{"id":"https://openalex.org/W4407251511","doi":"https://doi.org/10.1007/s10489-025-06277-9","title":"Cross-contextual stress prediction: Simple methodology for comparing features and sample domain adaptation techniques in vital sign analysis","display_name":"Cross-contextual stress prediction: Simple methodology for comparing features and sample domain adaptation techniques in vital sign analysis","publication_year":2025,"publication_date":"2025-02-07","ids":{"openalex":"https://openalex.org/W4407251511","doi":"https://doi.org/10.1007/s10489-025-06277-9"},"language":"en","primary_location":{"id":"doi:10.1007/s10489-025-06277-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10489-025-06277-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10489-025-06277-9.pdf","source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"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":"Applied Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10489-025-06277-9.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031656713","display_name":"Samson Mihirette","orcid":"https://orcid.org/0009-0000-5279-6053"},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Samson Mihirette","raw_affiliation_strings":["Computer Science Department, University of Oviedo, 33005, Oviedo, Spain"],"raw_orcid":"https://orcid.org/0009-0000-5279-6053","affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Oviedo, 33005, Oviedo, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071752924","display_name":"Enrique de la Cal","orcid":"https://orcid.org/0000-0001-7142-7544"},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Enrique A. De la Cal","raw_affiliation_strings":["Computer Science Department, University of Oviedo, 33005, Oviedo, Spain"],"raw_orcid":"https://orcid.org/0000-0001-7142-7544","affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Oviedo, 33005, Oviedo, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062848285","display_name":"Qing Tan","orcid":"https://orcid.org/0000-0002-6447-2133"},"institutions":[{"id":"https://openalex.org/I4210118524","display_name":"Universit\u00e9 Bourgogne Franche-Comt\u00e9","ror":"https://ror.org/02dn7x778","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210118524"]},{"id":"https://openalex.org/I86897205","display_name":"Athabasca University","ror":"https://ror.org/01y3xgc52","country_code":"CA","type":"education","lineage":["https://openalex.org/I86897205"]}],"countries":["CA","FR"],"is_corresponding":false,"raw_author_name":"Qing Tan","raw_affiliation_strings":["School of Computing and Information Systems, Faculty of Science and Technology, Athabasca University, 1 University Drive, Athabasca, T9S3A3, Canada"],"raw_orcid":"https://orcid.org/0000-0002-6447-2133","affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems, Faculty of Science and Technology, Athabasca University, 1 University Drive, Athabasca, T9S3A3, Canada","institution_ids":["https://openalex.org/I86897205","https://openalex.org/I4210118524"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020890536","display_name":"Javier Sedano","orcid":"https://orcid.org/0000-0002-4191-8438"},"institutions":[{"id":"https://openalex.org/I4210113112","display_name":"Technological Institute of Castilla y Le\u00f3n","ror":"https://ror.org/01f3b0g09","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210113112"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Sedano","raw_affiliation_strings":["ITCL Technological Center, 09001, Burgos, Spain"],"raw_orcid":"https://orcid.org/0000-0002-4191-8438","affiliations":[{"raw_affiliation_string":"ITCL Technological Center, 09001, Burgos, Spain","institution_ids":["https://openalex.org/I4210113112"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5031656713"],"corresponding_institution_ids":["https://openalex.org/I165339363"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":5.0943,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.95168043,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"55","issue":"6","first_page":null,"last_page":null},"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":0.9983999729156494,"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":0.9983999729156494,"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":0.9983000159263611,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9858999848365784,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7998566627502441},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5937818288803101},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5390133261680603},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.5376753807067871},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.5171429514884949},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5112648010253906},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.45283812284469604},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.444327175617218},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38299137353897095},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3213491439819336},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.11615082621574402}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7998566627502441},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5937818288803101},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5390133261680603},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.5376753807067871},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5171429514884949},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5112648010253906},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.45283812284469604},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.444327175617218},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38299137353897095},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3213491439819336},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.11615082621574402},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10489-025-06277-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10489-025-06277-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10489-025-06277-9.pdf","source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"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":"Applied Intelligence","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10489-025-06277-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10489-025-06277-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10489-025-06277-9.pdf","source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"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":"Applied Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6925285672","display_name":null,"funder_award_id":"RED2018-102312-T","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7881392337","display_name":null,"funder_award_id":"PID2023-146257OB-I00","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320312331","display_name":"Banco Santander","ror":"https://ror.org/017d1hs72"},{"id":"https://openalex.org/F4320323823","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4407251511.pdf"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W2023293610","https://openalex.org/W2026891775","https://openalex.org/W2039253431","https://openalex.org/W2046960533","https://openalex.org/W2104068492","https://openalex.org/W2130111393","https://openalex.org/W2160870752","https://openalex.org/W2164215987","https://openalex.org/W2165698076","https://openalex.org/W2171801645","https://openalex.org/W2395579298","https://openalex.org/W2917316317","https://openalex.org/W2964288524","https://openalex.org/W2976256431","https://openalex.org/W2995989211","https://openalex.org/W3011735246","https://openalex.org/W3042660349","https://openalex.org/W3137027841","https://openalex.org/W3193707194","https://openalex.org/W4295513270","https://openalex.org/W4319317249","https://openalex.org/W4322625607","https://openalex.org/W4385484962","https://openalex.org/W4389262446"],"related_works":["https://openalex.org/W3193043704","https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W3171520305","https://openalex.org/W1924178503","https://openalex.org/W4388745254","https://openalex.org/W2980082554","https://openalex.org/W1517228774","https://openalex.org/W2767419625","https://openalex.org/W2389704471"],"abstract_inverted_index":{"Abstract":[0],"Stress":[1],"significantly":[2],"impacts":[3],"individuals,":[4],"particularly":[5],"in":[6,232,246,265],"professions":[7],"like":[8,272],"nursing":[9,268],"and":[10,17,34,74,94,132,144,159,168,173,195,267],"driving,":[11],"leading":[12],"to":[13,62,96,151,163,177,203,207,252],"severe":[14],"health":[15],"risks":[16],"accidents.":[18],"Accurate":[19],"stress":[20,51,58,191,208,249,263],"measurement":[21],"is":[22,29],"critical":[23],"for":[24,49,189,258],"effective":[25],"interventions,":[26],"yet":[27],"research":[28],"hindered":[30],"by":[31],"incomplete":[32],"datasets":[33,73,205],"inconsistent":[35],"methodologies,":[36],"slowing":[37],"the":[38,54,183,186,210,218,221,241,244,256],"development":[39],"of":[40,56,110,185,220,243],"reliable":[41],"predictive":[42],"models.":[43],"This":[44],"paper":[45],"introduces":[46],"a":[47,213],"framework":[48,188],"cross-contextual":[50,190],"prediction,":[52,192],"enabling":[53],"generation":[55],"general":[57,70,150,162,176,248],"prediction":[59,250],"models":[60,231,251],"adaptable":[61],"specific":[63,97,164,206,253],"domain":[64,92,147],"challenges.":[65],"The":[66,137],"methodology":[67],"leverages":[68],"two":[69],"daily":[71],"life":[72],"three":[75],"domain-specific":[76],"datasets,":[77],"employing":[78],"steps":[79],"such":[80,261],"as":[81,107,198,262],"dataset":[82],"selection,":[83],"feature":[84,87,89],"extraction,":[85],"significant":[86,108],"identification,":[88],"preprocessing,":[90],"fine-tuning,":[91],"adaptation,":[93],"application":[95],"contexts.":[98],"Through":[99],"this":[100],"framework,":[101],"key":[102],"vital":[103],"signs":[104],"were":[105],"identified":[106,197],"predictors":[109],"stress,":[111],"including":[112],"electrocardiography":[113],"(ECG),":[114],"heart":[115,118],"rate":[116,119],"(HR),":[117],"variability":[120],"(HRV)":[121],"-":[122],"low":[123],"frequency":[124],"(LF),":[125],"electrodermal":[126],"activity":[127,166],"(EDA),":[128],"body":[129],"temperature":[130],"(TEMP),":[131],"skin":[133],"conductance":[134],"response":[135],"(SCR).":[136],"experiments":[138],"conducted":[139],"include:":[140],"1)":[141],"Utilizing":[142],"HR":[143,194],"HRV-LF":[145,196],"through":[146],"adaptation":[148],"from":[149,161,175],"automobile":[152,178],"driving":[153,179,266],"datasets;":[154,167],"2)":[155],"Applying":[156],"EDA,":[157],"HR,":[158,172],"TEMP":[160,174],"nurse":[165],"3)":[169],"Adapting":[170],"ECG,":[171],"datasets.":[180],"Results":[181],"demonstrate":[182],"potential":[184],"proposed":[187],"with":[193,228],"pivotal":[199],"features.":[200],"When":[201],"applied":[202],"target":[204],"scenarios,":[209],"model":[211],"achieved":[212],"62%":[214],"F1":[215],"score,":[216],"demonstrating":[217],"effectiveness":[219],"feature-based":[222],"Correlation":[223],"Alignment":[224],"(CORAL)":[225],"technique":[226],"combined":[227],"Random":[229],"Forest":[230],"transferring":[233],"learned":[234],"knowledge":[235],"across":[236],"domains.":[237],"These":[238],"findings":[239],"highlight":[240],"robustness":[242],"approach":[245],"adapting":[247],"contexts,":[254],"paving":[255],"way":[257],"real-world":[259],"applications":[260],"monitoring":[264],"during":[269],"high-stress":[270],"periods":[271],"COVID-19.":[273]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}