{"id":"https://openalex.org/W7160071585","doi":"https://doi.org/10.3991/ijep.v16i2.60901","title":"The Impact of ChatGPT Usage Intensity on Mathematics Anxiety and Problem-Solving Skills among Undergraduate Students","display_name":"The Impact of ChatGPT Usage Intensity on Mathematics Anxiety and Problem-Solving Skills among Undergraduate Students","publication_year":2026,"publication_date":"2026-04-30","ids":{"openalex":"https://openalex.org/W7160071585","doi":"https://doi.org/10.3991/ijep.v16i2.60901"},"language":null,"primary_location":{"id":"doi:10.3991/ijep.v16i2.60901","is_oa":true,"landing_page_url":"https://doi.org/10.3991/ijep.v16i2.60901","pdf_url":null,"source":{"id":"https://openalex.org/S2737240468","display_name":"International Journal of Engineering Pedagogy (iJEP)","issn_l":"2192-4880","issn":["2192-4880"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310313775","host_organization_name":"International Society for Engineering Education (IGIP), Kassel University Press","host_organization_lineage":["https://openalex.org/P4310313775"],"host_organization_lineage_names":["International Society for Engineering Education (IGIP), Kassel University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Engineering Pedagogy (iJEP)","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3991/ijep.v16i2.60901","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5134352156","display_name":"Aseel Ajlouni","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aseel Ajlouni","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-2904-765X","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135251802","display_name":"Asma AlOmary","orcid":"https://orcid.org/0009-0009-8169-3120"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Asma AlOmary","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0009-0009-8169-3120","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135230890","display_name":"Fatmeh Wahbeh","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fatmeh Wahbeh","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050300129","display_name":"Feda Ghnaim","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Feda Ghnaim","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5135188623","display_name":"Lama'a Al-orainat","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lama'a Al-orainat","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":150,"currency":"EUR","value_usd":161},"apc_paid":{"value":150,"currency":"EUR","value_usd":161},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.50634454,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"16","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14240","display_name":"E-Learning and COVID-19","score":0.14910000562667847,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T14240","display_name":"E-Learning and COVID-19","score":0.14910000562667847,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.12620000541210175,"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/T12258","display_name":"Perfectionism, Procrastination, Anxiety Studies","score":0.03449999913573265,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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":0.6923999786376953},{"id":"https://openalex.org/keywords/mathematical-anxiety","display_name":"Mathematical anxiety","score":0.49540001153945923},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.4503999948501587},{"id":"https://openalex.org/keywords/intensity","display_name":"Intensity (physics)","score":0.42570000886917114},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.40299999713897705},{"id":"https://openalex.org/keywords/descriptive-statistics","display_name":"Descriptive statistics","score":0.2964000105857849}],"concepts":[{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.6923999786376953},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.5670999884605408},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.510200023651123},{"id":"https://openalex.org/C165637930","wikidata":"https://www.wikidata.org/wiki/Q845527","display_name":"Mathematical anxiety","level":3,"score":0.49540001153945923},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.4503999948501587},{"id":"https://openalex.org/C93038891","wikidata":"https://www.wikidata.org/wiki/Q1061524","display_name":"Intensity (physics)","level":2,"score":0.42570000886917114},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.40299999713897705},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.2964000105857849},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.2935999929904938},{"id":"https://openalex.org/C156393514","wikidata":"https://www.wikidata.org/wiki/Q6934800","display_name":"Multimethodology","level":2,"score":0.28630000352859497},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.2816999852657318},{"id":"https://openalex.org/C2779318504","wikidata":"https://www.wikidata.org/wiki/Q1438035","display_name":"Research design","level":2,"score":0.26339998841285706},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.2612999975681305},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.2535000145435333}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3991/ijep.v16i2.60901","is_oa":true,"landing_page_url":"https://doi.org/10.3991/ijep.v16i2.60901","pdf_url":null,"source":{"id":"https://openalex.org/S2737240468","display_name":"International Journal of Engineering Pedagogy (iJEP)","issn_l":"2192-4880","issn":["2192-4880"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310313775","host_organization_name":"International Society for Engineering Education (IGIP), Kassel University Press","host_organization_lineage":["https://openalex.org/P4310313775"],"host_organization_lineage_names":["International Society for Engineering Education (IGIP), Kassel University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Engineering Pedagogy (iJEP)","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3991/ijep.v16i2.60901","is_oa":true,"landing_page_url":"https://doi.org/10.3991/ijep.v16i2.60901","pdf_url":null,"source":{"id":"https://openalex.org/S2737240468","display_name":"International Journal of Engineering Pedagogy (iJEP)","issn_l":"2192-4880","issn":["2192-4880"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310313775","host_organization_name":"International Society for Engineering Education (IGIP), Kassel University Press","host_organization_lineage":["https://openalex.org/P4310313775"],"host_organization_lineage_names":["International Society for Engineering Education (IGIP), Kassel University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Engineering Pedagogy (iJEP)","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.8871161937713623}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W2036731641","https://openalex.org/W2140416616","https://openalex.org/W2159516798","https://openalex.org/W2534142805","https://openalex.org/W2545577067","https://openalex.org/W2902291451","https://openalex.org/W2940003137","https://openalex.org/W2950791037","https://openalex.org/W2961814012","https://openalex.org/W3030856281","https://openalex.org/W3038112531","https://openalex.org/W3045067693","https://openalex.org/W3095557227","https://openalex.org/W3119849797","https://openalex.org/W3134791208","https://openalex.org/W3157057974","https://openalex.org/W4212887446","https://openalex.org/W4287092621","https://openalex.org/W4310083996","https://openalex.org/W4313026324","https://openalex.org/W4375862891","https://openalex.org/W4377942506","https://openalex.org/W4385955774","https://openalex.org/W4386370809","https://openalex.org/W4390175525","https://openalex.org/W4391101918","https://openalex.org/W4391635584","https://openalex.org/W4392198643","https://openalex.org/W4392705500","https://openalex.org/W4392715379","https://openalex.org/W4392932744","https://openalex.org/W4394826750","https://openalex.org/W4395113307","https://openalex.org/W4399179321","https://openalex.org/W4399259822","https://openalex.org/W4401655975","https://openalex.org/W4402256244","https://openalex.org/W4404911890","https://openalex.org/W4405235412","https://openalex.org/W4406145368","https://openalex.org/W4407057063","https://openalex.org/W4407745969","https://openalex.org/W4409183952","https://openalex.org/W4411705371","https://openalex.org/W4412639944","https://openalex.org/W4414091006","https://openalex.org/W4414226636"],"related_works":[],"abstract_inverted_index":{"Given":[0],"the":[1,10,17,32,73,81,87],"foundational":[2],"role":[3],"of":[4,13,19,34,62,77],"mathematics":[5,23,39,117,130,143],"in":[6],"higher":[7,162],"education":[8,163],"and":[9,41,86,101,116,132,148],"rapid":[11],"integration":[12,160],"educational":[14],"technologies,":[15],"understanding":[16],"impact":[18,33],"digital":[20],"tools":[21],"on":[22,38],"learning":[24,144],"has":[25],"become":[26],"increasingly":[27],"important.":[28],"This":[29],"study":[30],"examined":[31],"ChatGPT":[35,78,98,113,124,139],"usage":[36,99,114,125],"intensity":[37,100,115,126],"anxiety":[40,131,147],"perceived":[42,102],"problem-solving":[43,103,133,150],"skills":[44,151],"among":[45,152],"undergraduate":[46,64,153],"students.":[47,65],"A":[48],"quantitative":[49],"descriptive":[50],"research":[51],"design":[52],"with":[53],"a":[54,60,93,108],"cross-sectional":[55],"approach":[56],"was":[57],"employed,":[58],"involving":[59],"sample":[61],"357":[63],"Data":[66],"were":[67],"collected":[68],"using":[69],"three":[70],"validated":[71],"instruments:":[72],"adopted":[74],"Academic":[75],"Intensity":[76],"Use":[79],"scale,":[80],"Abbreviated":[82],"Math":[83],"Anxiety":[84],"Scale,":[85],"Problem-Solving":[88],"Inventory.":[89],"The":[90,135],"results":[91],"revealed":[92],"significant":[94,109],"positive":[95],"relationship":[96,111],"between":[97,112],"skills,":[104],"as":[105,107],"well":[106],"negative":[110],"anxiety.":[118],"Regression":[119],"analyses":[120],"further":[121],"indicated":[122],"that":[123,138],"significantly":[127],"predicted":[128],"both":[129],"skills.":[134],"findings":[136],"suggest":[137],"use":[140],"may":[141],"support":[142],"by":[145],"reducing":[146],"enhancing":[149],"students,":[154],"highlighting":[155],"its":[156],"potential":[157],"value":[158],"for":[159],"into":[161],"contexts.":[164]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2026-05-05T00:00:00"}