{"id":"https://openalex.org/W4385658792","doi":"https://doi.org/10.3389/fpsyt.2023.1232433","title":"Optomyography-based sensing of facial expression derived arousal and valence in adults with depression","display_name":"Optomyography-based sensing of facial expression derived arousal and valence in adults with depression","publication_year":2023,"publication_date":"2023-08-08","ids":{"openalex":"https://openalex.org/W4385658792","doi":"https://doi.org/10.3389/fpsyt.2023.1232433","pmid":"https://pubmed.ncbi.nlm.nih.gov/37614653","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/10442807"},"language":"en","primary_location":{"id":"doi:10.3389/fpsyt.2023.1232433","doi":"https://doi.org/10.3389/fpsyt.2023.1232433","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpsyt.2023.1232433","pdf_url":"https://www.frontiersin.org/articles/10.3389/fpsyt.2023.1232433/pdf","source":{"id":"https://openalex.org/S92766711","display_name":"Frontiers in Psychiatry","issn_l":"1664-0640","issn":["1664-0640"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","ki-jl-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Psychiatry","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.frontiersin.org/articles/10.3389/fpsyt.2023.1232433/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070903938","display_name":"John Broulidakis","orcid":"https://orcid.org/0000-0001-9314-9100","observed_orcids":["https://orcid.org/0000-0001-9314-9100"]},"institutions":[{"id":"https://openalex.org/I4210106263","display_name":"Emteq (United Kingdom)","ror":"https://ror.org/01gybxp05","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210106263"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"M. John Broulidakis","raw_affiliation_strings":["Emteq Ltd., Brighton, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emteq Ltd., Brighton, United Kingdom","institution_ids":["https://openalex.org/I4210106263"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057005082","display_name":"Ivana Kiprijanovska","orcid":"https://orcid.org/0000-0002-1700-0344","observed_orcids":["https://orcid.org/0000-0002-1700-0344","https://orcid.org/0000-0002-1329-3928"]},"institutions":[{"id":"https://openalex.org/I4210106263","display_name":"Emteq (United Kingdom)","ror":"https://ror.org/01gybxp05","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210106263"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ivana Kiprijanovska","raw_affiliation_strings":["Emteq Ltd., Brighton, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emteq Ltd., Brighton, United Kingdom","institution_ids":["https://openalex.org/I4210106263"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092612442","display_name":"Liberty Severs","orcid":"https://orcid.org/0000-0001-7961-6526","observed_orcids":["https://orcid.org/0000-0001-7961-6526"]},"institutions":[{"id":"https://openalex.org/I4210106263","display_name":"Emteq (United Kingdom)","ror":"https://ror.org/01gybxp05","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210106263"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Liberty Severs","raw_affiliation_strings":["Emteq Ltd., Brighton, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emteq Ltd., Brighton, United Kingdom","institution_ids":["https://openalex.org/I4210106263"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002954762","display_name":"Simon Stankoski","orcid":"https://orcid.org/0000-0002-0377-6731","observed_orcids":["https://orcid.org/0000-0002-0377-6731"]},"institutions":[{"id":"https://openalex.org/I4210106263","display_name":"Emteq (United Kingdom)","ror":"https://ror.org/01gybxp05","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210106263"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Simon Stankoski","raw_affiliation_strings":["Emteq Ltd., Brighton, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emteq Ltd., Brighton, United Kingdom","institution_ids":["https://openalex.org/I4210106263"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037458079","display_name":"Martin Gjoreski","orcid":"https://orcid.org/0000-0002-1220-7418","observed_orcids":["https://orcid.org/0000-0002-1220-7418"]},"institutions":[{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Martin Gjoreski","raw_affiliation_strings":["Faculty of Informatics, Universit\u00e0 della Svizzera italiana, Lugano, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Informatics, Universit\u00e0 della Svizzera italiana, Lugano, Switzerland","institution_ids":["https://openalex.org/I57201433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058449124","display_name":"Ifigeneia I. Mavridou","orcid":"https://orcid.org/0000-0003-3800-6531","observed_orcids":["https://orcid.org/0000-0003-3800-6531"]},"institutions":[{"id":"https://openalex.org/I4210106263","display_name":"Emteq (United Kingdom)","ror":"https://ror.org/01gybxp05","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210106263"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ifigeneia Mavridou","raw_affiliation_strings":["Emteq Ltd., Brighton, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emteq Ltd., Brighton, United Kingdom","institution_ids":["https://openalex.org/I4210106263"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004955908","display_name":"Hristijan Gjoreski","orcid":"https://orcid.org/0000-0002-0770-4268","observed_orcids":["https://orcid.org/0000-0002-0770-4268"]},"institutions":[{"id":"https://openalex.org/I76245029","display_name":"Ss. Cyril and Methodius University in Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK"],"is_corresponding":false,"raw_author_name":"Hristijan Gjoreski","raw_affiliation_strings":["Ss. Cyril and Methodius University in Skopje (UKIM), Skopje, North Macedonia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ss. Cyril and Methodius University in Skopje (UKIM), Skopje, North Macedonia","institution_ids":["https://openalex.org/I76245029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058861968","display_name":"Sophia Cox","orcid":"https://orcid.org/0009-0009-1829-6106","observed_orcids":["https://orcid.org/0009-0009-1829-6106"]},"institutions":[{"id":"https://openalex.org/I4210106263","display_name":"Emteq (United Kingdom)","ror":"https://ror.org/01gybxp05","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210106263"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sophia Cox","raw_affiliation_strings":["Emteq Ltd., Brighton, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emteq Ltd., Brighton, United Kingdom","institution_ids":["https://openalex.org/I4210106263"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092612443","display_name":"Daisy Bradwell","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210106263","display_name":"Emteq (United Kingdom)","ror":"https://ror.org/01gybxp05","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210106263"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Daisy Bradwell","raw_affiliation_strings":["Emteq Ltd., Brighton, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emteq Ltd., Brighton, United Kingdom","institution_ids":["https://openalex.org/I4210106263"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053590250","display_name":"James M. Stone","orcid":"https://orcid.org/0000-0003-3051-0135","observed_orcids":["https://orcid.org/0000-0003-3051-0135"]},"institutions":[{"id":"https://openalex.org/I100063501","display_name":"Brighton and Sussex Medical School","ror":"https://ror.org/01qz7fr76","country_code":"GB","type":"education","lineage":["https://openalex.org/I100063501","https://openalex.org/I162608824","https://openalex.org/I71637028"]},{"id":"https://openalex.org/I162608824","display_name":"University of Sussex","ror":"https://ror.org/00ayhx656","country_code":"GB","type":"education","lineage":["https://openalex.org/I162608824"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"James M. Stone","raw_affiliation_strings":["Brighton and Sussex Medical School, University of Sussex, Brighton, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brighton and Sussex Medical School, University of Sussex, Brighton, United Kingdom","institution_ids":["https://openalex.org/I100063501","https://openalex.org/I162608824"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059732081","display_name":"Charles C. Nduka","orcid":"https://orcid.org/0000-0003-1315-0502","observed_orcids":["https://orcid.org/0000-0003-1315-0502"]},"institutions":[{"id":"https://openalex.org/I2802146118","display_name":"Queen Victoria Hospital","ror":"https://ror.org/01ywpxj09","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I2802146118","https://openalex.org/I4210138177"]},{"id":"https://openalex.org/I4210106263","display_name":"Emteq (United Kingdom)","ror":"https://ror.org/01gybxp05","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210106263"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Charles Nduka","raw_affiliation_strings":["Emteq Ltd., Brighton, United Kingdom","Queen Victoria Hospital, East Grinstead, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emteq Ltd., Brighton, United Kingdom","institution_ids":["https://openalex.org/I4210106263"]},{"raw_affiliation_string":"Queen Victoria Hospital, East Grinstead, United Kingdom","institution_ids":["https://openalex.org/I2802146118"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5059732081"],"corresponding_institution_ids":["https://openalex.org/I2802146118","https://openalex.org/I4210106263"],"apc_list":{"value":3295,"currency":"USD","value_usd":3295},"apc_paid":{"value":3295,"currency":"USD","value_usd":3295},"fwci":0.4157,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.57373332,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":"14","issue":null,"first_page":"1232433","last_page":"1232433"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9101999998092651,"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":0.9101999998092651,"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/T10853","display_name":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","score":0.010700000450015068,"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/T11071","display_name":"Treatment of Major Depression","score":0.009200000204145908,"subfield":{"id":"https://openalex.org/subfields/2736","display_name":"Pharmacology (medical)"},"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/depression","display_name":"depression","score":0.8339999914169312},{"id":"https://openalex.org/keywords/facial-expressions","display_name":"facial expressions","score":0.9049999713897705},{"id":"https://openalex.org/keywords/arousal","display_name":"arousal","score":0.6320000290870667},{"id":"https://openalex.org/keywords/valence","display_name":"valence","score":0.9900000095367432},{"id":"https://openalex.org/keywords/facial-muscle-activity","display_name":"facial muscle activity","score":0.7979999780654907},{"id":"https://openalex.org/keywords/corrugator-supercilii","display_name":"corrugator supercilii","score":0.9869999885559082},{"id":"https://openalex.org/keywords/zygomaticus-major","display_name":"zygomaticus major","score":1.0},{"id":"https://openalex.org/keywords/emotional-salience","display_name":"emotional salience","score":0.734000027179718},{"id":"https://openalex.org/keywords/remote-monitoring","display_name":"remote monitoring","score":0.6039999723434448},{"id":"https://openalex.org/keywords/emotional-behavior","display_name":"emotional behavior","score":0.628000020980835}],"concepts":[{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.7957528233528137},{"id":"https://openalex.org/C36951298","wikidata":"https://www.wikidata.org/wiki/Q379784","display_name":"Arousal","level":2,"score":0.689202070236206},{"id":"https://openalex.org/C168900304","wikidata":"https://www.wikidata.org/wiki/Q171407","display_name":"Valence (chemistry)","level":2,"score":0.6119591593742371},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5918787717819214},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.5587319135665894},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.4559392035007477},{"id":"https://openalex.org/C108154423","wikidata":"https://www.wikidata.org/wiki/Q1469792","display_name":"Salience (neuroscience)","level":2,"score":0.44543367624282837},{"id":"https://openalex.org/C6183727","wikidata":"https://www.wikidata.org/wiki/Q5428559","display_name":"Facial electromyography","level":3,"score":0.4148099720478058},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3698430359363556},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.26939693093299866},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2686868906021118},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.12373200058937073},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.08531609177589417},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","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}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3389/fpsyt.2023.1232433","doi":"https://doi.org/10.3389/fpsyt.2023.1232433","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpsyt.2023.1232433","pdf_url":"https://www.frontiersin.org/articles/10.3389/fpsyt.2023.1232433/pdf","source":{"id":"https://openalex.org/S92766711","display_name":"Frontiers in Psychiatry","issn_l":"1664-0640","issn":["1664-0640"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","ki-jl-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Psychiatry","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10442807","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10442807","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10442807/pdf/fpsyt-14-1232433.pdf","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":"Front Psychiatry","raw_type":"Text"},{"id":"pmid:37614653","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37614653","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":"Frontiers in psychiatry","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:0b69dad86a68487d9cb3c4672c78a7b9","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/0b69dad86a68487d9cb3c4672c78a7b9","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":"Frontiers in Psychiatry, Vol 14 (2023)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/24297778","doi":null,"is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Optomyography-based_sensing_of_facial_expression_derived_arousal_and_valence_in_adults_with_depression/24297778","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"Text"}],"best_oa_location":{"id":"doi:10.3389/fpsyt.2023.1232433","doi":"https://doi.org/10.3389/fpsyt.2023.1232433","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpsyt.2023.1232433","pdf_url":"https://www.frontiersin.org/articles/10.3389/fpsyt.2023.1232433/pdf","source":{"id":"https://openalex.org/S92766711","display_name":"Frontiers in Psychiatry","issn_l":"1664-0640","issn":["1664-0640"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","ki-jl-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Psychiatry","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9537000060081482}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385658792.pdf","grobid_xml":"https://content.openalex.org/works/W4385658792.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1964584093","https://openalex.org/W1980381132","https://openalex.org/W1995398953","https://openalex.org/W2021678994","https://openalex.org/W2025366866","https://openalex.org/W2040878866","https://openalex.org/W2043705607","https://openalex.org/W2051695946","https://openalex.org/W2071513756","https://openalex.org/W2096976598","https://openalex.org/W2099274262","https://openalex.org/W2108592835","https://openalex.org/W2132322340","https://openalex.org/W2147070862","https://openalex.org/W2340604910","https://openalex.org/W2418179205","https://openalex.org/W2585911272","https://openalex.org/W2607119677","https://openalex.org/W2885466588","https://openalex.org/W2897315441","https://openalex.org/W2990616379","https://openalex.org/W3013821667","https://openalex.org/W3110392656","https://openalex.org/W4237530378","https://openalex.org/W4287877441","https://openalex.org/W4310007494","https://openalex.org/W4313133615","https://openalex.org/W4382568264"],"related_works":["https://openalex.org/W356248030","https://openalex.org/W3159773118","https://openalex.org/W2323210448","https://openalex.org/W1964584093","https://openalex.org/W3197529789","https://openalex.org/W4413375509","https://openalex.org/W2334430827","https://openalex.org/W3196112674","https://openalex.org/W2116254945","https://openalex.org/W2085647841"],"abstract_inverted_index":{"Background:":[0],"Continuous":[1],"assessment":[2,10],"of":[3,13,45,81,126,237,248],"affective":[4],"behaviors":[5],"could":[6,41],"improve":[7],"the":[8,95,129,170,203,235,245],"diagnosis,":[9],"and":[11,17,70,83,99,172],"monitoring":[12],"chronic":[14],"mental":[15],"health":[16],"neurological":[18],"conditions":[19],"such":[20],"as":[21,119,135,141,153,190],"depression.":[22],"However,":[23],"there":[24],"are":[25],"no":[26],"technologies":[27],"well":[28,62],"suited":[29,63],"to":[30,48,64,132,150,210,221,240],"this,":[31],"limiting":[32],"potential":[33],"clinical":[34],"applications.":[35],"Aim:":[36],"To":[37],"test":[38],"if":[39],"we":[40],"replicate":[42],"previous":[43],"evidence":[44],"hypo":[46],"reactivity":[47],"emotional":[49,111,222],"salient":[50],"material":[51],"using":[52,224],"an":[53,84],"entirely":[54],"new":[55],"sensing":[56,239],"technique":[57],"called":[58],"optomyography":[59,226],"which":[60],"is":[61,208,229],"remote":[65],"monitoring.":[66],"Methods:":[67],"Thirty-eight":[68],"depressed":[69,194],"37":[71],"controls":[72],"(\u226518,":[73],"\u226440":[74],"years)":[75],"who":[76],"met":[77],"a":[78,162,249],"research":[79],"diagnosis":[80],"depression":[82,218],"age-matched":[85],"non-depressed":[86],"control":[87],"group.":[88],"Changes":[89],"in":[90,110,128,165,180,193,215,219,244],"facial":[91,166,181,212,242],"muscle":[92,167],"activity":[93],"over":[94],"brow":[96,147,171],"(corrugator":[97],"supercilli)":[98],"cheek":[100,130],"(zygomaticus":[101],"major)":[102],"were":[103,122,144,176],"measured":[104],"whilst":[105],"volunteers":[106,195],"watched":[107],"videos":[108,117,133,151,184],"varying":[109],"salience.":[112],"Results:":[113],"Across":[114],"all":[115],"participants,":[116],"rated":[118,134,140,189],"subjectively":[120,142,186],"positive":[121],"associated":[123,145,160],"with":[124,146,161,197,217],"activation":[125,148,168,179],"muscles":[127,182],"relative":[131,149],"neutral":[136,154],"or":[137,155,188],"negative.":[138],"Videos":[139],"negative":[143,187],"judged":[152],"positive.":[156],"Self-reported":[157],"arousal":[158,192],"was":[159],"step":[163],"increase":[164],"across":[169],"cheek.":[173],"Group":[174],"differences":[175],"significantly":[177],"reduced":[178],"during":[183],"considered":[185],"high":[191],"compared":[196],"controls.":[198],"Conclusion:":[199],"We":[200],"demonstrate":[201],"for":[202],"first":[204],"time":[205],"that":[206],"it":[207],"possible":[209],"detect":[211],"expression":[213],"hypo-reactivity":[214],"adults":[216],"response":[220],"content":[223],"glasses-based":[225],"sensing.":[227],"It":[228],"hoped":[230],"these":[231],"results":[232],"may":[233],"encourage":[234],"use":[236],"optomyography-based":[238],"track":[241],"expressions":[243],"real-world,":[246],"outside":[247],"specialized":[250],"testing":[251],"environment.":[252]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-08-09T00:00:00"}