{"id":"https://openalex.org/W4398152693","doi":"https://doi.org/10.1109/access.2024.3402999","title":"Exploring Emotion and Emotional Variability as DigitalBiomarkers in Frontotemporal Dementia Speech","display_name":"Exploring Emotion and Emotional Variability as DigitalBiomarkers in Frontotemporal Dementia Speech","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4398152693","doi":"https://doi.org/10.1109/access.2024.3402999"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3402999","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3402999","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10534349.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10534349.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055904253","display_name":"Yishu Gong","orcid":"https://orcid.org/0000-0002-7777-6363"},"institutions":[{"id":"https://openalex.org/I4210140176","display_name":"Takeda (United States)","ror":"https://ror.org/03bygaq51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210140176","https://openalex.org/I44892455"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yishu Gong","raw_affiliation_strings":["Takeda Pharmaceuticals Inc., Cambridge, MA, USA","Takeda Pharmaceuticals, Inc, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-7777-6363","affiliations":[{"raw_affiliation_string":"Takeda Pharmaceuticals Inc., Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210140176"]},{"raw_affiliation_string":"Takeda Pharmaceuticals, Inc, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210140176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091811411","display_name":"Fjona Parllaku","orcid":null},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fjona Parllaku","raw_affiliation_strings":["Massachusetts Institute of Technology, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048791152","display_name":"Katerina Placek","orcid":"https://orcid.org/0000-0002-0832-6684"},"institutions":[{"id":"https://openalex.org/I4210140176","display_name":"Takeda (United States)","ror":"https://ror.org/03bygaq51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210140176","https://openalex.org/I44892455"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Katerina Placek","raw_affiliation_strings":["Takeda Pharmaceuticals Inc., Cambridge, MA, USA","Takeda Pharmaceuticals, Inc, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Takeda Pharmaceuticals Inc., Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210140176"]},{"raw_affiliation_string":"Takeda Pharmaceuticals, Inc, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210140176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073306186","display_name":"Marco Vilela","orcid":null},"institutions":[{"id":"https://openalex.org/I4210140176","display_name":"Takeda (United States)","ror":"https://ror.org/03bygaq51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210140176","https://openalex.org/I44892455"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marco Vilela","raw_affiliation_strings":["Takeda Pharmaceuticals Inc., Cambridge, MA, USA","Takeda Pharmaceuticals, Inc, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Takeda Pharmaceuticals Inc., Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210140176"]},{"raw_affiliation_string":"Takeda Pharmaceuticals, Inc, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210140176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058205777","display_name":"Brian Harel","orcid":"https://orcid.org/0000-0003-2576-0789"},"institutions":[{"id":"https://openalex.org/I4210140176","display_name":"Takeda (United States)","ror":"https://ror.org/03bygaq51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210140176","https://openalex.org/I44892455"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brian Harel","raw_affiliation_strings":["Takeda Pharmaceuticals Inc., Cambridge, MA, USA","Takeda Pharmaceuticals, Inc, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0003-2576-0789","affiliations":[{"raw_affiliation_string":"Takeda Pharmaceuticals Inc., Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210140176"]},{"raw_affiliation_string":"Takeda Pharmaceuticals, Inc, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210140176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076736990","display_name":"Arthur A. Simen","orcid":"https://orcid.org/0000-0002-2844-1516"},"institutions":[{"id":"https://openalex.org/I4210140176","display_name":"Takeda (United States)","ror":"https://ror.org/03bygaq51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210140176","https://openalex.org/I44892455"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Arthur Simen","raw_affiliation_strings":["Takeda Pharmaceuticals Inc., Cambridge, MA, USA","Takeda Pharmaceuticals, Inc, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Takeda Pharmaceuticals Inc., Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210140176"]},{"raw_affiliation_string":"Takeda Pharmaceuticals, Inc, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210140176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031347836","display_name":"Brian Subirana","orcid":"https://orcid.org/0000-0002-3069-5275"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brian Subirana","raw_affiliation_strings":["Massachusetts Institute of Technology, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-3069-5275","affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041029206","display_name":"Amy Brodtmann","orcid":"https://orcid.org/0000-0001-9466-2862"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Amy Brodtmann","raw_affiliation_strings":["Department of Neuroscience, School of Translational Medicine, Monash University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-9466-2862","affiliations":[{"raw_affiliation_string":"Department of Neuroscience, School of Translational Medicine, Monash University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070930882","display_name":"Adam P. Vogel","orcid":"https://orcid.org/0000-0002-3505-2631"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Adam Vogel","raw_affiliation_strings":["School of Health Sciences, The University of Melbourne, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-3505-2631","affiliations":[{"raw_affiliation_string":"School of Health Sciences, The University of Melbourne, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003783065","display_name":"Brian Tracey","orcid":"https://orcid.org/0000-0003-1526-6349"},"institutions":[{"id":"https://openalex.org/I4210140176","display_name":"Takeda (United States)","ror":"https://ror.org/03bygaq51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210140176","https://openalex.org/I44892455"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brian Tracey","raw_affiliation_strings":["Takeda Pharmaceuticals Inc., Cambridge, MA, USA","Takeda Pharmaceuticals, Inc, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0003-1526-6349","affiliations":[{"raw_affiliation_string":"Takeda Pharmaceuticals Inc., Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210140176"]},{"raw_affiliation_string":"Takeda Pharmaceuticals, Inc, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210140176"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.3665,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.80659474,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"12","issue":null,"first_page":"71419","last_page":"71432"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/T10863","display_name":"Voice and Speech Disorders","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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":0.9991000294685364,"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/T10465","display_name":"Neurobiology of Language and Bilingualism","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/frontotemporal-dementia","display_name":"Frontotemporal dementia","score":0.7637514472007751},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5257259607315063},{"id":"https://openalex.org/keywords/dementia","display_name":"Dementia","score":0.44368964433670044},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4345740079879761},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.43319547176361084},{"id":"https://openalex.org/keywords/apathy","display_name":"Apathy","score":0.4234932065010071},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.42190513014793396},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2138783037662506},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.11406353116035461}],"concepts":[{"id":"https://openalex.org/C2778641062","wikidata":"https://www.wikidata.org/wiki/Q18592","display_name":"Frontotemporal dementia","level":4,"score":0.7637514472007751},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5257259607315063},{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.44368964433670044},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4345740079879761},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.43319547176361084},{"id":"https://openalex.org/C2776509080","wikidata":"https://www.wikidata.org/wiki/Q309406","display_name":"Apathy","level":3,"score":0.4234932065010071},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.42190513014793396},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2138783037662506},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.11406353116035461},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3402999","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3402999","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10534349.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:65337e22c44548ea9295ac78884c6cb1","is_oa":false,"landing_page_url":"https://doaj.org/article/65337e22c44548ea9295ac78884c6cb1","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,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 71419-71432 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3402999","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3402999","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10534349.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.5400000214576721,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4398152693.pdf"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W1598866093","https://openalex.org/W1608020191","https://openalex.org/W1686810756","https://openalex.org/W1982921548","https://openalex.org/W1997659839","https://openalex.org/W2025580406","https://openalex.org/W2054652067","https://openalex.org/W2055588133","https://openalex.org/W2080890250","https://openalex.org/W2084627109","https://openalex.org/W2098906249","https://openalex.org/W2119468013","https://openalex.org/W2122947308","https://openalex.org/W2128030851","https://openalex.org/W2138190873","https://openalex.org/W2146334809","https://openalex.org/W2146423417","https://openalex.org/W2148143831","https://openalex.org/W2181523240","https://openalex.org/W2191779130","https://openalex.org/W2192986043","https://openalex.org/W2194775991","https://openalex.org/W2404189933","https://openalex.org/W2414295230","https://openalex.org/W2460296584","https://openalex.org/W2575787248","https://openalex.org/W2583643061","https://openalex.org/W2596578278","https://openalex.org/W2726896134","https://openalex.org/W2736901965","https://openalex.org/W2738539667","https://openalex.org/W2763008648","https://openalex.org/W2787946070","https://openalex.org/W2800788959","https://openalex.org/W2886123861","https://openalex.org/W2900484088","https://openalex.org/W2936451900","https://openalex.org/W2955975605","https://openalex.org/W2969889150","https://openalex.org/W2970737019","https://openalex.org/W3006926732","https://openalex.org/W3024401387","https://openalex.org/W3091468319","https://openalex.org/W3097402694","https://openalex.org/W3112103486","https://openalex.org/W3120088216","https://openalex.org/W3128633978","https://openalex.org/W3167533889","https://openalex.org/W3179614004","https://openalex.org/W3196711847","https://openalex.org/W3205923164","https://openalex.org/W3215184716","https://openalex.org/W4220709978","https://openalex.org/W4221147459","https://openalex.org/W4224918091","https://openalex.org/W4249736682","https://openalex.org/W4292122048","https://openalex.org/W4296538609","https://openalex.org/W4312812805","https://openalex.org/W4312854897","https://openalex.org/W4385573848","https://openalex.org/W4392019371","https://openalex.org/W6635810480","https://openalex.org/W6637373629","https://openalex.org/W6638444622","https://openalex.org/W6687483927","https://openalex.org/W6756324356","https://openalex.org/W6800666689","https://openalex.org/W6838259922","https://openalex.org/W6861440175"],"related_works":["https://openalex.org/W2589856099","https://openalex.org/W2480677383","https://openalex.org/W2409692858","https://openalex.org/W2111499575","https://openalex.org/W1866982798","https://openalex.org/W2156915339","https://openalex.org/W1482203807","https://openalex.org/W2030689331","https://openalex.org/W2980874145","https://openalex.org/W2791875781"],"abstract_inverted_index":{"Frontotemporal":[0],"Dementia":[1],"(FTD)":[2],"encompasses":[3],"a":[4,108,159,171,220,224,249,257,289,306,322],"diverse":[5],"group":[6,190],"of":[7,59,68,89,174,182,204,239,262,288,300,309,318,325,339,349,356],"progressive":[8],"neurodegenerative":[9],"diseases":[10],"that":[11],"impact":[12],"speech":[13,25,58,113,152,179,206,302],"production":[14],"and":[15,20,38,42,63,77,92,122,165,237,347,352],"comprehension,":[16],"higher-order":[17],"cognition,":[18],"behavior,":[19],"motor":[21],"control.":[22],"Traditional":[23],"acoustic":[24],"markers":[26],"have":[27,34],"been":[28],"extensively":[29],"studied":[30],"in":[31,40,53,81,192,219,270,279,327],"FTD,":[32,84],"as":[33,196,198,227],"assessments":[35],"capturing":[36],"apathy":[37],"impairments":[39],"recognizing":[41],"expressing":[43],"emotion.":[44],"This":[45,283],"work":[46],"leverages":[47],"machine":[48],"learning":[49],"to":[50,72,146,162,169,187,209,342],"track":[51],"changes":[52,80,176,311],"emotional":[54,79,175,199,217,310,319,351],"content":[55,320],"within":[56],"the":[57,69,90,138,163,202,205,230,281,286,315,334,344,350],"individuals":[60,82,118,271,328],"with":[61,83,120,158,213,254,272,329],"FTD":[62,121,164,214,255,273],"healthy":[64,124,166,210],"controls.":[65,126],"The":[66,154],"aim":[67],"project":[70],"is":[71],"develop":[73],"tools":[74],"for":[75,97,189,305,336],"assessing":[76,98],"monitoring":[78],"quantifying":[85],"these":[86],"subtle":[87],"aspects":[88],"disease":[91],"thus":[93],"potentially":[94,275],"providing":[95],"insights":[96],"future":[99],"therapeutic":[100],"interventions.":[101],"A":[102],"retrospective":[103],"analysis":[104],"was":[105,156,185],"conducted":[106],"on":[107,137,296],"dataset":[109,145],"comprising":[110],"standard":[111],"elicited":[112],"tasks":[114],"performed":[115],"by":[116,229],"78":[117],"diagnosed":[119],"55":[123],"elderly":[125],"We":[127],"employed":[128],"an":[129],"ensemble-based":[130],"convolutional":[131],"neural":[132],"network":[133],"(CNN)":[134],"classifier":[135,155],"trained":[136],"Interactive":[139],"Emotional":[140],"Dyadic":[141],"Motion":[142],"Capture":[143],"(IEMOCAP)":[144],"extract":[147],"emotion":[148,194,241],"scores":[149,195,242],"from":[150],"processed":[151],"samples.":[153,180,207],"applied":[157],"sliding":[160],"window":[161],"control":[167],"narratives":[168],"facilitate":[170],"granular":[172],"examination":[173,308],"throughout":[177],"longer":[178],"Analysis":[181],"variance":[183],"(ANOVA)":[184],"used":[186],"test":[188],"differences":[191],"average":[193,260],"well":[197],"variability":[200],"over":[201,312],"duration":[203],"Compared":[208],"controls,":[211],"people":[212,253],"demonstrated":[215],"reduced":[216],"change":[218],"monologue":[221],"task":[222],"describing":[223],"happy":[225],"experience,":[226],"measured":[228],"interquartile":[231],"range":[232],"(IQR)":[233],"(p":[234,245,264],"<":[235,246,265],"0.005)":[236],"slope":[238],"\"happy\"":[240],"vs.":[243],"time":[244],"0.005).":[247,266],"During":[248],"picture":[250],"description":[251],"task,":[252],"displayed":[256],"slightly":[258],"elevated":[259],"level":[261],"frustration":[263,268],"Increased":[267],"levels":[269],"could":[274],"indicate":[276],"their":[277],"difficulties":[278],"accomplishing":[280],"task.":[282],"study":[284],"introduced":[285],"application":[287],"pre-trained":[290],"Speech":[291],"Emotion":[292],"Recognition":[293],"(SER)":[294],"model":[295],"overlapping":[297],"short":[298],"segments":[299],"extended":[301],"samples,":[303],"allowing":[304],"detailed":[307],"time.":[313],"Capturing":[314],"temporal":[316],"evolution":[317],"offers":[321],"nuanced":[323],"understanding":[324,348],"communication":[326,354],"FTD.":[330,357],"Our":[331],"findings":[332],"lay":[333],"groundwork":[335],"further":[337],"development":[338],"digital":[340],"biomarkers":[341],"refine":[343],"assessment,":[345],"monitoring,":[346],"social":[353],"impacts":[355]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}