{"id":"https://openalex.org/W4411413322","doi":"https://doi.org/10.1007/s41666-025-00200-0","title":"Stress and Emotion Open Access Data: A Review on Datasets, Modalities, Methods, Challenges, and Future Research Perspectives","display_name":"Stress and Emotion Open Access Data: A Review on Datasets, Modalities, Methods, Challenges, and Future Research Perspectives","publication_year":2025,"publication_date":"2025-06-18","ids":{"openalex":"https://openalex.org/W4411413322","doi":"https://doi.org/10.1007/s41666-025-00200-0","pmid":"https://pubmed.ncbi.nlm.nih.gov/40726744"},"language":"en","primary_location":{"id":"doi:10.1007/s41666-025-00200-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41666-025-00200-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41666-025-00200-0.pdf","source":{"id":"https://openalex.org/S4210196546","display_name":"Journal of Healthcare Informatics Research","issn_l":"2509-4971","issn":["2509-4971","2509-498X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"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 Healthcare Informatics Research","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s41666-025-00200-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058504920","display_name":"Aleksandr Ometov","orcid":"https://orcid.org/0000-0003-3412-1639"},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Aleksandr Ometov","raw_affiliation_strings":["Wireless Research Center, Tampere University, Tampere, Finland"],"raw_orcid":"https://orcid.org/0000-0003-3412-1639","affiliations":[{"raw_affiliation_string":"Wireless Research Center, Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006353589","display_name":"Anzhelika Mezina","orcid":"https://orcid.org/0000-0001-8965-6193"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Anzhelika Mezina","raw_affiliation_strings":["Department of Telecommunications, Brno University of Technology, Brno, Czechia"],"raw_orcid":"https://orcid.org/0000-0001-8965-6193","affiliations":[{"raw_affiliation_string":"Department of Telecommunications, Brno University of Technology, Brno, Czechia","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101690436","display_name":"Hsiao-Chun Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Hsiao-Chun Lin","raw_affiliation_strings":["Wireless Research Center, Tampere University, Tampere, Finland"],"raw_orcid":"https://orcid.org/0000-0003-0580-8634","affiliations":[{"raw_affiliation_string":"Wireless Research Center, Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001393159","display_name":"Otso Arponen","orcid":"https://orcid.org/0000-0002-8541-0126"},"institutions":[{"id":"https://openalex.org/I4210126318","display_name":"Tampere University Hospital","ror":"https://ror.org/02hvt5f17","country_code":"FI","type":"healthcare","lineage":["https://openalex.org/I4210126318"]},{"id":"https://openalex.org/I4210133110","display_name":"Tampere University","ror":null,"country_code":"FI","type":null,"lineage":["https://openalex.org/I4210133110"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Otso Arponen","raw_affiliation_strings":["Tampere University Hospital, Tampere, Finland"],"raw_orcid":"https://orcid.org/0000-0002-8541-0126","affiliations":[{"raw_affiliation_string":"Tampere University Hospital, Tampere, Finland","institution_ids":["https://openalex.org/I4210133110","https://openalex.org/I4210126318"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036042625","display_name":"Radim B\u00fcrget","orcid":"https://orcid.org/0000-0003-1849-5390"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Radim Burget","raw_affiliation_strings":["Department of Telecommunications, Brno University of Technology, Brno, Czechia"],"raw_orcid":"https://orcid.org/0000-0003-1849-5390","affiliations":[{"raw_affiliation_string":"Department of Telecommunications, Brno University of Technology, Brno, Czechia","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035297149","display_name":"Jari Nurmi","orcid":"https://orcid.org/0000-0003-2169-4606"},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Jari Nurmi","raw_affiliation_strings":["Wireless Research Center, Tampere University, Tampere, Finland"],"raw_orcid":"https://orcid.org/0000-0003-2169-4606","affiliations":[{"raw_affiliation_string":"Wireless Research Center, Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5058504920"],"corresponding_institution_ids":["https://openalex.org/I166825849"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":17.7135,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.99315751,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"9","issue":"3","first_page":"247","last_page":"279"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9998999834060669,"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":0.996999979019165,"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"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9965999722480774,"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/computer-science","display_name":"Computer science","score":0.7047996520996094},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5724508762359619},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5705339312553406},{"id":"https://openalex.org/keywords/affective-computing","display_name":"Affective computing","score":0.5256900787353516},{"id":"https://openalex.org/keywords/ehealth","display_name":"eHealth","score":0.5108820796012878},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.48904404044151306},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.447567343711853},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.44228315353393555},{"id":"https://openalex.org/keywords/open-research","display_name":"Open research","score":0.4400784373283386},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.42203444242477417},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.41520634293556213},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.36988770961761475},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24894210696220398},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.21400389075279236},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.14872723817825317}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7047996520996094},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5724508762359619},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5705339312553406},{"id":"https://openalex.org/C6438553","wikidata":"https://www.wikidata.org/wiki/Q1185804","display_name":"Affective computing","level":2,"score":0.5256900787353516},{"id":"https://openalex.org/C202645933","wikidata":"https://www.wikidata.org/wiki/Q4930","display_name":"eHealth","level":3,"score":0.5108820796012878},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.48904404044151306},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.447567343711853},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.44228315353393555},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.4400784373283386},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.42203444242477417},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.41520634293556213},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.36988770961761475},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24894210696220398},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.21400389075279236},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.14872723817825317},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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":6,"locations":[{"id":"doi:10.1007/s41666-025-00200-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41666-025-00200-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41666-025-00200-0.pdf","source":{"id":"https://openalex.org/S4210196546","display_name":"Journal of Healthcare Informatics Research","issn_l":"2509-4971","issn":["2509-4971","2509-498X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"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 Healthcare Informatics Research","raw_type":"journal-article"},{"id":"pmid:40726744","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40726744","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":"Journal of healthcare informatics research","raw_type":null},{"id":"pmh:oai:dspace.vut.cz:11012/255407","is_oa":true,"landing_page_url":"http://hdl.handle.net/11012/255407","pdf_url":null,"source":{"id":"https://openalex.org/S4306400317","display_name":"Brno University of Technology Digital Library (Brno University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60587646","host_organization_name":"Brno University of Technology","host_organization_lineage":["https://openalex.org/I60587646"],"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":null,"raw_type":"publishedVersion"},{"id":"pmh:oai:https://dspace.vut.cz:11012/255407","is_oa":true,"landing_page_url":"https://hdl.handle.net/11012/255407","pdf_url":null,"source":{"id":"https://openalex.org/S4306400317","display_name":"Brno University of Technology Digital Library (Brno University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60587646","host_organization_name":"Brno University of Technology","host_organization_lineage":["https://openalex.org/I60587646"],"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":null,"raw_type":"publishedVersion"},{"id":"pmh:oai:pubmedcentral.nih.gov:12290141","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12290141","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,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Healthc Inform Res","raw_type":"Text"},{"id":"pmh:oai:trepo.tuni.fi:10024/229141","is_oa":true,"landing_page_url":"https://trepo.tuni.fi/handle/10024/229141","pdf_url":null,"source":{"id":"https://openalex.org/S7407055260","display_name":"Trepo - Institutional Repository of Tampere University","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":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"reviewarticle"}],"best_oa_location":{"id":"doi:10.1007/s41666-025-00200-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41666-025-00200-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41666-025-00200-0.pdf","source":{"id":"https://openalex.org/S4210196546","display_name":"Journal of Healthcare Informatics Research","issn_l":"2509-4971","issn":["2509-4971","2509-498X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"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 Healthcare Informatics Research","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.4399999976158142,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322282","display_name":"Jane ja Aatos Erkon S\u00e4\u00e4ti\u00f6","ror":"https://ror.org/03vxy9y38"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411413322.pdf","grobid_xml":"https://content.openalex.org/works/W4411413322.grobid-xml"},"referenced_works_count":73,"referenced_works":["https://openalex.org/W1947251450","https://openalex.org/W2002055708","https://openalex.org/W2076953400","https://openalex.org/W2103943262","https://openalex.org/W2144961120","https://openalex.org/W2156567116","https://openalex.org/W2599124244","https://openalex.org/W2802769465","https://openalex.org/W2888483834","https://openalex.org/W2893814198","https://openalex.org/W2894771803","https://openalex.org/W2902812915","https://openalex.org/W2904966308","https://openalex.org/W2921304398","https://openalex.org/W2958197594","https://openalex.org/W2999294457","https://openalex.org/W3005227335","https://openalex.org/W3005353690","https://openalex.org/W3006907331","https://openalex.org/W3007072803","https://openalex.org/W3007858460","https://openalex.org/W3021080764","https://openalex.org/W3042379185","https://openalex.org/W3045518508","https://openalex.org/W3088371165","https://openalex.org/W3103291722","https://openalex.org/W3120424088","https://openalex.org/W3120487758","https://openalex.org/W3122544540","https://openalex.org/W3124050633","https://openalex.org/W3162380478","https://openalex.org/W3163328251","https://openalex.org/W3165526528","https://openalex.org/W3166664022","https://openalex.org/W3190066124","https://openalex.org/W3192216513","https://openalex.org/W3194672963","https://openalex.org/W3202754444","https://openalex.org/W3203923637","https://openalex.org/W3209710747","https://openalex.org/W4200174246","https://openalex.org/W4210271795","https://openalex.org/W4224247713","https://openalex.org/W4225655905","https://openalex.org/W4285244280","https://openalex.org/W4285267541","https://openalex.org/W4306292480","https://openalex.org/W4317930612","https://openalex.org/W4318826628","https://openalex.org/W4319863555","https://openalex.org/W4361290388","https://openalex.org/W4362496488","https://openalex.org/W4362504104","https://openalex.org/W4362641063","https://openalex.org/W4375843352","https://openalex.org/W4385285628","https://openalex.org/W4386800155","https://openalex.org/W4386857804","https://openalex.org/W4387421777","https://openalex.org/W4387764880","https://openalex.org/W4387966489","https://openalex.org/W4389050029","https://openalex.org/W4391177682","https://openalex.org/W4393471800","https://openalex.org/W4399074768","https://openalex.org/W4399258843","https://openalex.org/W4399808780","https://openalex.org/W4401333309","https://openalex.org/W4401381260","https://openalex.org/W4402621153","https://openalex.org/W4403095000","https://openalex.org/W6605954677","https://openalex.org/W6925368224"],"related_works":["https://openalex.org/W4308190148","https://openalex.org/W2196310376","https://openalex.org/W4281488710","https://openalex.org/W4362650935","https://openalex.org/W2904925713","https://openalex.org/W2964266095","https://openalex.org/W2798573901","https://openalex.org/W2978360381","https://openalex.org/W4288988863","https://openalex.org/W4210274794"],"abstract_inverted_index":{"Remote":[0],"continuous":[1],"patient":[2],"monitoring":[3],"is":[4],"an":[5],"essential":[6],"feature":[7],"of":[8,36,41,52,88,124,144,196],"eHealth":[9,200],"systems,":[10],"offering":[11],"opportunities":[12],"for":[13,167],"personalized":[14],"care.":[15],"Among":[16],"its":[17],"emerging":[18],"applications,":[19],"emotion":[20,59,171],"and":[21,38,43,60,70,99,115,126,136,147,158,182,201],"stress":[22,61],"recognition":[23],"hold":[24],"significant":[25],"promise,":[26],"but":[27,102],"face":[28],"major":[29],"challenges":[30],"due":[31],"to":[32,75,185],"the":[33,39,155,175],"subjective":[34],"nature":[35],"emotions":[37],"complexity":[40],"collecting":[42],"interpreting":[44],"related":[45],"data.":[46,90],"This":[47],"paper":[48],"presents":[49],"a":[50,165],"review":[51],"open":[53],"access":[54],"multimodal":[55],"datasets":[56],"used":[57],"in":[58,96,107,112,117,150,170,174,199],"detection.":[62],"It":[63],"focuses":[64],"on":[65],"dataset":[66],"characteristics,":[67],"acquisition":[68],"methods,":[69],"classification":[71],"challenges,":[72],"with":[73],"attention":[74],"physiological":[76],"signals":[77],"captured":[78],"by":[79],"wearable":[80],"devices,":[81],"as":[82,84],"well":[83],"advanced":[85],"processing":[86],"methods":[87],"these":[89],"The":[91,122],"findings":[92],"show":[93],"notable":[94],"advances":[95,191],"data":[97,128,180],"collection":[98],"algorithm":[100],"development,":[101],"limitations":[103],"remain,":[104],"e.g.,":[105],"variability":[106],"real-world":[108],"conditions,":[109],"individual":[110],"differences":[111],"emotional":[113,120],"responses,":[114],"difficulties":[116],"objectively":[118],"validating":[119],"states.":[121],"inclusion":[123],"self-reported":[125],"contextual":[127],"can":[129,192],"enhance":[130],"model":[131],"performance,":[132],"yet":[133],"lacks":[134],"consistency":[135],"reliability.":[137],"Further":[138],"barriers":[139],"include":[140],"privacy":[141],"concerns,":[142],"annotation":[143],"long-term":[145],"data,":[146],"ensuring":[148],"robustness":[149],"uncontrolled":[151],"environments.":[152],"By":[153],"analyzing":[154],"current":[156],"landscape":[157],"highlighting":[159],"key":[160],"gaps,":[161],"this":[162],"study":[163],"contributes":[164],"foundation":[166],"future":[168],"work":[169],"recognition.":[172],"Progress":[173],"field":[176],"will":[177],"require":[178],"privacy-preserving":[179],"strategies":[181],"interdisciplinary":[183],"collaboration":[184],"develop":[186],"reliable,":[187],"scalable":[188],"systems.":[189],"These":[190],"enable":[193],"broader":[194],"adoption":[195],"emotion-aware":[197],"technologies":[198],"beyond.":[202]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":6}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}