{"id":"https://openalex.org/W2898896037","doi":"https://doi.org/10.1145/3267305.3267639","title":"Predicting Perceived Stress Through Mirco-EMAs and a Flexible Wearable ECG Device","display_name":"Predicting Perceived Stress Through Mirco-EMAs and a Flexible Wearable ECG Device","publication_year":2018,"publication_date":"2018-10-08","ids":{"openalex":"https://openalex.org/W2898896037","doi":"https://doi.org/10.1145/3267305.3267639","mag":"2898896037"},"language":"en","primary_location":{"id":"doi:10.1145/3267305.3267639","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3267305.3267639","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers","raw_type":"proceedings-article"},"type":"article","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/A5029984762","display_name":"Zachary King","orcid":"https://orcid.org/0000-0002-3826-2909"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Zachary King","raw_affiliation_strings":["Northwestern University, Chicago, USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University, Chicago, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026525847","display_name":"Judith T. Moskowitz","orcid":"https://orcid.org/0000-0002-1399-3318"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Judith Moskowitz","raw_affiliation_strings":["Northwestern University, Chicago, USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University, Chicago, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027355184","display_name":"Laurie Wakschlag","orcid":null},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Laurie Wakschlag","raw_affiliation_strings":["Northwestern University, Chicago, USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University, Chicago, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001385856","display_name":"Nabil Alshurafa","orcid":"https://orcid.org/0000-0001-6681-7564"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nabil Alshurafa","raw_affiliation_strings":["Northwestern University, Chicago, USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University, Chicago, USA","institution_ids":["https://openalex.org/I111979921"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5029984762"],"corresponding_institution_ids":["https://openalex.org/I111979921"],"apc_list":null,"apc_paid":null,"fwci":0.5086,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.70035407,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"106","last_page":"109"},"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":0.9965000152587891,"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":0.9965000152587891,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9882000088691711,"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"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9797000288963318,"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/stressor","display_name":"Stressor","score":0.7341461181640625},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.717942476272583},{"id":"https://openalex.org/keywords/likert-scale","display_name":"Likert scale","score":0.6869878768920898},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.6529963612556458},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5184940099716187},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4712669849395752},{"id":"https://openalex.org/keywords/perceived-stress-scale","display_name":"Perceived Stress Scale","score":0.42229825258255005},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.41404345631599426},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.3772052526473999},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3640367388725281},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.32180896401405334},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.19825980067253113}],"concepts":[{"id":"https://openalex.org/C125370674","wikidata":"https://www.wikidata.org/wiki/Q1527480","display_name":"Stressor","level":2,"score":0.7341461181640625},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.717942476272583},{"id":"https://openalex.org/C105776082","wikidata":"https://www.wikidata.org/wiki/Q617473","display_name":"Likert scale","level":2,"score":0.6869878768920898},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.6529963612556458},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5184940099716187},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4712669849395752},{"id":"https://openalex.org/C2779870332","wikidata":"https://www.wikidata.org/wiki/Q7166982","display_name":"Perceived Stress Scale","level":3,"score":0.42229825258255005},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.41404345631599426},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3772052526473999},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3640367388725281},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.32180896401405334},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.19825980067253113},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3267305.3267639","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3267305.3267639","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7400000095367432,"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W1996299251","https://openalex.org/W2032512569","https://openalex.org/W2125637178","https://openalex.org/W2129860303","https://openalex.org/W2156580739","https://openalex.org/W2755368192","https://openalex.org/W2796136589"],"related_works":["https://openalex.org/W3162248051","https://openalex.org/W4385403451","https://openalex.org/W2094144391","https://openalex.org/W3171686557","https://openalex.org/W4309264807","https://openalex.org/W3100378955","https://openalex.org/W4280601467","https://openalex.org/W2999042931","https://openalex.org/W4307669901","https://openalex.org/W4252940572"],"abstract_inverted_index":{"Self-reported":[0],"perceived":[1,14],"stress":[2,11,15],"does":[3],"not":[4],"often":[5],"correlate":[6,81],"with":[7,82,98,129,139],"physiologic":[8],"and":[9,61,85,107,116,143,155],"behavioral":[10],"response.":[12],"Current":[13],"self-report":[16],"assessment":[17],"methods":[18],"require":[19],"users":[20],"to":[21,34,52],"answer":[22],"many":[23],"questions":[24,79],"at":[25,37],"different":[26],"time":[27,39],"points":[28,40],"of":[29,68,157],"the":[30,42,72],"day.":[31],"Reducing":[32],"it":[33],"one":[35],"question":[36],"multiple":[38,114],"throughout":[41],"day,":[43],"using":[44,158],"microinteraction-based":[45],"Ecological":[46],"Momentary":[47],"Assessment":[48],"(micro-EMA)":[49],"allows":[50],"us":[51],"identify":[53,71],"smaller":[54],"or":[55],"more":[56],"subtle":[57],"changes":[58],"in":[59,96,136,147],"physiology":[60],"corresponding":[62],"emotional":[63],"reactions":[64],"that":[65,80,103,121],"reflect":[66],"experiences":[67],"stress.":[69,149],"We":[70,150],"optimal":[73],"micro-EMAs":[74],"by":[75],"finding":[76],"single":[77],"item":[78],"intended":[83,140],"stressors,":[84],"are":[86],"most":[87],"predictive":[88],"from":[89,109],"physiological":[90],"signals.":[91],"Physiological":[92],"signals":[93],"were":[94],"collected":[95],"lab":[97],"a":[99,126,130,144],"flexible":[100],"wearable":[101],"sensor":[102],"captured":[104],"R-R":[105],"IBI":[106],"motion":[108],"22":[110],"female":[111],"participants":[112],"performing":[113],"stressful":[115,141],"non-stressful":[117],"activities.":[118],"Results":[119],"show":[120],"simply":[122],"asking":[123],"how":[124],"stressed":[125],"person":[127],"is":[128],"7-scale":[131],"Likert":[132],"scale":[133],"response":[134],"results":[135],"0.63":[137],"correlation":[138],"activities,":[142],"68%":[145],"F1-Score":[146],"predicting":[148],"further":[151],"report":[152],"on":[153],"acceptability":[154],"feasibility":[156],"this":[159],"sensor.":[160]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}