{"id":"https://openalex.org/W4285267541","doi":"https://doi.org/10.1109/taffc.2022.3188006","title":"Toward Robust Stress Prediction in the Age of Wearables: Modeling Perceived Stress in a Longitudinal Study With Information Workers","display_name":"Toward Robust Stress Prediction in the Age of Wearables: Modeling Perceived Stress in a Longitudinal Study With Information Workers","publication_year":2022,"publication_date":"2022-07-04","ids":{"openalex":"https://openalex.org/W4285267541","doi":"https://doi.org/10.1109/taffc.2022.3188006"},"language":"en","primary_location":{"id":"doi:10.1109/taffc.2022.3188006","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taffc.2022.3188006","pdf_url":null,"source":{"id":"https://openalex.org/S104780363","display_name":"IEEE Transactions on Affective Computing","issn_l":"1949-3045","issn":["1949-3045","2371-9850"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Affective Computing","raw_type":"journal-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/A5036735405","display_name":"Brandon M. Booth","orcid":"https://orcid.org/0000-0002-5780-8882"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brandon M. Booth","raw_affiliation_strings":["Institute of Cognitive Science, University of Colorado Boulder, Boulder, CO, USA"],"raw_orcid":"https://orcid.org/0000-0002-5780-8882","affiliations":[{"raw_affiliation_string":"Institute of Cognitive Science, University of Colorado Boulder, Boulder, CO, USA","institution_ids":["https://openalex.org/I188538660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044981146","display_name":"Hana Vrz\u00e1kov\u00e1","orcid":"https://orcid.org/0000-0002-5624-8588"},"institutions":[{"id":"https://openalex.org/I175532246","display_name":"University of Eastern Finland","ror":"https://ror.org/00cyydd11","country_code":"FI","type":"education","lineage":["https://openalex.org/I175532246"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Hana Vrzakova","raw_affiliation_strings":["University of Eastern Finland, Kuopio, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Eastern Finland, Kuopio, Finland","institution_ids":["https://openalex.org/I175532246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078182007","display_name":"Stephen M. Mattingly","orcid":"https://orcid.org/0000-0002-0577-1985"},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stephen M. Mattingly","raw_affiliation_strings":["University of Notre Dame, Notre Dame, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Notre Dame, Notre Dame, IN, USA","institution_ids":["https://openalex.org/I107639228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037299618","display_name":"Gonzalo J. Martinez","orcid":"https://orcid.org/0000-0002-7889-4791"},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gonzalo J. Martinez","raw_affiliation_strings":["University of Notre Dame, Notre Dame, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Notre Dame, Notre Dame, IN, USA","institution_ids":["https://openalex.org/I107639228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076011510","display_name":"Louis Faust","orcid":"https://orcid.org/0000-0002-9741-7894"},"institutions":[{"id":"https://openalex.org/I4210125099","display_name":"Mayo Clinic in Arizona","ror":"https://ror.org/03jp40720","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330342723","https://openalex.org/I4210125099"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Louis Faust","raw_affiliation_strings":["Mayo Clinic, Rochester, MN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mayo Clinic, Rochester, MN, USA","institution_ids":["https://openalex.org/I4210125099"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008316506","display_name":"Sidney K. D\u2019Mello","orcid":"https://orcid.org/0000-0003-0347-2807"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sidney K. D\u2019Mello","raw_affiliation_strings":["Institute of Cognitive Science, University of Colorado Boulder, Boulder, CO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Cognitive Science, University of Colorado Boulder, Boulder, CO, USA","institution_ids":["https://openalex.org/I188538660"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.38,"has_fulltext":false,"cited_by_count":59,"citation_normalized_percentile":{"value":0.98161006,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"13","issue":"4","first_page":"2201","last_page":"2217"},"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":0.9889000058174133,"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":0.9889000058174133,"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":0.9884999990463257,"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/T11519","display_name":"Digital Mental Health Interventions","score":0.9787999987602234,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/robustness","display_name":"Robustness (evolution)","score":0.7623499631881714},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.755843997001648},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.67972332239151},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5672048926353455},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5048292279243469},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4198588728904724},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.4156748652458191},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32714203000068665}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7623499631881714},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.755843997001648},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.67972332239151},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5672048926353455},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5048292279243469},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4198588728904724},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.4156748652458191},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32714203000068665},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/taffc.2022.3188006","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taffc.2022.3188006","pdf_url":null,"source":{"id":"https://openalex.org/S104780363","display_name":"IEEE Transactions on Affective Computing","issn_l":"1949-3045","issn":["1949-3045","2371-9850"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Affective Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.7599999904632568}],"awards":[{"id":"https://openalex.org/G439673627","display_name":null,"funder_award_id":"SES 1928612","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"},{"id":"https://openalex.org/G5037694803","display_name":null,"funder_award_id":"SES 2030599","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"},{"id":"https://openalex.org/G5220725999","display_name":null,"funder_award_id":"2017-17042800007","funder_id":"https://openalex.org/F4320333051","funder_display_name":"Intelligence Advanced Research Projects Activity"}],"funders":[{"id":"https://openalex.org/F4320312530","display_name":"Office of the Director of National Intelligence","ror":"https://ror.org/01v3fsc55"},{"id":"https://openalex.org/F4320333051","display_name":"Intelligence Advanced Research Projects Activity","ror":"https://ror.org/01v3fsc55"},{"id":"https://openalex.org/F4320335353","display_name":"National Science Foundation of Sri Lanka","ror":"https://ror.org/010xaa060"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":130,"referenced_works":["https://openalex.org/W321486980","https://openalex.org/W829493754","https://openalex.org/W1070499447","https://openalex.org/W1529077623","https://openalex.org/W1530155851","https://openalex.org/W1531486579","https://openalex.org/W1569173481","https://openalex.org/W1606076675","https://openalex.org/W1767708321","https://openalex.org/W1885362731","https://openalex.org/W1906543112","https://openalex.org/W1923029538","https://openalex.org/W1965486589","https://openalex.org/W1985541164","https://openalex.org/W1987375729","https://openalex.org/W1987557596","https://openalex.org/W1988510224","https://openalex.org/W1990317956","https://openalex.org/W1992615944","https://openalex.org/W1996299251","https://openalex.org/W2001807078","https://openalex.org/W2006391386","https://openalex.org/W2015189042","https://openalex.org/W2016210396","https://openalex.org/W2044620539","https://openalex.org/W2045973153","https://openalex.org/W2054147233","https://openalex.org/W2054287930","https://openalex.org/W2068750135","https://openalex.org/W2070075376","https://openalex.org/W2072479238","https://openalex.org/W2076971467","https://openalex.org/W2081040817","https://openalex.org/W2083194800","https://openalex.org/W2083872334","https://openalex.org/W2085861831","https://openalex.org/W2100985156","https://openalex.org/W2103345398","https://openalex.org/W2104598765","https://openalex.org/W2106297125","https://openalex.org/W2120951423","https://openalex.org/W2127722821","https://openalex.org/W2129241490","https://openalex.org/W2130572763","https://openalex.org/W2131228955","https://openalex.org/W2135303822","https://openalex.org/W2139434784","https://openalex.org/W2144961120","https://openalex.org/W2152988849","https://openalex.org/W2155686640","https://openalex.org/W2156331665","https://openalex.org/W2156567116","https://openalex.org/W2157769629","https://openalex.org/W2163663457","https://openalex.org/W2186800622","https://openalex.org/W2200663839","https://openalex.org/W2342372253","https://openalex.org/W2397383176","https://openalex.org/W2397853309","https://openalex.org/W2401343053","https://openalex.org/W2490446668","https://openalex.org/W2503899757","https://openalex.org/W2518901442","https://openalex.org/W2520289546","https://openalex.org/W2568558147","https://openalex.org/W2590747152","https://openalex.org/W2617878790","https://openalex.org/W2730118562","https://openalex.org/W2732621258","https://openalex.org/W2748459209","https://openalex.org/W2753175802","https://openalex.org/W2762176607","https://openalex.org/W2779582454","https://openalex.org/W2779680663","https://openalex.org/W2788592841","https://openalex.org/W2792140820","https://openalex.org/W2795123983","https://openalex.org/W2801709500","https://openalex.org/W2802769465","https://openalex.org/W2803692240","https://openalex.org/W2807447523","https://openalex.org/W2807513248","https://openalex.org/W2887339434","https://openalex.org/W2890142943","https://openalex.org/W2898767979","https://openalex.org/W2900358852","https://openalex.org/W2900945467","https://openalex.org/W2904966308","https://openalex.org/W2909512602","https://openalex.org/W2912483755","https://openalex.org/W2913184846","https://openalex.org/W2917386416","https://openalex.org/W2917636824","https://openalex.org/W2937732310","https://openalex.org/W2942640105","https://openalex.org/W2944016715","https://openalex.org/W2949139852","https://openalex.org/W2949317369","https://openalex.org/W2951160251","https://openalex.org/W2953580877","https://openalex.org/W2955237239","https://openalex.org/W2958363793","https://openalex.org/W2964658512","https://openalex.org/W2966516178","https://openalex.org/W2967916005","https://openalex.org/W2972463583","https://openalex.org/W2972729724","https://openalex.org/W2997591727","https://openalex.org/W3005348902","https://openalex.org/W3005353690","https://openalex.org/W3011735246","https://openalex.org/W3082499324","https://openalex.org/W3093214314","https://openalex.org/W3094283202","https://openalex.org/W3094661252","https://openalex.org/W3097044139","https://openalex.org/W3156758076","https://openalex.org/W3158738242","https://openalex.org/W3181414820","https://openalex.org/W4231038677","https://openalex.org/W4243177274","https://openalex.org/W4245933202","https://openalex.org/W4288308850","https://openalex.org/W4297903724","https://openalex.org/W4299627282","https://openalex.org/W6606036615","https://openalex.org/W6687517465","https://openalex.org/W6712489540","https://openalex.org/W6764933869","https://openalex.org/W6766978945"],"related_works":["https://openalex.org/W2185469136","https://openalex.org/W2199184806","https://openalex.org/W2012157391","https://openalex.org/W127837312","https://openalex.org/W2585232498","https://openalex.org/W2922283411","https://openalex.org/W4384789578","https://openalex.org/W2562087406","https://openalex.org/W4387421317","https://openalex.org/W2122277836"],"abstract_inverted_index":{"Given":[0],"the":[1,10,31,38,57,162],"widespread":[2],"adverse":[3],"outcomes":[4],"of":[5,42,59,110],"stress":[6,21,44,68,93,138,151,173],"\u2013":[7,13],"exacerbated":[8],"by":[9],"current":[11,50,176],"pandemic":[12],"wearable":[14,71,105,119],"sensing":[15,108,187],"provides":[16],"unique":[17],"opportunities":[18],"for":[19,64],"automated":[20,43,67,92,171],"tracking":[22],"to":[23,78,133,170],"inform":[24],"well-being":[25],"interventions.":[26],"However,":[27],"its":[28],"success":[29],"in":[30,49,139],"wild":[32],"and":[33,40,61,73,80,106,126,153,167,175,178,189],"at":[34],"scale":[35],"depends":[36],"on":[37],"robustness":[39,60],"validity":[41,62],"inference,":[45],"which":[46],"is":[47],"limited":[48],"systems.":[51,83],"In":[52],"this":[53],"work,":[54],"we":[55,74,90,129],"enumerate":[56],"properties":[58],"necessary":[63],"achieving":[65],"viable":[66],"inference":[69,94,174],"using":[70],"sensors,":[72],"underscore":[75],"present":[76,91],"challenges":[77],"constructing":[79],"evaluating":[81],"these":[82,85],"Using":[84,113],"criteria":[86],"as":[87],"guiding":[88],"principles,":[89],"results":[95],"from":[96],"a":[97,114,118,140],"large":[98],"(N=606)":[99],"<italic":[100],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[101],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">in":[102],"situ</i>":[103],"longitudinal":[104],"contextual":[107,191],"study":[109],"information":[111],"workers.":[112],"multimodal":[115],"approach":[116],"encompassing":[117],"sensor,":[120],"relative":[121],"location":[122],"tracking,":[123],"smartphone":[124],"usage,":[125],"environmental":[127],"sensing,":[128],"trained":[130],"regression":[131],"models":[132,144],"predict":[134],"daily":[135],"self-reported":[136],"perceived":[137,172],"participant-independent":[141],"fashion.":[142],"Our":[143,159],"significantly":[145],"outperformed":[146],"baseline":[147],"variants":[148],"with":[149,156],"shuffled":[150],"scores":[152],"were":[154],"consistent":[155],"small-to-moderate":[157],"effects.":[158],"findings":[160],"highlight":[161],"performance":[163,182],"disparity":[164],"between":[165],"robust":[166],"valid":[168],"approaches":[169,177],"suggest":[179],"that":[180],"further":[181],"gains":[183],"might":[184],"require":[185],"additional":[186],"modalities":[188],"enhanced":[190],"awareness":[192],"than":[193],"existing":[194],"approaches.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":22},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":12}],"updated_date":"2026-07-16T13:24:37.021932","created_date":"2025-10-10T00:00:00"}