{"id":"https://openalex.org/W4387764880","doi":"https://doi.org/10.2196/39995","title":"Detecting Prolonged Stress in Real Life Using Wearable Biosensors and Ecological Momentary Assessments: Naturalistic Experimental Study","display_name":"Detecting Prolonged Stress in Real Life Using Wearable Biosensors and Ecological Momentary Assessments: Naturalistic Experimental Study","publication_year":2023,"publication_date":"2023-10-19","ids":{"openalex":"https://openalex.org/W4387764880","doi":"https://doi.org/10.2196/39995","pmid":"https://pubmed.ncbi.nlm.nih.gov/37856180","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/10623231"},"language":"en","primary_location":{"id":"doi:10.2196/39995","doi":"https://doi.org/10.2196/39995","is_oa":true,"landing_page_url":"https://doi.org/10.2196/39995","pdf_url":"https://www.jmir.org/2023/1/e39995/PDF","source":{"id":"https://openalex.org/S17147534","display_name":"Journal of Medical Internet Research","issn_l":"1438-8871","issn":["1438-8871","1439-4456"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-b","doyens","fnege-4","jufo-2","ki-jl-2","medline","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320608","host_organization_name":"JMIR Publications","host_organization_lineage":["https://openalex.org/P4310320608"],"host_organization_lineage_names":["JMIR Publications"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Internet Research","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.jmir.org/2023/1/e39995/PDF","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056794278","display_name":"Rayyan Tutunji","orcid":"https://orcid.org/0000-0002-3537-9888","observed_orcids":["https://orcid.org/0000-0002-3537-9888"]},"institutions":[{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]},{"id":"https://openalex.org/I2802934949","display_name":"Radboud University Medical Center","ror":"https://ror.org/05wg1m734","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2802934949"]},{"id":"https://openalex.org/I4405261313","display_name":"Donders Institute for Brain, Cognition and Behaviour","ror":"https://ror.org/053sba816","country_code":"NL","type":"facility","lineage":["https://openalex.org/I145872427","https://openalex.org/I4405261313"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Rayyan Tutunji","raw_affiliation_strings":["Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands","Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-3537-9888","affiliations":[{"raw_affiliation_string":"Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"]},{"raw_affiliation_string":"Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021613630","display_name":"Nikos Kogias","orcid":"https://orcid.org/0000-0002-9692-1503","observed_orcids":["https://orcid.org/0000-0002-9692-1503"]},"institutions":[{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]},{"id":"https://openalex.org/I2802934949","display_name":"Radboud University Medical Center","ror":"https://ror.org/05wg1m734","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2802934949"]},{"id":"https://openalex.org/I4405261313","display_name":"Donders Institute for Brain, Cognition and Behaviour","ror":"https://ror.org/053sba816","country_code":"NL","type":"facility","lineage":["https://openalex.org/I145872427","https://openalex.org/I4405261313"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Nikos Kogias","raw_affiliation_strings":["Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands","Donders Institute for Brain, Cognition, and Behaviour Radboud University Medical Center Kapittelweg Nijmegen, 6525EN Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"]},{"raw_affiliation_string":"Donders Institute for Brain, Cognition, and Behaviour Radboud University Medical Center Kapittelweg Nijmegen, 6525EN Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011752695","display_name":"Bob Kapteijns","orcid":"https://orcid.org/0000-0003-3019-8006","observed_orcids":["https://orcid.org/0000-0003-3019-8006"]},"institutions":[{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]},{"id":"https://openalex.org/I2802934949","display_name":"Radboud University Medical Center","ror":"https://ror.org/05wg1m734","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2802934949"]},{"id":"https://openalex.org/I4405261313","display_name":"Donders Institute for Brain, Cognition and Behaviour","ror":"https://ror.org/053sba816","country_code":"NL","type":"facility","lineage":["https://openalex.org/I145872427","https://openalex.org/I4405261313"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Bob Kapteijns","raw_affiliation_strings":["Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands","Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"]},{"raw_affiliation_string":"Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025421344","display_name":"Martin Krentz","orcid":"https://orcid.org/0000-0002-8238-3716","observed_orcids":["https://orcid.org/0000-0002-8238-3716"]},"institutions":[{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]},{"id":"https://openalex.org/I2802934949","display_name":"Radboud University Medical Center","ror":"https://ror.org/05wg1m734","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2802934949"]},{"id":"https://openalex.org/I4405261313","display_name":"Donders Institute for Brain, Cognition and Behaviour","ror":"https://ror.org/053sba816","country_code":"NL","type":"facility","lineage":["https://openalex.org/I145872427","https://openalex.org/I4405261313"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Martin Krentz","raw_affiliation_strings":["Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands","Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"]},{"raw_affiliation_string":"Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017597907","display_name":"Florian Krause","orcid":"https://orcid.org/0000-0002-2754-3692","observed_orcids":["https://orcid.org/0000-0002-2754-3692"]},"institutions":[{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]},{"id":"https://openalex.org/I2802934949","display_name":"Radboud University Medical Center","ror":"https://ror.org/05wg1m734","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2802934949"]},{"id":"https://openalex.org/I4405261313","display_name":"Donders Institute for Brain, Cognition and Behaviour","ror":"https://ror.org/053sba816","country_code":"NL","type":"facility","lineage":["https://openalex.org/I145872427","https://openalex.org/I4405261313"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Florian Krause","raw_affiliation_strings":["Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands","Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"]},{"raw_affiliation_string":"Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037520374","display_name":"Eliana Vassena","orcid":"https://orcid.org/0000-0002-5761-6813","observed_orcids":["https://orcid.org/0000-0002-5761-6813"]},"institutions":[{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]},{"id":"https://openalex.org/I2802934949","display_name":"Radboud University Medical Center","ror":"https://ror.org/05wg1m734","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2802934949"]},{"id":"https://openalex.org/I4405261313","display_name":"Donders Institute for Brain, Cognition and Behaviour","ror":"https://ror.org/053sba816","country_code":"NL","type":"facility","lineage":["https://openalex.org/I145872427","https://openalex.org/I4405261313"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Eliana Vassena","raw_affiliation_strings":["Behavioural Science Institute, Radboud University, Nijmegen, The Netherlands","Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands","Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Behavioural Science Institute, Radboud University, Nijmegen, The Netherlands","institution_ids":["https://openalex.org/I145872427"]},{"raw_affiliation_string":"Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"]},{"raw_affiliation_string":"Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077600021","display_name":"Erno J. Hermans","orcid":"https://orcid.org/0000-0003-1339-8639","observed_orcids":["https://orcid.org/0000-0003-1339-8639"]},"institutions":[{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]},{"id":"https://openalex.org/I2802934949","display_name":"Radboud University Medical Center","ror":"https://ror.org/05wg1m734","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2802934949"]},{"id":"https://openalex.org/I4405261313","display_name":"Donders Institute for Brain, Cognition and Behaviour","ror":"https://ror.org/053sba816","country_code":"NL","type":"facility","lineage":["https://openalex.org/I145872427","https://openalex.org/I4405261313"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Erno J. Hermans","raw_affiliation_strings":["Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands","Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"]},{"raw_affiliation_string":"Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5056794278"],"corresponding_institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949","https://openalex.org/I4405261313"],"apc_list":{"value":2950,"currency":"USD","value_usd":2950},"apc_paid":{"value":2950,"currency":"USD","value_usd":2950},"fwci":3.6314,"has_fulltext":true,"cited_by_count":51,"citation_normalized_percentile":{"value":0.94870711,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"25","issue":null,"first_page":"e39995","last_page":"e39995"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.8086000084877014,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.8086000084877014,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.15000000596046448,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.0052999998442828655,"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/stress-detection","display_name":"stress detection","score":0.8659999966621399},{"id":"https://openalex.org/keywords/wearable-biosensors","display_name":"wearable biosensors","score":0.9559999704360962},{"id":"https://openalex.org/keywords/ecological-momentary-assessment","display_name":"ecological momentary assessment","score":0.9869999885559082},{"id":"https://openalex.org/keywords/physiological-arousal","display_name":"physiological arousal","score":0.9409999847412109},{"id":"https://openalex.org/keywords/high-stakes-examinations","display_name":"high-stakes examinations","score":0.7289999723434448},{"id":"https://openalex.org/keywords/medical-students","display_name":"medical students","score":0.7450000047683716},{"id":"https://openalex.org/keywords/biomedical-science-students","display_name":"biomedical students","score":0.6740000247955322},{"id":"https://openalex.org/keywords/affect","display_name":"affect","score":0.4909999966621399},{"id":"https://openalex.org/keywords/non-intrusive-monitoring","display_name":"non-intrusive monitoring","score":0.6639999747276306},{"id":"https://openalex.org/keywords/time-resolved-analysis","display_name":"time-resolved analysis","score":0.5299999713897705}],"concepts":[{"id":"https://openalex.org/C36951298","wikidata":"https://www.wikidata.org/wiki/Q379784","display_name":"Arousal","level":2,"score":0.7786834836006165},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7555476427078247},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.7209217548370361},{"id":"https://openalex.org/C125370674","wikidata":"https://www.wikidata.org/wiki/Q1527480","display_name":"Stressor","level":2,"score":0.7073290944099426},{"id":"https://openalex.org/C2780733359","wikidata":"https://www.wikidata.org/wiki/Q331769","display_name":"Mood","level":2,"score":0.633513867855072},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.45453599095344543},{"id":"https://openalex.org/C179420905","wikidata":"https://www.wikidata.org/wiki/Q223871","display_name":"Mediation","level":2,"score":0.4279184341430664},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3500077724456787},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.1894620656967163},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.14421537518501282},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.07861161231994629},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"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":"D000072860","descriptor_name":"Ecological Momentary Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000339","descriptor_name":"Affect","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013315","descriptor_name":"Stress, Psychological","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D015374","descriptor_name":"Biosensing Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057566","descriptor_name":"Self Report","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":8,"locations":[{"id":"doi:10.2196/39995","doi":"https://doi.org/10.2196/39995","is_oa":true,"landing_page_url":"https://doi.org/10.2196/39995","pdf_url":"https://www.jmir.org/2023/1/e39995/PDF","source":{"id":"https://openalex.org/S17147534","display_name":"Journal of Medical Internet Research","issn_l":"1438-8871","issn":["1438-8871","1439-4456"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-b","doyens","fnege-4","jufo-2","ki-jl-2","medline","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320608","host_organization_name":"JMIR Publications","host_organization_lineage":["https://openalex.org/P4310320608"],"host_organization_lineage_names":["JMIR Publications"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Internet Research","raw_type":"journal-article"},{"id":"doi:10.2196/preprints.39995","doi":"https://doi.org/10.2196/preprints.39995","is_oa":false,"landing_page_url":"https://doi.org/10.2196/preprints.39995","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},{"id":"doi:10.1101/2021.06.29.450360","doi":"https://doi.org/10.1101/2021.06.29.450360","is_oa":true,"landing_page_url":"https://doi.org/10.1101/2021.06.29.450360","pdf_url":"https://www.biorxiv.org/content/biorxiv/early/2022/05/18/2021.06.29.450360.full.pdf","source":{"id":"https://openalex.org/S4306402567","display_name":"bioRxiv (Cold Spring Harbor Laboratory)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2750212522","host_organization_name":"Cold Spring Harbor Laboratory","host_organization_lineage":["https://openalex.org/I2750212522"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"bioRxiv","raw_type":"posted-content"},{"id":"pmh:oai:pubmedcentral.nih.gov:10623231","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10623231","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"J Med Internet Res","raw_type":"Text"},{"id":"pmid:37856180","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37856180","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,"listed_in":[],"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":"Journal of medical Internet research","raw_type":"Journal Article"},{"id":"pmh:oai:repository.ubn.ru.nl:2066/297601","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/2066/297601","pdf_url":"https://repository.ubn.ru.nl/bitstream/handle/2066/297601/1/297601.pdf","source":{"id":"https://openalex.org/S4306401067","display_name":"Radboud Repository (Radboud University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I145872427","host_organization_name":"Radboud University Nijmegen","host_organization_lineage":["https://openalex.org/I145872427"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article / Letter to editor"},{"id":"pmh:doi:10.34973/j0ym-mb28","doi":null,"is_oa":false,"landing_page_url":"https://webdav.data.ru.nl/dccn/DSC_3013068.02_912_v1","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},{"id":"pmh:oai:doaj.org/article:e6cd9b6c2f71479f853a12573878110b","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/e6cd9b6c2f71479f853a12573878110b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Medical Internet Research, Vol 25, p e39995 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.2196/39995","doi":"https://doi.org/10.2196/39995","is_oa":true,"landing_page_url":"https://doi.org/10.2196/39995","pdf_url":"https://www.jmir.org/2023/1/e39995/PDF","source":{"id":"https://openalex.org/S17147534","display_name":"Journal of Medical Internet Research","issn_l":"1438-8871","issn":["1438-8871","1439-4456"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-b","doyens","fnege-4","jufo-2","ki-jl-2","medline","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320608","host_organization_name":"JMIR Publications","host_organization_lineage":["https://openalex.org/P4310320608"],"host_organization_lineage_names":["JMIR Publications"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Internet Research","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.8560000061988831}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[{"id":"https://openalex.org/G5667690852","display_name":"Stress Resilience and Network-Feedback Training","funder_award_id":"682591","funder_id":"https://openalex.org/F4320338335","funder_display_name":"H2020 European Research Council"}],"funders":[{"id":"https://openalex.org/F4320338335","display_name":"H2020 European Research Council","ror":"https://ror.org/0472cxd90"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387764880.pdf","grobid_xml":"https://content.openalex.org/works/W4387764880.grobid-xml"},"referenced_works_count":82,"referenced_works":["https://openalex.org/W19303356","https://openalex.org/W61997153","https://openalex.org/W273955616","https://openalex.org/W1893604657","https://openalex.org/W1915630050","https://openalex.org/W1959260842","https://openalex.org/W1998771475","https://openalex.org/W2001640574","https://openalex.org/W2003697795","https://openalex.org/W2025643818","https://openalex.org/W2027266940","https://openalex.org/W2029334490","https://openalex.org/W2032512569","https://openalex.org/W2034914216","https://openalex.org/W2046598280","https://openalex.org/W2053566464","https://openalex.org/W2080898270","https://openalex.org/W2097771779","https://openalex.org/W2108805072","https://openalex.org/W2127557821","https://openalex.org/W2130041471","https://openalex.org/W2137787480","https://openalex.org/W2140057406","https://openalex.org/W2141845152","https://openalex.org/W2145241717","https://openalex.org/W2155002669","https://openalex.org/W2165857685","https://openalex.org/W2171413723","https://openalex.org/W2171801645","https://openalex.org/W2185647118","https://openalex.org/W2281965232","https://openalex.org/W2336430914","https://openalex.org/W2342249984","https://openalex.org/W2414928218","https://openalex.org/W2471984866","https://openalex.org/W2504825117","https://openalex.org/W2587035538","https://openalex.org/W2606212588","https://openalex.org/W2613845253","https://openalex.org/W2620243808","https://openalex.org/W2621292356","https://openalex.org/W2732051544","https://openalex.org/W2738728783","https://openalex.org/W2763081536","https://openalex.org/W2774486220","https://openalex.org/W2791594022","https://openalex.org/W2799906101","https://openalex.org/W2808252767","https://openalex.org/W2888126963","https://openalex.org/W2896993883","https://openalex.org/W2897483345","https://openalex.org/W2900152104","https://openalex.org/W2902735733","https://openalex.org/W2904966308","https://openalex.org/W2913053842","https://openalex.org/W2913593212","https://openalex.org/W2929646074","https://openalex.org/W2937019035","https://openalex.org/W2949746117","https://openalex.org/W2951264765","https://openalex.org/W2953159832","https://openalex.org/W2963232555","https://openalex.org/W2969482845","https://openalex.org/W2993886326","https://openalex.org/W2994739415","https://openalex.org/W3024223098","https://openalex.org/W3035965352","https://openalex.org/W3037503383","https://openalex.org/W3085042055","https://openalex.org/W3087367554","https://openalex.org/W3087799829","https://openalex.org/W3204056100","https://openalex.org/W3213655796","https://openalex.org/W4200027038","https://openalex.org/W4205174226","https://openalex.org/W4212855777","https://openalex.org/W4214621957","https://openalex.org/W4238834309","https://openalex.org/W4242743388","https://openalex.org/W4243236420","https://openalex.org/W4294955778","https://openalex.org/W4306181793"],"related_works":["https://openalex.org/W3173422420","https://openalex.org/W7132914018","https://openalex.org/W2898896037","https://openalex.org/W7207698726","https://openalex.org/W2945596943","https://openalex.org/W2159872201","https://openalex.org/W7154027205","https://openalex.org/W2910424258","https://openalex.org/W4366823381","https://openalex.org/W4316659000"],"abstract_inverted_index":{"BACKGROUND:":[0],"Increasing":[1],"efforts":[2],"toward":[3],"the":[4,51,85,131,160,217,242,247,257,319,324,334,340,353],"prevention":[5],"of":[6,18,53,87,133,162,297,342,355],"stress-related":[7,19,346],"mental":[8,347],"disorders":[9],"have":[10,23],"created":[11],"a":[12,26,92,103,183,190,295,381],"need":[13],"for":[14,78,345],"unobtrusive":[15],"real-life":[16,38],"monitoring":[17],"symptoms.":[20],"Wearable":[21],"devices":[22,64],"emerged":[24],"as":[25,170,279,366],"possible":[27],"solution":[28],"to":[29,49,102,129,150,164,172,265,276,313,371],"aid":[30],"in":[31,37,65,108,224,246,273,358,384],"this":[32],"process,":[33],"but":[34],"their":[35],"use":[36,155],"stress":[39,69,138,232,387],"detection":[40],"has":[41],"not":[42],"been":[43],"systematically":[44],"investigated.":[45],"OBJECTIVE:":[46],"We":[47,118,144,177,260],"aimed":[48],"determine":[50],"utility":[52],"ecological":[54,79,89],"momentary":[55,166,230,386],"assessments":[56,81],"(EMA)":[57],"and":[58,99,111,141,186,206,234,289,299,333,374],"physiological":[59,80,97,142,211,225,244,360],"arousal":[60,98,212,226,245,361,367],"measured":[61],"through":[62],"wearable":[63,76,157,343],"detecting":[66],"ecologically":[67],"relevant":[68],"states.":[70],"METHODS:":[71],"Using":[72],"EMA":[73,270,298],"combined":[74],"with":[75,125,228],"biosensors":[77,344],"(EPA),":[82],"we":[83,153,316],"investigated":[84],"impact":[86,132],"an":[88,394],"stressor":[90],"(ie,":[91,168],"high-stakes":[93,196],"examination":[94,134,173,197,218,248],"week)":[95],"on":[96,136,214],"affect":[100,205,255],"compared":[101],"control":[104,175,285],"week":[105,249],"without":[106],"examinations":[107,282],"first-year":[109],"medical":[110],"biomedical":[112],"science":[113],"students":[114],"(51/83,":[115],"61.4%":[116],"female).":[117],"first":[119],"used":[120,146,262],"generalized":[121],"linear":[122],"mixed-effects":[123],"models":[124,149,181,188,239,312,321,326],"maximal":[126],"fitting":[127],"approaches":[128],"investigate":[130,151],"periods":[135],"subjective":[137],"exposure,":[139],"mood,":[140],"arousal.":[143],"then":[145,261],"machine":[147,263],"learning":[148,264],"whether":[152],"could":[154],"EMA,":[156],"biosensors,":[158],"or":[159,174,283],"combination":[161,296],"both":[163,179,229,372],"classify":[165,277],"data":[167],"beeps)":[169],"belonging":[171],"weeks.":[176],"tested":[178],"individualized":[180,269,311,320],"using":[182,189],"leave-one-beep-out":[184],"approach":[185,383],"group-based":[187,314,325],"leave-one-subject-out":[191],"approach.":[192],"RESULTS:":[193],"During":[194],"stressful":[195],"(versus":[198],"control)":[199],"weeks,":[200],"participants":[201],"reported":[202],"increased":[203],"negative":[204,375],"decreased":[207,213,243],"positive":[208,236,254,373],"affect.":[209,237],"Intriguingly,":[210],"average":[215],"during":[216,256],"week.":[219],"Time-resolved":[220],"analyses":[221],"revealed":[222,240],"peaks":[223],"associated":[227],"self-reported":[231,235],"exposure":[233],"Mediation":[238],"that":[241,267,318],"was":[250],"mediated":[251],"by":[252,363],"lower":[253],"same":[258],"period.":[259],"show":[266],"while":[268],"outperformed":[271,323],"EPA":[272,300],"its":[274],"ability":[275],"beeps":[278],"originating":[280],"from":[281,284],"weeks":[286],"(1603/4793,":[287],"33.45%":[288],"1648/4565,":[290],"36.11%":[291],"error":[292,306],"rates,":[293],"respectively),":[294],"yields":[301],"optimal":[302],"classification":[303],"(1363/4565,":[304],"29.87%":[305],"rate).":[307],"Finally,":[308],"when":[309,391],"comparing":[310],"models,":[315],"found":[317],"significantly":[322],"across":[327],"all":[328],"3":[329],"inputs":[330],"(EMA,":[331],"EPA,":[332],"combination).":[335],"CONCLUSIONS:":[336],"This":[337],"study":[338],"underscores":[339],"potential":[341],"health":[348],"monitoring.":[349],"However,":[350],"it":[351],"emphasizes":[352],"necessity":[354],"psychological":[356],"context":[357],"interpreting":[359],"captured":[362],"these":[364],"devices,":[365],"can":[368],"be":[369],"related":[370],"contexts.":[376],"Moreover,":[377],"our":[378],"findings":[379],"support":[380],"personalized":[382],"which":[385],"is":[388],"optimally":[389],"detected":[390],"referenced":[392],"against":[393],"individual's":[395],"own":[396],"data.":[397]},"counts_by_year":[{"year":2026,"cited_by_count":17},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":4}],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2023-10-20T00:00:00"}