{"id":"https://openalex.org/W4390874519","doi":"https://doi.org/10.1109/acii59096.2023.10388200","title":"Detecting PTSD Using Neural and Physiological Signals: Recommendations from a Pilot Study","display_name":"Detecting PTSD Using Neural and Physiological Signals: Recommendations from a Pilot Study","publication_year":2023,"publication_date":"2023-09-10","ids":{"openalex":"https://openalex.org/W4390874519","doi":"https://doi.org/10.1109/acii59096.2023.10388200"},"language":"en","primary_location":{"id":"doi:10.1109/acii59096.2023.10388200","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acii59096.2023.10388200","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 11th International Conference on Affective Computing and Intelligent Interaction (ACII)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074750574","display_name":"Manasa Kalanadhabhatta","orcid":"https://orcid.org/0000-0002-9520-6129"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Manasa Kalanadhabhatta","raw_affiliation_strings":["University of Massachusetts Amherst,Amherst,MA,USA","University of Massachusetts Amherst, Amherst, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Massachusetts Amherst,Amherst,MA,USA","institution_ids":["https://openalex.org/I24603500"]},{"raw_affiliation_string":"University of Massachusetts Amherst, Amherst, MA, USA","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101292106","display_name":"Shaily Roy","orcid":null},"institutions":[{"id":"https://openalex.org/I70983195","display_name":"Syracuse University","ror":"https://ror.org/025r5qe02","country_code":"US","type":"education","lineage":["https://openalex.org/I70983195"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shaily Roy","raw_affiliation_strings":["Syracuse University,Syracuse,NY,USA","Syracuse University, Syracuse, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Syracuse University,Syracuse,NY,USA","institution_ids":["https://openalex.org/I70983195"]},{"raw_affiliation_string":"Syracuse University, Syracuse, NY, USA","institution_ids":["https://openalex.org/I70983195"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057651865","display_name":"Trevor Grant","orcid":"https://orcid.org/0000-0002-0836-6918"},"institutions":[{"id":"https://openalex.org/I70983195","display_name":"Syracuse University","ror":"https://ror.org/025r5qe02","country_code":"US","type":"education","lineage":["https://openalex.org/I70983195"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Trevor Grant","raw_affiliation_strings":["Independent Researcher,Syracuse,NY,USA","Independent Researcher, Syracuse, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Independent Researcher,Syracuse,NY,USA","institution_ids":["https://openalex.org/I70983195"]},{"raw_affiliation_string":"Independent Researcher, Syracuse, NY, USA","institution_ids":["https://openalex.org/I70983195"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065842715","display_name":"Asif Salekin","orcid":"https://orcid.org/0000-0002-0807-8967"},"institutions":[{"id":"https://openalex.org/I70983195","display_name":"Syracuse University","ror":"https://ror.org/025r5qe02","country_code":"US","type":"education","lineage":["https://openalex.org/I70983195"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Asif Salekin","raw_affiliation_strings":["Syracuse University,Syracuse,NY,USA","Syracuse University, Syracuse, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Syracuse University,Syracuse,NY,USA","institution_ids":["https://openalex.org/I70983195"]},{"raw_affiliation_string":"Syracuse University, Syracuse, NY, USA","institution_ids":["https://openalex.org/I70983195"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101486879","display_name":"Tauhidur Rahman","orcid":"https://orcid.org/0000-0003-1981-6395"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tauhidur Rahman","raw_affiliation_strings":["University of California San Diego,San Diego,CA,USA","University of California San Diego, San Diego, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California San Diego,San Diego,CA,USA","institution_ids":["https://openalex.org/I36258959"]},{"raw_affiliation_string":"University of California San Diego, San Diego, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049475867","display_name":"Dessa Bergen\u2010Cico","orcid":"https://orcid.org/0000-0002-8852-732X"},"institutions":[{"id":"https://openalex.org/I70983195","display_name":"Syracuse University","ror":"https://ror.org/025r5qe02","country_code":"US","type":"education","lineage":["https://openalex.org/I70983195"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dessa Bergen-Cico","raw_affiliation_strings":["Syracuse University,Syracuse,NY,USA","Syracuse University, Syracuse, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Syracuse University,Syracuse,NY,USA","institution_ids":["https://openalex.org/I70983195"]},{"raw_affiliation_string":"Syracuse University, Syracuse, NY, USA","institution_ids":["https://openalex.org/I70983195"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3286,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.59496377,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9976999759674072,"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"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9976999759674072,"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"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9850999712944031,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9793000221252441,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/irritability","display_name":"Irritability","score":0.7116690874099731},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.6125090718269348},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5967549085617065},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.5751140713691711},{"id":"https://openalex.org/keywords/mood","display_name":"Mood","score":0.5665160417556763},{"id":"https://openalex.org/keywords/prefrontal-cortex","display_name":"Prefrontal cortex","score":0.5620013475418091},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4907933175563812},{"id":"https://openalex.org/keywords/heart-rate-variability","display_name":"Heart rate variability","score":0.4731746017932892},{"id":"https://openalex.org/keywords/traumatic-stress","display_name":"Traumatic stress","score":0.42748260498046875},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.42308509349823},{"id":"https://openalex.org/keywords/neural-correlates-of-consciousness","display_name":"Neural correlates of consciousness","score":0.42279016971588135},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.33675864338874817},{"id":"https://openalex.org/keywords/heart-rate","display_name":"Heart rate","score":0.2517806589603424},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.23976090550422668},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.22901451587677002}],"concepts":[{"id":"https://openalex.org/C2780820931","wikidata":"https://www.wikidata.org/wiki/Q29299","display_name":"Irritability","level":3,"score":0.7116690874099731},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.6125090718269348},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5967549085617065},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.5751140713691711},{"id":"https://openalex.org/C2780733359","wikidata":"https://www.wikidata.org/wiki/Q331769","display_name":"Mood","level":2,"score":0.5665160417556763},{"id":"https://openalex.org/C2781195155","wikidata":"https://www.wikidata.org/wiki/Q18680","display_name":"Prefrontal cortex","level":3,"score":0.5620013475418091},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4907933175563812},{"id":"https://openalex.org/C71635504","wikidata":"https://www.wikidata.org/wiki/Q933954","display_name":"Heart rate variability","level":4,"score":0.4731746017932892},{"id":"https://openalex.org/C2778159538","wikidata":"https://www.wikidata.org/wiki/Q16920843","display_name":"Traumatic stress","level":2,"score":0.42748260498046875},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.42308509349823},{"id":"https://openalex.org/C129564537","wikidata":"https://www.wikidata.org/wiki/Q1460873","display_name":"Neural correlates of consciousness","level":3,"score":0.42279016971588135},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.33675864338874817},{"id":"https://openalex.org/C2777953023","wikidata":"https://www.wikidata.org/wiki/Q1073121","display_name":"Heart rate","level":3,"score":0.2517806589603424},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.23976090550422668},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22901451587677002},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.0},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/acii59096.2023.10388200","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acii59096.2023.10388200","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 11th International Conference on Affective Computing and Intelligent Interaction (ACII)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W135977303","https://openalex.org/W195355217","https://openalex.org/W1966066168","https://openalex.org/W1971489889","https://openalex.org/W1973367937","https://openalex.org/W1973573204","https://openalex.org/W1974074717","https://openalex.org/W1978494269","https://openalex.org/W1987065697","https://openalex.org/W1992529560","https://openalex.org/W1996299251","https://openalex.org/W2000697043","https://openalex.org/W2003717349","https://openalex.org/W2008060633","https://openalex.org/W2014231156","https://openalex.org/W2019839188","https://openalex.org/W2028969904","https://openalex.org/W2036772741","https://openalex.org/W2041375579","https://openalex.org/W2057069777","https://openalex.org/W2066983199","https://openalex.org/W2075423887","https://openalex.org/W2077137873","https://openalex.org/W2079204732","https://openalex.org/W2097683070","https://openalex.org/W2107990584","https://openalex.org/W2124025171","https://openalex.org/W2125027820","https://openalex.org/W2148143831","https://openalex.org/W2152791743","https://openalex.org/W2162999037","https://openalex.org/W2169264770","https://openalex.org/W2554683526","https://openalex.org/W2569630510","https://openalex.org/W2900106277","https://openalex.org/W2913606428","https://openalex.org/W2913752932","https://openalex.org/W2957938284","https://openalex.org/W3082061616","https://openalex.org/W3188903457","https://openalex.org/W3197569079","https://openalex.org/W3201856297","https://openalex.org/W3210518497","https://openalex.org/W4292994367","https://openalex.org/W4312069103","https://openalex.org/W6652332159"],"related_works":["https://openalex.org/W3164810262","https://openalex.org/W2047378293","https://openalex.org/W2046663665","https://openalex.org/W2022553628","https://openalex.org/W2005723490","https://openalex.org/W3045617528","https://openalex.org/W2001656383","https://openalex.org/W2766775684","https://openalex.org/W3171259482","https://openalex.org/W4401589577"],"abstract_inverted_index":{"Post-traumatic":[0],"stress":[1],"disorder":[2],"(PTSD)":[3],"is":[4,9,54],"a":[5],"serious":[6],"condition":[7],"that":[8,113],"characterized":[10],"by":[11,136],"negative":[12],"mood":[13],"and":[14,18,30,34,44,74,82,93],"affect,":[15],"hyperarousal,":[16],"irritability,":[17],"reactivity,":[19],"as":[20,22,28,86],"well":[21],"deterioration":[23],"of":[24,36,49,122],"cognitive":[25,65,100],"processes":[26],"such":[27,85],"attention":[29],"memory.":[31],"Timely":[32],"identification":[33],"treatment":[35],"PTSD":[37,50,108,152],"symptoms":[38],"can":[39,67,103,117,130],"significantly":[40],"improve":[41,107],"symptom":[42],"management":[43],"recovery.":[45],"However,":[46],"accurate":[47],"prediction":[48],"outside":[51],"clinical":[52],"settings":[53],"often":[55],"challenging.":[56],"In":[57],"this":[58],"work,":[59],"we":[60,147],"investigate":[61],"whether":[62,80],"deficits":[63],"in":[64,97],"performance":[66,102],"be":[68,104,131],"used":[69],"to":[70,106,134],"classify":[71],"individuals":[72,126],"with":[73,99,127],"without":[75],"PTSD.":[76],"We":[77],"further":[78,132],"examine":[79],"neural":[81],"physiological":[83],"signals":[84],"prefrontal":[87],"cortex":[88],"activity,":[89],"heart":[90],"rate,":[91],"respiration,":[92],"electrodermal":[94],"activity":[95],"recorded":[96],"conjunction":[98],"task":[101],"leveraged":[105],"classification.":[109,153],"Our":[110],"results":[111],"indicate":[112],"working":[114],"memory":[115],"tasks":[116],"achieve":[118],"an":[119],"F1":[120],"score":[121],"0.80":[123],"at":[124],"classifying":[125],"PTSD,":[128],"which":[129],"improved":[133],"0.91":[135],"combining":[137],"multimodal":[138],"information":[139],"from":[140],"neurophysiological":[141],"signals.":[142],"Based":[143],"on":[144],"our":[145],"findings,":[146],"provide":[148],"recommendations":[149],"for":[150],"in-the-wild":[151]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}