],"accuracy":[165,181],"achieved":[169],"0.582,":[170],"which":[171],"was":[172],"higher":[173],"state-of-the-art":[176],"HRV":[179],"whose":[180],"0.565.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
