{"id":"https://openalex.org/W4403585234","doi":"https://doi.org/10.3390/info15100640","title":"Neurophysiological Approach for Psychological Safety: Enhancing Mental Health in Human\u2013Robot Collaboration in Smart Manufacturing Setups Using Neuroimaging","display_name":"Neurophysiological Approach for Psychological Safety: Enhancing Mental Health in Human\u2013Robot Collaboration in Smart Manufacturing Setups Using Neuroimaging","publication_year":2024,"publication_date":"2024-10-15","ids":{"openalex":"https://openalex.org/W4403585234","doi":"https://doi.org/10.3390/info15100640"},"language":"en","primary_location":{"id":"doi:10.3390/info15100640","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15100640","pdf_url":null,"source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/info15100640","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036182173","display_name":"Arshia Arif","orcid":null},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Arshia Arif","raw_affiliation_strings":["Department of Engineering, School of Science & Technology, Nottingham Trent University, Clifton, Nottingham NG11 8NS, UK"],"affiliations":[{"raw_affiliation_string":"Department of Engineering, School of Science & Technology, Nottingham Trent University, Clifton, Nottingham NG11 8NS, UK","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055380968","display_name":"Zohreh Zakeri","orcid":null},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zohreh Zakeri","raw_affiliation_strings":["Department of Engineering, School of Science & Technology, Nottingham Trent University, Clifton, Nottingham NG11 8NS, UK"],"affiliations":[{"raw_affiliation_string":"Department of Engineering, School of Science & Technology, Nottingham Trent University, Clifton, Nottingham NG11 8NS, UK","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106025406","display_name":"Ahmet Omurtag","orcid":"https://orcid.org/0000-0002-3773-8506"},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ahmet Omurtag","raw_affiliation_strings":["Department of Engineering, School of Science & Technology, Nottingham Trent University, Clifton, Nottingham NG11 8NS, UK"],"affiliations":[{"raw_affiliation_string":"Department of Engineering, School of Science & Technology, Nottingham Trent University, Clifton, Nottingham NG11 8NS, UK","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013284706","display_name":"Philip Breedon","orcid":"https://orcid.org/0000-0002-1006-0942"},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Philip Breedon","raw_affiliation_strings":["Department of Engineering, School of Science & Technology, Nottingham Trent University, Clifton, Nottingham NG11 8NS, UK"],"affiliations":[{"raw_affiliation_string":"Department of Engineering, School of Science & Technology, Nottingham Trent University, Clifton, Nottingham NG11 8NS, UK","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042598146","display_name":"Azfar Khalid","orcid":"https://orcid.org/0000-0001-5270-6599"},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Azfar Khalid","raw_affiliation_strings":["Department of Engineering, School of Science & Technology, Nottingham Trent University, Clifton, Nottingham NG11 8NS, UK"],"affiliations":[{"raw_affiliation_string":"Department of Engineering, School of Science & Technology, Nottingham Trent University, Clifton, Nottingham NG11 8NS, UK","institution_ids":["https://openalex.org/I52590639"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5036182173"],"corresponding_institution_ids":["https://openalex.org/I52590639"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":1.3173,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.80123504,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"15","issue":"10","first_page":"640","last_page":"640"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.974399983882904,"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":0.974399983882904,"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/neuroimaging","display_name":"Neuroimaging","score":0.7277812957763672},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.5947004556655884},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.5788167119026184},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4883091449737549},{"id":"https://openalex.org/keywords/robot","display_name":"Robot","score":0.4200526177883148},{"id":"https://openalex.org/keywords/human\u2013robot-interaction","display_name":"Human\u2013robot interaction","score":0.41537076234817505},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3788854479789734},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2883811593055725},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.246830552816391},{"id":"https://openalex.org/keywords/psychotherapist","display_name":"Psychotherapist","score":0.17124491930007935}],"concepts":[{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.7277812957763672},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.5947004556655884},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.5788167119026184},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4883091449737549},{"id":"https://openalex.org/C90509273","wikidata":"https://www.wikidata.org/wiki/Q11012","display_name":"Robot","level":2,"score":0.4200526177883148},{"id":"https://openalex.org/C145460709","wikidata":"https://www.wikidata.org/wiki/Q859951","display_name":"Human\u2013robot interaction","level":3,"score":0.41537076234817505},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3788854479789734},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2883811593055725},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.246830552816391},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.17124491930007935}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/info15100640","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15100640","pdf_url":null,"source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},{"id":"pmh:oai:irep.ntu.ac.uk:52432","is_oa":true,"landing_page_url":null,"pdf_url":"https://irep.ntu.ac.uk/id/eprint/52432/1/2255263_Khalid.pdf","source":{"id":"https://openalex.org/S4306400559","display_name":"Nottingham Trent University's Institutional Repository (Nottingham Trent Repository)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I52590639","host_organization_name":"Nottingham Trent University","host_organization_lineage":["https://openalex.org/I52590639"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:9140d3e9212543a8b60d1c0155c6878c","is_oa":true,"landing_page_url":"https://doaj.org/article/9140d3e9212543a8b60d1c0155c6878c","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Information, Vol 15, Iss 10, p 640 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/info15100640","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15100640","pdf_url":null,"source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.49000000953674316,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W1947251450","https://openalex.org/W1996299251","https://openalex.org/W2007333865","https://openalex.org/W2025564775","https://openalex.org/W2032568497","https://openalex.org/W2057559934","https://openalex.org/W2107364464","https://openalex.org/W2114186931","https://openalex.org/W2121145464","https://openalex.org/W2129760369","https://openalex.org/W2151313489","https://openalex.org/W2402494095","https://openalex.org/W2481365383","https://openalex.org/W2523950919","https://openalex.org/W2556333702","https://openalex.org/W2739160562","https://openalex.org/W2765218414","https://openalex.org/W2811256013","https://openalex.org/W2890128731","https://openalex.org/W2890929258","https://openalex.org/W2897502782","https://openalex.org/W2950522868","https://openalex.org/W2969633172","https://openalex.org/W3003596721","https://openalex.org/W3026124437","https://openalex.org/W3036435246","https://openalex.org/W3041183752","https://openalex.org/W3080089411","https://openalex.org/W3092672306","https://openalex.org/W3103051828","https://openalex.org/W3120791867","https://openalex.org/W3126247264","https://openalex.org/W3126434523","https://openalex.org/W3132530498","https://openalex.org/W3142672147","https://openalex.org/W3151640016","https://openalex.org/W3160935864","https://openalex.org/W3186292377","https://openalex.org/W3199395343","https://openalex.org/W3202081564","https://openalex.org/W3202291450","https://openalex.org/W3210819471","https://openalex.org/W3210832174","https://openalex.org/W4226503007","https://openalex.org/W4245990317","https://openalex.org/W4281732118","https://openalex.org/W4283824349","https://openalex.org/W4285310696","https://openalex.org/W4286306113","https://openalex.org/W4289868886","https://openalex.org/W4304142273","https://openalex.org/W4313681026","https://openalex.org/W4366411596","https://openalex.org/W4380884472","https://openalex.org/W4381149319","https://openalex.org/W4386251972","https://openalex.org/W4386766746","https://openalex.org/W4387345628","https://openalex.org/W4387695561","https://openalex.org/W4389478005","https://openalex.org/W4389938215"],"related_works":["https://openalex.org/W2327340211","https://openalex.org/W2915014248","https://openalex.org/W2027542625","https://openalex.org/W4292199793","https://openalex.org/W2282195379","https://openalex.org/W4287179229","https://openalex.org/W3205513966","https://openalex.org/W3120459843","https://openalex.org/W4366547574","https://openalex.org/W3200191727"],"abstract_inverted_index":{"Human\u2013robot":[0],"collaboration":[1],"(HRC)":[2],"has":[3,92,194,233],"become":[4],"increasingly":[5],"prevalent":[6],"due":[7],"to":[8,29,50,59,100,112,138,173,259],"innovative":[9],"advancements":[10],"in":[11,16,57,70],"the":[12,114,136,180,184,198,210,217,223,229,243,247,257],"automation":[13],"industry,":[14],"especially":[15],"manufacturing":[17],"setups.":[18],"Although":[19],"HRC":[20,53,71,91,121],"increases":[21],"productivity":[22],"and":[23,63,67,75,104,125,132,144,162,176,189,191,212,240,263],"efficacy,":[24],"it":[25],"exposes":[26],"human":[27,86],"workers":[28,119],"psychological":[30],"stress":[31,56,77,116],"while":[32],"interfacing":[33],"with":[34,153],"collaborative":[35],"robotic":[36],"systems":[37],"as":[38,170],"robots":[39],"may":[40],"not":[41,81,93],"provide":[42],"visual":[43],"or":[44],"auditory":[45],"cues.":[46],"It":[47],"is":[48,72],"crucial":[49],"comprehend":[51],"how":[52],"impacts":[54],"mental":[55,76,115],"order":[58],"enhance":[60],"occupational":[61],"safety":[62,74],"well-being.":[64],"Though":[65],"academics":[66],"industrial":[68],"interest":[69],"expanding,":[73],"problems":[78],"are":[79],"still":[80],"adequately":[82],"studied.":[83],"In":[84],"particular,":[85],"coworkers\u2019":[87],"cognitive":[88],"strain":[89],"during":[90,120],"been":[94,168,195],"explored":[95],"well,":[96],"although":[97],"being":[98,130,228],"fundamental":[99],"sustaining":[101],"a":[102,150],"secure":[103],"constructive":[105],"workplace":[106],"environment.":[107],"This":[108],"study,":[109],"therefore,":[110],"aims":[111],"monitor":[113],"of":[117,179,200,222],"factory":[118],"using":[122],"behavioural,":[123],"physiological":[124,171,187,254],"subjective":[126,145,192,226],"measures.":[127,155,249],"Physiological":[128],"measures,":[129,146],"objective":[131],"more":[133,261],"authentic,":[134],"have":[135,167,256],"potential":[137,258],"replace":[139],"conventional":[140],"measures":[141,172,227,255],"i.e.,":[142],"behavioural":[143,190,248],"if":[147],"they":[148],"demonstrate":[149],"good":[151],"correlation":[152,185],"traditional":[154],"Two":[156],"neuroimaging":[157],"modalities":[158],"including":[159],"electroencephalography":[160],"(EEG)":[161],"functional":[163],"near-infrared":[164],"spectroscopy":[165],"(fNIRS)":[166],"used":[169],"track":[174],"neuronal":[175],"hemodynamic":[177],"activity":[178],"brain,":[181],"respectively.":[182],"Here,":[183],"between":[186],"data":[188],"measurements":[193],"ascertained":[196],"through":[197],"implementation":[199],"seven":[201],"different":[202],"machine":[203],"learning":[204],"algorithms.":[205],"The":[206,250],"results":[207,219],"imply":[208],"that":[209,253],"EEG":[211],"fNIRS":[213],"features":[214],"combined":[215],"produced":[216],"best":[218,244],"for":[220,245],"most":[221],"targets.":[224],"For":[225],"target,":[230],"linear":[231],"regression":[232],"outperformed":[234],"all":[235],"other":[236,266],"models,":[237],"whereas":[238],"tree":[239],"ensemble":[241],"performed":[242],"predicting":[246],"outcomes":[251],"indicate":[252],"be":[260],"informative":[262],"often":[264],"substitute":[265],"skewed":[267],"metrics.":[268]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2024-10-21T00:00:00"}