{"id":"https://openalex.org/W4402060824","doi":"https://doi.org/10.1061/jccee5.cpeng-5906","title":"Understanding Construction Workers\u2019 Risk Perception Using Neurophysiological Responses","display_name":"Understanding Construction Workers\u2019 Risk Perception Using Neurophysiological Responses","publication_year":2024,"publication_date":"2024-08-30","ids":{"openalex":"https://openalex.org/W4402060824","doi":"https://doi.org/10.1061/jccee5.cpeng-5906"},"language":"en","primary_location":{"id":"doi:10.1061/jccee5.cpeng-5906","is_oa":false,"landing_page_url":"https://doi.org/10.1061/jccee5.cpeng-5906","pdf_url":null,"source":{"id":"https://openalex.org/S176637136","display_name":"Journal of Computing in Civil Engineering","issn_l":"0887-3801","issn":["0887-3801","1943-5487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Civil Engineering","raw_type":"journal-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/A5073897804","display_name":"Kyeongsuk Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Kyeongsuk Lee","raw_affiliation_strings":["Ph.D. Candidate, Lyles School of Civil Engineering, Purdue Univ., 550 Stadium Mall Dr., West Lafayette, IN 47907"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ph.D. Candidate, Lyles School of Civil Engineering, Purdue Univ., 550 Stadium Mall Dr., West Lafayette, IN 47907","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025130682","display_name":"Shiva Pooladvand","orcid":"https://orcid.org/0000-0001-7724-5127"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shiva Pooladvand","raw_affiliation_strings":["Ph.D. Candidate, Lyles School of Civil Engineering, Purdue Univ., 550 Stadium Mall Dr., West Lafayette, IN 47907"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ph.D. Candidate, Lyles School of Civil Engineering, Purdue Univ., 550 Stadium Mall Dr., West Lafayette, IN 47907","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071040865","display_name":"Behzad Esmaeili","orcid":"https://orcid.org/0000-0003-3858-1843"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Behzad Esmaeili","raw_affiliation_strings":["Associate Professor, School of Civil Engineering and Industrial Engineering, Purdue Univ., 315\u00a0N. Grant St., West Lafayette, IN 47907"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Associate Professor, School of Civil Engineering and Industrial Engineering, Purdue Univ., 315\u00a0N. Grant St., West Lafayette, IN 47907","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074876276","display_name":"Sogand Hasanzadeh","orcid":"https://orcid.org/0000-0001-6214-3443"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sogand Hasanzadeh","raw_affiliation_strings":["Assistant Professor, Lyles School of Civil Engineering, Purdue Univ., 550 Stadium Mall Dr., West Lafayette, IN 47907 (corresponding author)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Assistant Professor, Lyles School of Civil Engineering, Purdue Univ., 550 Stadium Mall Dr., West Lafayette, IN 47907 (corresponding author)","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5073897804"],"corresponding_institution_ids":["https://openalex.org/I219193219"],"apc_list":null,"apc_paid":null,"fwci":6.0332,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.96778933,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"38","issue":"6","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10809","display_name":"Occupational Health and Safety Research","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10809","display_name":"Occupational Health and Safety Research","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.991100013256073,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T11357","display_name":"Risk and Safety Analysis","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.6009151935577393},{"id":"https://openalex.org/keywords/risk-perception","display_name":"Risk perception","score":0.4796657860279083},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.46217483282089233},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.44859635829925537},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.34881171584129333},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.34305864572525024},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3406559228897095},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.18147927522659302},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.09460970759391785}],"concepts":[{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.6009151935577393},{"id":"https://openalex.org/C163355716","wikidata":"https://www.wikidata.org/wiki/Q2154783","display_name":"Risk perception","level":3,"score":0.4796657860279083},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46217483282089233},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.44859635829925537},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.34881171584129333},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.34305864572525024},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3406559228897095},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.18147927522659302},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09460970759391785}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1061/jccee5.cpeng-5906","is_oa":false,"landing_page_url":"https://doi.org/10.1061/jccee5.cpeng-5906","pdf_url":null,"source":{"id":"https://openalex.org/S176637136","display_name":"Journal of Computing in Civil Engineering","issn_l":"0887-3801","issn":["0887-3801","1943-5487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Civil Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.6299999952316284}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":94,"referenced_works":["https://openalex.org/W1493718371","https://openalex.org/W1570321471","https://openalex.org/W1964867524","https://openalex.org/W1966065237","https://openalex.org/W1972994980","https://openalex.org/W1982651876","https://openalex.org/W2000228780","https://openalex.org/W2001391477","https://openalex.org/W2002660165","https://openalex.org/W2004786369","https://openalex.org/W2004874475","https://openalex.org/W2008388872","https://openalex.org/W2008585802","https://openalex.org/W2010872261","https://openalex.org/W2029802912","https://openalex.org/W2059112781","https://openalex.org/W2066758242","https://openalex.org/W2083439117","https://openalex.org/W2083834416","https://openalex.org/W2084467059","https://openalex.org/W2086162846","https://openalex.org/W2087509200","https://openalex.org/W2095514291","https://openalex.org/W2095566694","https://openalex.org/W2097998348","https://openalex.org/W2098740605","https://openalex.org/W2120197519","https://openalex.org/W2123586737","https://openalex.org/W2132458261","https://openalex.org/W2136890587","https://openalex.org/W2142919571","https://openalex.org/W2146948159","https://openalex.org/W2232937809","https://openalex.org/W2244254702","https://openalex.org/W2254708214","https://openalex.org/W2284871757","https://openalex.org/W2468324392","https://openalex.org/W2503792226","https://openalex.org/W2515441344","https://openalex.org/W2534443592","https://openalex.org/W2544918080","https://openalex.org/W2552578398","https://openalex.org/W2561272868","https://openalex.org/W2564006088","https://openalex.org/W2588765333","https://openalex.org/W2737109844","https://openalex.org/W2764319616","https://openalex.org/W2799277183","https://openalex.org/W2802039857","https://openalex.org/W2803282449","https://openalex.org/W2807107191","https://openalex.org/W2886301707","https://openalex.org/W2891764311","https://openalex.org/W2898227265","https://openalex.org/W2907003021","https://openalex.org/W2911273932","https://openalex.org/W2946611794","https://openalex.org/W2953127026","https://openalex.org/W2959586644","https://openalex.org/W2960938023","https://openalex.org/W2966284335","https://openalex.org/W2971188234","https://openalex.org/W2981989630","https://openalex.org/W2983735593","https://openalex.org/W2983983242","https://openalex.org/W2998993395","https://openalex.org/W3033919335","https://openalex.org/W3108867435","https://openalex.org/W3119666920","https://openalex.org/W3139503506","https://openalex.org/W3156474173","https://openalex.org/W3168015039","https://openalex.org/W3180827644","https://openalex.org/W3204224975","https://openalex.org/W3207877207","https://openalex.org/W3209360122","https://openalex.org/W3209600461","https://openalex.org/W3216772515","https://openalex.org/W4210778068","https://openalex.org/W4220903988","https://openalex.org/W4226277040","https://openalex.org/W4281606527","https://openalex.org/W4283161445","https://openalex.org/W4283316757","https://openalex.org/W4289830561","https://openalex.org/W4295495817","https://openalex.org/W4309605644","https://openalex.org/W4310960921","https://openalex.org/W4311133822","https://openalex.org/W4377237743","https://openalex.org/W4383956437","https://openalex.org/W4385453451","https://openalex.org/W4386163369","https://openalex.org/W4390943240"],"related_works":["https://openalex.org/W2915014248","https://openalex.org/W2158956744","https://openalex.org/W63251931","https://openalex.org/W2628861693","https://openalex.org/W4205472207","https://openalex.org/W2000673263","https://openalex.org/W2094578634","https://openalex.org/W2328440517","https://openalex.org/W2119533180","https://openalex.org/W4394933868"],"abstract_inverted_index":{"In":[0],"the":[1,23,50,75,90,124,137,148,153,163,174,184,207,224,234,247],"dynamic":[2],"construction":[3,97,110,231],"environment,":[4],"workers\u2019":[5,26,67,114,218],"safety":[6,54,98,250],"heavily":[7],"depends":[8],"on":[9,38],"their":[10,79],"ability":[11],"to":[12,17,63,72,112,135,146],"effectively":[13],"perceive":[14],"and":[15,105,127,193,212,233],"react":[16],"hazards.":[18],"Accordingly,":[19],"studies":[20,34],"have":[21,35],"assessed":[22],"status":[24],"of":[25,78,93,171,209,226,236,249],"risk":[27,80,94],"perception":[28,95,215,238],"using":[29,123],"advanced":[30,129],"technologies.":[31],"However,":[32],"these":[33,204],"mainly":[36],"focused":[37],"whether":[39],"risks":[40],"are":[41,47],"perceived":[42],"rather":[43],"than":[44],"how":[45],"they":[46],"perceived.":[48],"Recognizing":[49],"need":[51],"for":[52],"effective":[53,165],"interventions":[55],"that":[56,159,244],"address":[57,83],"risk-perception":[58,68,149],"failures,":[59],"it":[60],"becomes":[61],"crucial":[62],"not":[64],"only":[65],"classify":[66],"states":[69],"but":[70],"also":[71],"delve":[73],"into":[74],"underlying":[76],"processes":[77,116],"perception.":[81],"To":[82],"this":[84,87],"research":[85,222],"gap,":[86],"study":[88],"examines":[89],"critical":[91],"aspect":[92],"in":[96,180,216,229,239],"by":[99,151],"employing":[100],"functional":[101],"near-infrared":[102],"spectroscopy":[103],"(fNIRS)":[104],"360\u00b0":[106],"panoramas":[107],"from":[108],"actual":[109],"sites":[111],"assess":[113],"cognitive":[115],"during":[117],"hazard":[118,240],"identification.":[119],"Classifiers":[120],"were":[121,133],"developed":[122],"AutoML":[125],"method,":[126],"15":[128],"machine":[130],"learning":[131],"algorithms":[132],"compared":[134],"identify":[136,176],"highest-performing":[138],"model.":[139],"This":[140,221],"model":[141],"would":[142],"then":[143],"be":[144],"utilized":[145],"understand":[147],"process":[150],"incorporating":[152],"feature-importance":[154],"technique.":[155],"The":[156],"results":[157,175],"indicate":[158],"CatBoost":[160],"emerged":[161],"as":[162],"most":[164],"classifier,":[166],"achieving":[167],"an":[168],"accuracy":[169],"rate":[170],"90.3%.":[172],"Additionally,":[173],"significant":[177,201],"brain":[178],"activations":[179],"four":[181],"anatomical":[182],"locations:":[183],"prefrontal":[185],"cortex,":[186,192],"frontal":[187],"eye":[188],"fields,":[189],"primary":[190,194],"motor":[191],"auditory":[195,213,237],"cortex.":[196],"Notably,":[197],"there":[198],"is":[199],"a":[200],"correlation":[202],"between":[203],"areas,":[205],"emphasizing":[206],"importance":[208,235],"both":[210],"visual":[211],"cue":[214],"shaping":[217],"situational":[219],"awareness.":[220],"highlights":[223],"potential":[225],"neuroimaging":[227],"fNIRS":[228],"improving":[230],"safety,":[232],"identification,":[241],"offering":[242],"insights":[243],"could":[245],"enhance":[246],"effectiveness":[248],"training":[251],"programs.":[252]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":8}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
