{"id":"https://openalex.org/W7220713513","doi":"https://doi.org/10.3389/fpsyt.2026.1907020","title":"Spatiotemporal feature-based investigation of major depressive disorder and emotion recognition using functional near infrared spectroscopy","display_name":"Spatiotemporal feature-based investigation of major depressive disorder and emotion recognition using functional near infrared spectroscopy","publication_year":2026,"publication_date":"2026-10-06","ids":{"openalex":"https://openalex.org/W7220713513","doi":"https://doi.org/10.3389/fpsyt.2026.1907020","pmid":"https://pubmed.ncbi.nlm.nih.gov/42903202","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13680482"},"language":"en","primary_location":{"id":"doi:10.3389/fpsyt.2026.1907020","doi":"https://doi.org/10.3389/fpsyt.2026.1907020","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpsyt.2026.1907020","pdf_url":"https://www.frontiersin.org/journals/psychiatry/articles/10.3389/fpsyt.2026.1907020/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/journals/psychiatry/articles/10.3389/fpsyt.2026.1907020/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040383063","display_name":"Jinlong Chao","orcid":"https://orcid.org/0000-0003-1593-743X","observed_orcids":["https://orcid.org/0000-0003-1593-743X"]},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinlong Chao","raw_affiliation_strings":["School of Computer & Artifical Intelligence (College Of Software), Lanzhou University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer & Artifical Intelligence (College Of Software), Lanzhou University of Technology","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5157685457","display_name":"Rui Yang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Rui Yang","raw_affiliation_strings":["Guangyuan Mental Health Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangyuan Mental Health Center","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121965818","display_name":"Hong Peng","orcid":"https://orcid.org/0000-0003-1558-1269","observed_orcids":["https://orcid.org/0000-0003-1558-1269"]},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Peng","raw_affiliation_strings":["School of Information & Engineering, Lanzhou University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information & Engineering, Lanzhou University","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100415984","display_name":"Jian Shi","orcid":"https://orcid.org/0000-0003-0692-504X","observed_orcids":["https://orcid.org/0000-0003-0692-504X"]},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Shi","raw_affiliation_strings":["School of Computer & Artifical Intelligence (College Of Software), Lanzhou University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer & Artifical Intelligence (College Of Software), Lanzhou University of Technology","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076879852","display_name":"Qiuxia Shi","orcid":"https://orcid.org/0000-0003-2349-7964","observed_orcids":["https://orcid.org/0000-0003-2349-7964"]},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiuxia Shi","raw_affiliation_strings":["School of Computer & Artifical Intelligence (College Of Software), Lanzhou University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer & Artifical Intelligence (College Of Software), Lanzhou University of Technology","institution_ids":["https://openalex.org/I22716506"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5157685457"],"corresponding_institution_ids":[],"apc_list":{"value":3150,"currency":"CHF","value_usd":3801},"apc_paid":{"value":3150,"currency":"CHF","value_usd":3801},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.72374377,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":null,"first_page":"1907020","last_page":"1907020"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10977","display_name":"Optical Imaging and Spectroscopy Techniques","score":0.9663000106811523,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T10977","display_name":"Optical Imaging and Spectroscopy Techniques","score":0.9663000106811523,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T11071","display_name":"Treatment of Major Depression","score":0.014399999752640724,"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"}},{"id":"https://openalex.org/T10042","display_name":"Neural and Behavioral Psychology Studies","score":0.007199999876320362,"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/major-depressive-disorder","display_name":"major depressive disorder","score":1.0},{"id":"https://openalex.org/keywords/functional-near-infrared-spectroscopy","display_name":"functional near-infrared spectroscopy","score":0.906000018119812},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"emotion recognition","score":0.8889999985694885},{"id":"https://openalex.org/keywords/spatio-temporal-features","display_name":"spatio-temporal features","score":0.859000027179718},{"id":"https://openalex.org/keywords/dorsolateral-prefrontal-cortex","display_name":"dorsolateral prefrontal cortex","score":0.9520000219345093},{"id":"https://openalex.org/keywords/prefrontal-dysfunction","display_name":"prefrontal cortex dysfunction","score":0.6079999804496765},{"id":"https://openalex.org/keywords/oxyhemoglobin-concentration","display_name":"oxyhemoglobin concentration","score":0.7459999918937683},{"id":"https://openalex.org/keywords/beta-value","display_name":"beta value","score":0.4000000059604645},{"id":"https://openalex.org/keywords/depression-biomarkers","display_name":"depression biomarkers","score":0.6050000190734863},{"id":"https://openalex.org/keywords/negative-emotions","display_name":"negative emotions","score":0.6700000166893005},{"id":"https://openalex.org/keywords/depression-classification","display_name":"depression classification","score":0.3799999952316284}],"concepts":[{"id":"https://openalex.org/C2780051608","wikidata":"https://www.wikidata.org/wiki/Q42844","display_name":"Major depressive disorder","level":3,"score":0.8568000197410583},{"id":"https://openalex.org/C2781195155","wikidata":"https://www.wikidata.org/wiki/Q18680","display_name":"Prefrontal cortex","level":3,"score":0.6194000244140625},{"id":"https://openalex.org/C130796691","wikidata":"https://www.wikidata.org/wiki/Q750537","display_name":"Functional near-infrared spectroscopy","level":4,"score":0.6029000282287598},{"id":"https://openalex.org/C2780508717","wikidata":"https://www.wikidata.org/wiki/Q72788","display_name":"Dorsolateral prefrontal cortex","level":4,"score":0.5317999720573425},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.5026999711990356},{"id":"https://openalex.org/C3018011982","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Functional connectivity","level":2,"score":0.49140000343322754},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.48730000853538513},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.45719999074935913},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4494999945163727},{"id":"https://openalex.org/C120843803","wikidata":"https://www.wikidata.org/wiki/Q4955807","display_name":"Brain activity and meditation","level":3,"score":0.4156999886035919},{"id":"https://openalex.org/C2781197716","wikidata":"https://www.wikidata.org/wiki/Q864574","display_name":"Biomarker","level":2,"score":0.41029998660087585},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.3831000030040741},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.3643999993801117},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.334199994802475},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.3319999873638153},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.32739999890327454},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.30660000443458557},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.29919999837875366},{"id":"https://openalex.org/C50231774","wikidata":"https://www.wikidata.org/wiki/Q639842","display_name":"Brain mapping","level":2,"score":0.2980000078678131},{"id":"https://openalex.org/C2778581513","wikidata":"https://www.wikidata.org/wiki/Q263962","display_name":"Transcranial magnetic stimulation","level":3,"score":0.29760000109672546},{"id":"https://openalex.org/C2993043200","wikidata":"https://www.wikidata.org/wiki/Q7239206","display_name":"Preclinical research","level":2,"score":0.2777000069618225},{"id":"https://openalex.org/C2776174506","wikidata":"https://www.wikidata.org/wiki/Q131755","display_name":"Bipolar disorder","level":3,"score":0.27619999647140503},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.27140000462532043},{"id":"https://openalex.org/C66324658","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Resting state fMRI","level":2,"score":0.26339998841285706},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.2574999928474426},{"id":"https://openalex.org/C2776376825","wikidata":"https://www.wikidata.org/wiki/Q5141187","display_name":"Cognitive reappraisal","level":3,"score":0.25609999895095825}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/fpsyt.2026.1907020","doi":"https://doi.org/10.3389/fpsyt.2026.1907020","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpsyt.2026.1907020","pdf_url":"https://www.frontiersin.org/journals/psychiatry/articles/10.3389/fpsyt.2026.1907020/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:13680482","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13680482/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13680482/pdf/fpsyt-17-1907020.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:42903202","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42903202","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:a571235c47b645ce9d1ad3e7fe9fd35d","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/a571235c47b645ce9d1ad3e7fe9fd35d","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Psychiatry, Vol 17 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fpsyt.2026.1907020","doi":"https://doi.org/10.3389/fpsyt.2026.1907020","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpsyt.2026.1907020","pdf_url":"https://www.frontiersin.org/journals/psychiatry/articles/10.3389/fpsyt.2026.1907020/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":[{"score":0.98580002784729,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[{"id":"https://openalex.org/G7896595652","display_name":null,"funder_award_id":"24JRRA180","funder_id":"https://openalex.org/F4320322880","funder_display_name":"Natural Science Foundation of Gansu Province"}],"funders":[{"id":"https://openalex.org/F4320322880","display_name":"Natural Science Foundation of Gansu Province","ror":null},{"id":"https://openalex.org/F4320330773","display_name":"Health Commission of Sichuan Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7220713513.pdf","grobid_xml":"https://content.openalex.org/works/W7220713513.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1481804068","https://openalex.org/W1500895378","https://openalex.org/W1975970108","https://openalex.org/W1976303792","https://openalex.org/W1978020623","https://openalex.org/W1990519701","https://openalex.org/W2000242474","https://openalex.org/W2001654405","https://openalex.org/W2005821483","https://openalex.org/W2005904459","https://openalex.org/W2012528194","https://openalex.org/W2031466998","https://openalex.org/W2042672412","https://openalex.org/W2060292133","https://openalex.org/W2080428120","https://openalex.org/W2091671806","https://openalex.org/W2094936374","https://openalex.org/W2133432047","https://openalex.org/W2142257054","https://openalex.org/W2155054485","https://openalex.org/W2169677418","https://openalex.org/W2170357647","https://openalex.org/W2523577021","https://openalex.org/W2605671917","https://openalex.org/W2762143655","https://openalex.org/W2911991504","https://openalex.org/W2916226351","https://openalex.org/W2985563599","https://openalex.org/W2997272625","https://openalex.org/W3005328682","https://openalex.org/W3034429448","https://openalex.org/W3117481764","https://openalex.org/W3120509585","https://openalex.org/W3165623500","https://openalex.org/W3185639271","https://openalex.org/W4294200000","https://openalex.org/W4395096566","https://openalex.org/W7138834952"],"related_works":["https://openalex.org/W7133298907","https://openalex.org/W4401559123","https://openalex.org/W3201174872","https://openalex.org/W2911991504","https://openalex.org/W7140759536","https://openalex.org/W4395112222","https://openalex.org/W4225319089","https://openalex.org/W3034429448","https://openalex.org/W3021811279","https://openalex.org/W7167800896"],"abstract_inverted_index":{"Major":[0],"Depressive":[1],"Disorder":[2],"(MDD)":[3],"remains":[4],"one":[5],"of":[6,56,61,217,223],"the":[7,22,58,66,136,150,214],"most":[8,147],"prevalent":[9],"psychiatric":[10],"conditions":[11],"worldwide,":[12],"with":[13],"a":[14,50,83,125,155,197],"marked":[15],"increase":[16],"in":[17,72,117,135,149,159,209,227],"incidence":[18],"and":[19,39,75,90,98,120,176,187,203,220],"severity":[20],"following":[21],"COVID-19":[23],"pandemic.":[24],"Despite":[25],"its":[26],"rising":[27],"burden,":[28],"clinical":[29,215],"diagnosis":[30,202],"continues":[31],"to":[32,109,192],"rely":[33],"on":[34,166],"subjective":[35],"assessments,":[36],"lacking":[37],"objective":[38,199],"reproducible":[40],"neurobiological":[41],"markers.":[42],"Functional":[43],"Near-Infrared":[44],"Spectroscopy":[45],"(fNIRS)":[46],"has":[47],"emerged":[48],"as":[49],"promising":[51],"non-invasive":[52],"imaging":[53],"technique":[54],"capable":[55],"capturing":[57],"spatiotemporal":[59,84],"dynamics":[60],"cerebral":[62],"hemodynamics,":[63],"particularly":[64,139],"within":[65],"prefrontal":[67,133,152],"cortex\u2014a":[68],"key":[69],"region":[70,156],"involved":[71],"emotional":[73,110,142],"regulation":[74],"cognitive":[76],"control.":[77],"In":[78],"this":[79],"study,":[80],"we":[81,130],"propose":[82],"feature-based":[85],"framework":[86],"for":[87,173,178,201],"MDD":[88,96,137,174],"classification":[89,163],"emotion-related":[91],"brain":[92,225],"state":[93],"recognition.":[94,180],"Thirty":[95],"patients":[97],"thirty":[99],"demographically":[100],"matched":[101],"healthy":[102],"controls":[103],"underwent":[104],"fNIRS":[105],"recording":[106],"while":[107],"exposed":[108],"auditory":[111],"stimuli.":[112],"By":[113],"analyzing":[114],"group-level":[115],"differences":[116],"oxyhemoglobin":[118],"concentrations":[119],"\u03b2":[121],"_values":[122],"derived":[123],"from":[124],"general":[126],"linear":[127],"model":[128],"(GLM),":[129],"identified":[131],"significant":[132],"abnormalities":[134],"group,":[138],"under":[140],"negative":[141],"conditions.":[143],"These":[144,181],"alterations":[145],"were":[146],"prominent":[148],"dorsolateral":[151],"cortex":[153],"(DLPFC),":[154],"consistently":[157],"implicated":[158],"emotion":[160,179],"dysregulation.":[161],"The":[162],"model,":[164],"based":[165],"fNIRS-derived":[167],"activation":[168],"features,":[169],"achieved":[170],"90%":[171],"accuracy":[172],"detection":[175],"85%":[177],"results":[182],"demonstrate":[183],"that":[184],"integrating":[185],"spatial":[186],"temporal":[188],"features":[189],"improves":[190],"sensitivity":[191],"depression-related":[193],"cortical":[194],"dysfunction,":[195],"offering":[196],"potential":[198],"biomarker":[200],"novel":[204],"insight":[205],"into":[206],"emotion-specific":[207],"neurocircuitry":[208],"MDD.":[210],"This":[211],"work":[212],"supports":[213],"feasibility":[216],"fNIRS-based":[218],"biomarkers":[219],"advances":[221],"understanding":[222],"affective":[224],"processing":[226],"depression.":[228]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-10-07T00:00:00"}
