{"id":"https://openalex.org/W4416729863","doi":"https://doi.org/10.1007/s44163-025-00701-2","title":"Examining the role of anxiety and self-efficacy as psychological barriers to ChatGPT adoption in academic contexts","display_name":"Examining the role of anxiety and self-efficacy as psychological barriers to ChatGPT adoption in academic contexts","publication_year":2025,"publication_date":"2025-11-26","ids":{"openalex":"https://openalex.org/W4416729863","doi":"https://doi.org/10.1007/s44163-025-00701-2"},"language":"en","primary_location":{"id":"doi:10.1007/s44163-025-00701-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00701-2","pdf_url":null,"source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1007/s44163-025-00701-2","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026014540","display_name":"R. K. Tailor","orcid":"https://orcid.org/0000-0001-6096-458X"},"institutions":[{"id":"https://openalex.org/I73779912","display_name":"Manipal University Jaipur","ror":"https://ror.org/040h76494","country_code":null,"type":"education","lineage":["https://openalex.org/I73779912"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"R K Tailor","raw_affiliation_strings":["Department of Business Administration, Manipal University Jaipur, Jaipur, India"],"affiliations":[{"raw_affiliation_string":"Department of Business Administration, Manipal University Jaipur, Jaipur, India","institution_ids":["https://openalex.org/I73779912"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5120432359","display_name":"Drashti Tailor","orcid":null},"institutions":[{"id":"https://openalex.org/I164861460","display_name":"Manipal Academy of Higher Education","ror":"https://ror.org/02xzytt36","country_code":"IN","type":"education","lineage":["https://openalex.org/I164861460"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Drashti Tailor","raw_affiliation_strings":["Department of Mathematics and Statistics, Manipal University, Jaipur, India"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Statistics, Manipal University, Jaipur, India","institution_ids":["https://openalex.org/I164861460"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5026014540"],"corresponding_institution_ids":["https://openalex.org/I73779912"],"apc_list":{"value":990,"currency":"EUR","value_usd":1067},"apc_paid":{"value":990,"currency":"EUR","value_usd":1067},"fwci":1.2253,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.85841645,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"5","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.7418000102043152,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.7418000102043152,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T12128","display_name":"AI in Service Interactions","score":0.06560000032186508,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.036400001496076584,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/anxiety","display_name":"Anxiety","score":0.6629999876022339},{"id":"https://openalex.org/keywords/explanatory-power","display_name":"Explanatory power","score":0.6126000285148621},{"id":"https://openalex.org/keywords/government","display_name":"Government (linguistics)","score":0.4375999867916107},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.4293000102043152},{"id":"https://openalex.org/keywords/structural-equation-modeling","display_name":"Structural equation modeling","score":0.4242999851703644},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.4180999994277954},{"id":"https://openalex.org/keywords/explanatory-model","display_name":"Explanatory model","score":0.4113999903202057},{"id":"https://openalex.org/keywords/empirical-evidence","display_name":"Empirical evidence","score":0.40869998931884766}],"concepts":[{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.7056999802589417},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.6629999876022339},{"id":"https://openalex.org/C2777402642","wikidata":"https://www.wikidata.org/wiki/Q2557224","display_name":"Explanatory power","level":2,"score":0.6126000285148621},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.4810999929904938},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.4375999867916107},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.4293000102043152},{"id":"https://openalex.org/C71104824","wikidata":"https://www.wikidata.org/wiki/Q1476639","display_name":"Structural equation modeling","level":2,"score":0.4242999851703644},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4180999994277954},{"id":"https://openalex.org/C2778638050","wikidata":"https://www.wikidata.org/wiki/Q5421252","display_name":"Explanatory model","level":2,"score":0.4113999903202057},{"id":"https://openalex.org/C166052673","wikidata":"https://www.wikidata.org/wiki/Q83021","display_name":"Empirical evidence","level":2,"score":0.40869998931884766},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.40529999136924744},{"id":"https://openalex.org/C131158328","wikidata":"https://www.wikidata.org/wiki/Q1307337","display_name":"Social influence","level":2,"score":0.3671000003814697},{"id":"https://openalex.org/C110131835","wikidata":"https://www.wikidata.org/wiki/Q1153659","display_name":"Self-efficacy","level":2,"score":0.3483000099658966},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.3416999876499176},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.3409999907016754},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.3228999972343445},{"id":"https://openalex.org/C2781240336","wikidata":"https://www.wikidata.org/wiki/Q5439398","display_name":"Fear of negative evaluation","level":4,"score":0.3188000023365021},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.3138999938964844},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.2818000018596649},{"id":"https://openalex.org/C64543145","wikidata":"https://www.wikidata.org/wiki/Q162942","display_name":"Intersection (aeronautics)","level":2,"score":0.28049999475479126},{"id":"https://openalex.org/C87156501","wikidata":"https://www.wikidata.org/wiki/Q7268708","display_name":"Qualitative property","level":2,"score":0.2761000096797943},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.2759999930858612},{"id":"https://openalex.org/C89785696","wikidata":"https://www.wikidata.org/wiki/Q2290753","display_name":"Theory of planned behavior","level":3,"score":0.27160000801086426}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44163-025-00701-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00701-2","pdf_url":null,"source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4f7e783b90184d5ea9999a3e1041c684","is_oa":true,"landing_page_url":"https://doaj.org/article/4f7e783b90184d5ea9999a3e1041c684","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":"Discover Artificial Intelligence, Vol 5, Iss 1, Pp 1-19 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44163-025-00701-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00701-2","pdf_url":null,"source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W2214098284","https://openalex.org/W2996590516","https://openalex.org/W3044291841","https://openalex.org/W3122947385","https://openalex.org/W4229067165","https://openalex.org/W4320495408","https://openalex.org/W4322618657","https://openalex.org/W4366834247","https://openalex.org/W4367172365","https://openalex.org/W4381277798","https://openalex.org/W4386178880","https://openalex.org/W4388672043","https://openalex.org/W4388988937","https://openalex.org/W4389977184","https://openalex.org/W4390483717","https://openalex.org/W4391009016","https://openalex.org/W4393993437","https://openalex.org/W4396701078","https://openalex.org/W4399754405","https://openalex.org/W4400173627","https://openalex.org/W4400571673","https://openalex.org/W4400609019","https://openalex.org/W4400694169","https://openalex.org/W4401063578","https://openalex.org/W4401221383","https://openalex.org/W4401434843","https://openalex.org/W4401829811","https://openalex.org/W4401853546","https://openalex.org/W4402616553","https://openalex.org/W4402693700","https://openalex.org/W4403158561","https://openalex.org/W4403731931","https://openalex.org/W4403950726","https://openalex.org/W4404070313","https://openalex.org/W4404334805","https://openalex.org/W4404640425","https://openalex.org/W4405025385","https://openalex.org/W4405326948","https://openalex.org/W4405499070","https://openalex.org/W4405964365","https://openalex.org/W4406935670"],"related_works":[],"abstract_inverted_index":{"This":[0,289],"study":[1,119,290],"examines":[2],"how":[3,33],"anxiety":[4,168,239,251,265],"and":[5,26,41,45,80,96,130,226,256,312],"self-efficacy":[6,151,180,232,245,262,319],"affect":[7],"ChatGPT":[8,38,73,158],"adoption":[9,39,107,159,192,235,270,282,308,335],"among":[10],"higher":[11,135],"education":[12,136],"students":[13,122,229],"in":[14,99,105,138,276,306,332],"Jaipur,":[15,139],"India,":[16,140],"positioned":[17],"at":[18],"the":[19,50,66,97,222,314],"intersection":[20],"of":[21,56,69,77,157],"educational":[22,84,333],"technology,":[23],"AI":[24,70,106,269,277,307],"integration,":[25],"psychological":[27,35,78,102,298,330],"readiness":[28],"theory.":[29],"The":[30,202],"investigation":[31],"explores":[32],"these":[34],"factors":[36,62,299],"influence":[37,190],"intentions":[40,193,236],"behaviors":[42],"both":[43],"directly":[44],"through":[46,317],"interaction":[47],"effects,":[48,323],"employing":[49],"UTAUT-3":[51],"framework":[52],"to":[53,82,145],"advance":[54],"understanding":[55,76,329],"technology":[57,257,292,334],"acceptance":[58,293],"mechanisms.":[59],"Three":[60],"primary":[61],"motivated":[63],"this":[64,118],"research:":[65],"rapid":[67],"deployment":[68],"tools":[71],"like":[72],"necessitates":[74],"urgent":[75],"facilitators":[79],"barriers":[81],"effective":[83],"integration;":[85],"growing":[86],"concerns":[87],"about":[88],"potential":[89],"AI-related":[90],"digital":[91],"divides":[92],"require":[93],"empirical":[94],"investigation;":[95],"gap":[98],"literature":[100],"examining":[101],"moderating":[103],"mechanisms":[104],"contexts":[108],"demands":[109],"theoretical":[110,326],"advancement.":[111],"Using":[112],"a":[113,153,170,182],"mixed-methods":[114],"sequential":[115],"explanatory":[116,207],"design,":[117],"surveyed":[120],"210":[121],"equally":[123],"distributed":[124],"between":[125],"government":[126],"(n":[127,132],"=":[128,133,161,174,197,210,216],"105)":[129,134],"private":[131],"institutions":[137],"followed":[141],"by":[142,295],"qualitative":[143],"interviews":[144],"contextualize":[146],"quantitative":[147],"findings.":[148],"Results":[149],"confirm":[150],"as":[152,169,272,300],"strong":[154],"positive":[155,234],"predictor":[156],"(\u03b2":[160,173],"0.58,":[162],"p":[163,176,199],"<":[164,177,200],"0.001)":[165],"while":[166,241,310],"establishing":[167,297],"significant":[171],"barrier":[172],"\u22120.34,":[175],"0.001),":[178],"with":[179,230,243],"demonstrating":[181],"crucial":[183],"buffering":[184,315],"effect":[185],"that":[186,228],"mitigates":[187,320],"anxiety\u2019s":[188,321],"negative":[189,248],"on":[191],"(interaction":[194],"effect:":[195],"\u03b2":[196],"0.23,":[198],"0.01).":[201],"comprehensive":[203],"model":[204],"achieved":[205],"substantial":[206],"power":[208],"(R\u00b2":[209],"0.672":[211],"for":[212,218,328],"behavioral":[213],"intention,":[214],"R\u00b2":[215],"0.648":[217],"use":[219],"behavior),":[220],"validating":[221],"integrated":[223],"psychological-technological":[224],"approach":[225],"revealing":[227],"high":[231],"maintain":[233],"despite":[237],"elevated":[238],"levels,":[240],"those":[242],"low":[244],"experience":[246],"compounded":[247],"effects":[249],"when":[250,267],"is":[252],"present.":[253],"Educational":[254],"managers":[255],"implementation":[258],"teams":[259],"should":[260],"prioritize":[261],"enhancement":[263],"over":[264],"reduction":[266],"planning":[268],"interventions,":[271],"building":[273],"students\u2019":[274],"confidence":[275],"competencies":[278],"provides":[279],"more":[280],"sustainable":[281],"outcomes":[283],"than":[284,303],"merely":[285],"addressing":[286],"technological":[287],"concerns.":[288],"advances":[291],"theory":[294],"empirically":[296],"central":[301],"rather":[302],"peripheral":[304],"determinants":[305],"processes,":[309],"identifying":[311],"quantifying":[313],"mechanism":[316],"which":[318],"detrimental":[322],"thereby":[324],"providing":[325],"foundations":[327],"resilience":[331],"contexts.":[336]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-04-11T08:14:18.477133","created_date":"2025-11-27T00:00:00"}
