{"id":"https://openalex.org/W2980158406","doi":"https://doi.org/10.1109/embc.2019.8856291","title":"Prediction of Response Time and Vigilance Score in a Sustained Attention Task from Pre-trial Phase Synchrony using Deep Neural Networks","display_name":"Prediction of Response Time and Vigilance Score in a Sustained Attention Task from Pre-trial Phase Synchrony using Deep Neural Networks","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2980158406","doi":"https://doi.org/10.1109/embc.2019.8856291","mag":"2980158406","pmid":"https://pubmed.ncbi.nlm.nih.gov/31945988"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2019.8856291","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8856291","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5090640756","display_name":"Mastaneh Torkamani\u2010Azar","orcid":"https://orcid.org/0000-0001-6172-7842"},"institutions":[{"id":"https://openalex.org/I134235054","display_name":"Sabanc\u0131 \u00dcniversitesi","ror":"https://ror.org/049asqa32","country_code":"TR","type":"education","lineage":["https://openalex.org/I134235054"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mastaneh Torkamani-Azar","raw_affiliation_strings":["Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul, Turkey","institution_ids":["https://openalex.org/I134235054"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004914972","display_name":"S\u00fcmeyra Demir Kan\u0131k","orcid":"https://orcid.org/0000-0001-5976-0993"},"institutions":[{"id":"https://openalex.org/I134235054","display_name":"Sabanc\u0131 \u00dcniversitesi","ror":"https://ror.org/049asqa32","country_code":"TR","type":"education","lineage":["https://openalex.org/I134235054"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Sumeyra Demir Kanik","raw_affiliation_strings":["Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul, Turkey","institution_ids":["https://openalex.org/I134235054"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037459105","display_name":"Sara Atito Ali Ahmed","orcid":"https://orcid.org/0000-0002-7576-5791"},"institutions":[{"id":"https://openalex.org/I134235054","display_name":"Sabanc\u0131 \u00dcniversitesi","ror":"https://ror.org/049asqa32","country_code":"TR","type":"education","lineage":["https://openalex.org/I134235054"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Sara Atito Ali Ahmed","raw_affiliation_strings":["Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul, Turkey","institution_ids":["https://openalex.org/I134235054"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060523745","display_name":"Serap Ayd\u0131n","orcid":"https://orcid.org/0000-0002-4026-0750"},"institutions":[{"id":"https://openalex.org/I66514158","display_name":"Hacettepe University","ror":"https://ror.org/04kwvgz42","country_code":"TR","type":"education","lineage":["https://openalex.org/I66514158"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Serap Aydin","raw_affiliation_strings":["Department of Biophysics, Hacettepe University, Ankara, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biophysics, Hacettepe University, Ankara, Turkey","institution_ids":["https://openalex.org/I66514158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017228370","display_name":"M\u00fcjdat \u00c7etin","orcid":"https://orcid.org/0000-0002-9824-1229"},"institutions":[{"id":"https://openalex.org/I5388228","display_name":"University of Rochester","ror":"https://ror.org/022kthw22","country_code":"US","type":"education","lineage":["https://openalex.org/I5388228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mujdat Cetin","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY, USA","institution_ids":["https://openalex.org/I5388228"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3739,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.61012506,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2019","issue":null,"first_page":"676","last_page":"679"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998000264167786,"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":0.9998000264167786,"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/T10042","display_name":"Neural and Behavioral Psychology Studies","score":0.9962999820709229,"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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/vigilance","display_name":"Vigilance (psychology)","score":0.820952296257019},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.7232237458229065},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5405870676040649},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4979226589202881},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.49085360765457153},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4532509744167328},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3392895460128784},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3274826109409332},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22253429889678955},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.16679278016090393},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.11078304052352905}],"concepts":[{"id":"https://openalex.org/C192769605","wikidata":"https://www.wikidata.org/wiki/Q1418914","display_name":"Vigilance (psychology)","level":2,"score":0.820952296257019},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.7232237458229065},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5405870676040649},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4979226589202881},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.49085360765457153},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4532509744167328},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3392895460128784},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3274826109409332},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22253429889678955},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16679278016090393},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.11078304052352905},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000222","descriptor_name":"Adaptation, Physiological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000222","descriptor_name":"Adaptation, Physiological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000222","descriptor_name":"Adaptation, Physiological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011930","descriptor_name":"Reaction Time","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011930","descriptor_name":"Reaction Time","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011930","descriptor_name":"Reaction Time","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014851","descriptor_name":"Wakefulness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014851","descriptor_name":"Wakefulness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014851","descriptor_name":"Wakefulness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc.2019.8856291","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8856291","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:31945988","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31945988","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,"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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:research.sabanciuniv.edu:46672","is_oa":false,"landing_page_url":"https://research.sabanciuniv.edu/id/eprint/46672/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402254","display_name":"Sabanci University","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I134235054","host_organization_name":"Sabanc\u0131 \u00dcniversitesi","host_organization_lineage":["https://openalex.org/I134235054"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Papers in Conference Proceedings"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1587053050","https://openalex.org/W1979817444","https://openalex.org/W1996787326","https://openalex.org/W2000040796","https://openalex.org/W2012713115","https://openalex.org/W2020082508","https://openalex.org/W2045706815","https://openalex.org/W2108384452","https://openalex.org/W2111152442","https://openalex.org/W2115810652","https://openalex.org/W2116308679","https://openalex.org/W2146229556","https://openalex.org/W2525487527","https://openalex.org/W2525948926","https://openalex.org/W2558193840","https://openalex.org/W2800732722","https://openalex.org/W2905837515","https://openalex.org/W3156207536","https://openalex.org/W6676577089","https://openalex.org/W6757090675"],"related_works":["https://openalex.org/W2171425842","https://openalex.org/W2387670878","https://openalex.org/W2064261382","https://openalex.org/W2049048568","https://openalex.org/W2112335377","https://openalex.org/W2893704578","https://openalex.org/W1997366550","https://openalex.org/W2314671206","https://openalex.org/W3195732385","https://openalex.org/W2990356756"],"abstract_inverted_index":{"A":[0],"real-time":[1],"assessment":[2,66],"of":[3,67,111,116,132,138,154,173,194],"sustained":[4],"attention":[5,36],"requires":[6],"a":[7,44,136],"continuous":[8],"performance":[9,42,153],"measure":[10],"ideally":[11],"obtained":[12,107],"objectively":[13],"and":[14,34,75,113,123,135,161,181],"without":[15,166],"disrupting":[16],"the":[17,27,40,68,85,91,102,108,120,124,142,162,171],"ongoing":[18],"behavioral":[19],"patterns.":[20],"In":[21],"this":[22],"work,":[23],"we":[24],"investigate":[25],"whether":[26],"phasic":[28],"functional":[29,176],"connectivity":[30,177],"patterns":[31],"from":[32,57,101],"short-":[33],"long-range":[35],"networks":[37,82],"can":[38,148],"predict":[39],"tonic":[41],"in":[43,96,129,179,185],"long":[45],"Sustained":[46],"Attention":[47],"to":[48,157],"Response":[49],"Task":[50],"(SART).":[51],"Pre-trial":[52],"phase":[53,182],"synchrony":[54],"indices":[55],"(PSIs)":[56],"individual":[58],"experiment":[59],"blocks":[60],"are":[61],"used":[62,150,190],"as":[63],"features":[64,100,178],"for":[65,118,140,151,191],"proposed":[69,146],"average":[70,121],"cumulative":[71],"vigilance":[72,195],"score":[73],"(CVS)":[74],"hit":[76],"response":[77],"time":[78],"(HRT).":[79],"Deep":[80],"neural":[81,198],"(DNNs)":[83],"with":[84,93,197],"mean-squared-error":[86],"(MSE)":[87],"loss":[88],"function":[89],"outperformed":[90],"ones":[92],"mean-absolute-error":[94],"(MAE)":[95],"4-fold":[97],"cross-validations.":[98],"PSI":[99],"16-20":[103],"Hz":[104],"beta":[105],"sub-band":[106],"lowest":[109],"RMSE":[110,131],"0.043":[112],"highest":[114],"correlation":[115,137],"0.806":[117],"predicting":[119,141],"CVS,":[122],"alpha":[125],"oscillation":[126],"PSIs":[127],"resulted":[128],"an":[130],"51.91":[133],"ms":[134],"0.903":[139],"mean":[143],"HRT.":[144],"The":[145],"system":[147,164],"be":[149],"monitoring":[152],"users":[155],"susceptible":[156],"hypo-":[158],"or":[159],"hyper-vigilance":[160],"subsequent":[163],"adaptation":[165],"implemented":[167],"eye":[168],"trackers.":[169],"To":[170],"best":[172],"our":[174],"knowledge,":[175],"general":[180],"locking":[183],"values":[184],"particular":[186],"have":[187],"not":[188],"been":[189],"regression":[192],"models":[193],"variations":[196],"networks.":[199]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
