{"id":"https://openalex.org/W7216924894","doi":null,"title":"ChatGPT Chatbot in the Teaching and Learning of Mathematics: The Role of Reasoning Processes","display_name":"ChatGPT Chatbot in the Teaching and Learning of Mathematics: The Role of Reasoning Processes","publication_year":2025,"publication_date":"2025-03-26","ids":{"openalex":"https://openalex.org/W7216924894"},"language":"en","primary_location":{"id":"pmh:oai:ojs2.internationalpubls.com:article/5007","doi":null,"is_oa":true,"landing_page_url":"https://internationalpubls.com/index.php/anvi/article/view/5007","pdf_url":"https://internationalpubls.com/index.php/anvi/article/download/5007/2756","source":{"id":"https://openalex.org/S5406945912","display_name":"Advances in Nonlinear Variational Inequalities","issn_l":"1092-910X","issn":["1092-910X"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","russia-white-list-3"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"1092-910X","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://internationalpubls.com/index.php/anvi/article/download/5007/2756","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010752663","display_name":"Meryem Nhiry","orcid":"https://orcid.org/0000-0003-1392-6710","observed_orcids":["https://orcid.org/0000-0003-1392-6710"]},"institutions":[{"id":"https://openalex.org/I4210145365","display_name":"Universit\u00e9 Hassan 1er","ror":"https://ror.org/03cdvht47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210145365"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Nhiry Meryem","raw_affiliation_strings":["( ) IR2M, Universit\u00e9 Hassan I-FST Settat , Settat , Maroc "],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"( ) IR2M, Universit\u00e9 Hassan I-FST Settat , Settat , Maroc ","institution_ids":["https://openalex.org/I4210145365"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5010752663"],"corresponding_institution_ids":["https://openalex.org/I4210145365"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.9473000168800354,"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/T14414","display_name":"Artificial Intelligence in Education","score":0.9473000168800354,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.01979999989271164,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.009399999864399433,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/chatgpt","display_name":"ChatGPT","score":0.9990000128746033},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.8379999995231628},{"id":"https://openalex.org/keywords/mathematical-reasoning","display_name":"mathematical reasoning","score":0.9049999713897705},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"mathematics education","score":0.8429999947547913},{"id":"https://openalex.org/keywords/chatbots","display_name":"chatbots","score":0.5659999847412109},{"id":"https://openalex.org/keywords/gpt-4o","display_name":"GPT-4o","score":0.8450000286102295},{"id":"https://openalex.org/keywords/proof-generation","display_name":"proof generation","score":0.6110000014305115},{"id":"https://openalex.org/keywords/reasoning-performance","display_name":"reasoning performance","score":0.5}],"concepts":[{"id":"https://openalex.org/C2779041454","wikidata":"https://www.wikidata.org/wiki/Q870780","display_name":"Chatbot","level":2,"score":0.8486999869346619},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5683000087738037},{"id":"https://openalex.org/C108710211","wikidata":"https://www.wikidata.org/wiki/Q11538","display_name":"Mathematical proof","level":2,"score":0.5131999850273132},{"id":"https://openalex.org/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.4936000108718872},{"id":"https://openalex.org/C83725634","wikidata":"https://www.wikidata.org/wiki/Q7268699","display_name":"Qualitative reasoning","level":2,"score":0.4699000120162964},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45669999718666077},{"id":"https://openalex.org/C195344581","wikidata":"https://www.wikidata.org/wiki/Q2555318","display_name":"Automated reasoning","level":2,"score":0.38179999589920044},{"id":"https://openalex.org/C36964233","wikidata":"https://www.wikidata.org/wiki/Q7920942","display_name":"Verbal reasoning","level":3,"score":0.3693999946117401},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.3596999943256378},{"id":"https://openalex.org/C47884741","wikidata":"https://www.wikidata.org/wiki/Q1166618","display_name":"Mathematical logic","level":2,"score":0.3296999931335449},{"id":"https://openalex.org/C103057564","wikidata":"https://www.wikidata.org/wiki/Q4751139","display_name":"Analytic reasoning","level":3,"score":0.3287000060081482},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3273000121116638},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3249000012874603},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.31679999828338623},{"id":"https://openalex.org/C20162079","wikidata":"https://www.wikidata.org/wiki/Q1151406","display_name":"Case-based reasoning","level":2,"score":0.30559998750686646},{"id":"https://openalex.org/C89288958","wikidata":"https://www.wikidata.org/wiki/Q7301504","display_name":"Reasoning system","level":2,"score":0.29170000553131104},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.2865000069141388},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.28349998593330383},{"id":"https://openalex.org/C156325361","wikidata":"https://www.wikidata.org/wiki/Q1152864","display_name":"Grounded theory","level":3,"score":0.2797999978065491},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.27709999680519104},{"id":"https://openalex.org/C43971567","wikidata":"https://www.wikidata.org/wiki/Q3142865","display_name":"Logical reasoning","level":2,"score":0.27489998936653137},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2637999951839447},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.26179999113082886},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.26159998774528503},{"id":"https://openalex.org/C3018587665","wikidata":"https://www.wikidata.org/wiki/Q7268696","display_name":"Qualitative analysis","level":3,"score":0.2574999928474426},{"id":"https://openalex.org/C37335422","wikidata":"https://www.wikidata.org/wiki/Q6888134","display_name":"Model-based reasoning","level":3,"score":0.25609999895095825}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:ojs2.internationalpubls.com:article/5007","doi":null,"is_oa":true,"landing_page_url":"https://internationalpubls.com/index.php/anvi/article/view/5007","pdf_url":"https://internationalpubls.com/index.php/anvi/article/download/5007/2756","source":{"id":"https://openalex.org/S5406945912","display_name":"Advances in Nonlinear Variational Inequalities","issn_l":"1092-910X","issn":["1092-910X"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","russia-white-list-3"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"1092-910X","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:ojs2.internationalpubls.com:article/5007","doi":null,"is_oa":true,"landing_page_url":"https://internationalpubls.com/index.php/anvi/article/view/5007","pdf_url":"https://internationalpubls.com/index.php/anvi/article/download/5007/2756","source":{"id":"https://openalex.org/S5406945912","display_name":"Advances in Nonlinear Variational Inequalities","issn_l":"1092-910X","issn":["1092-910X"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","russia-white-list-3"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"1092-910X","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6164000034332275,"display_name":"Quality education"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7216924894.pdf","grobid_xml":"https://content.openalex.org/works/W7216924894.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W2143063108","https://openalex.org/W2962798420","https://openalex.org/W3030163527","https://openalex.org/W4280504808","https://openalex.org/W4361204578","https://openalex.org/W4367694135","https://openalex.org/W4376652806","https://openalex.org/W4378942654","https://openalex.org/W4385445453","https://openalex.org/W4386518345","https://openalex.org/W4387909633","https://openalex.org/W4399137974","https://openalex.org/W4403215965"],"related_works":["https://openalex.org/W7133805263","https://openalex.org/W7154413503","https://openalex.org/W7167270462","https://openalex.org/W4411236282","https://openalex.org/W4403840274","https://openalex.org/W7213356498","https://openalex.org/W4417113157","https://openalex.org/W7158072688","https://openalex.org/W7130944703","https://openalex.org/W4395704443"],"abstract_inverted_index":{"The":[0,85],"release":[1],"of":[2,24,57,66,78,83,88,95,120,134,152,160,183,193],"ChatGPT":[3,174],"in":[4,11,19,118,149,191],"November":[5],"2022":[6],"represented":[7],"a":[8,76,125,150,176],"significant":[9],"advancement":[10],"creativity":[12],"and":[13,22,39,45,49,59,73,115,142,196,203,208],"innovation":[14],"across":[15,75],"various":[16],"fields,":[17],"particularly":[18,117],"the":[20,55,111,131,157,181],"teaching":[21],"learning":[23],"mathematics.":[25],"This":[26,98,145],"AI-driven":[27],"chatbot":[28],"conversationally":[29],"engages":[30],"users,":[31],"utilizing":[32],"human-like":[33],"language":[34],"to":[35,37,107,129,179],"respond":[36],"inquiries":[38],"generate":[40],"content.":[41],"It":[42],"follows":[43],"prompts":[44],"previous":[46],"interactions,":[47],"adjusting":[48],"refining":[50],"its":[51,71,138,199,210],"answers":[52],"based":[53],"on":[54,137],"sequence":[56],"inputs":[58],"outputs.":[60],"Our":[61,170],"study":[62],"examines":[63],"ChatGPT's":[64],"modeling":[65],"mathematical":[67,96,184],"reasoning":[68,121,132,153,162],"by":[69],"analyzing":[70],"solutions":[72],"proofs":[74],"spectrum":[77],"problems":[79],"with":[80],"varying":[81],"levels":[82],"complexity.":[84],"dataset":[86],"consists":[87],"12":[89],"activities":[90],"categorized":[91],"into":[92],"four":[93],"types":[94],"reasoning.":[97],"research":[99],"investigates":[100],"whether":[101],"this":[102],"emerging":[103],"technology,":[104],"now":[105],"accessible":[106],"students,":[108,116],"can":[109],"improve":[110],"relationship":[112],"between":[113],"chatbots":[114],"terms":[119,192],"processes.":[122],"We":[123],"employed":[124],"qualitative":[126],"descriptive":[127],"approach":[128],"evaluate":[130],"performance":[133,154],"ChatGPT,":[135],"focusing":[136],"latest":[139],"versions,":[140],"GPT-4o":[141,143],"Mini.":[144],"evaluation":[146],"is":[147],"grounded":[148],"classification":[151],"characteristics,":[155],"emphasizing":[156],"structural":[158],"steps":[159],"each":[161],"type":[163],"(Jeannotte,":[164],"2015;":[165],"Nhiry":[166],"et":[167],"al.,":[168],"2023).":[169],"analysis":[171],"revealed":[172],"that":[173],"demonstrates":[175],"satisfactory":[177],"ability":[178],"maintain":[180],"structure":[182],"reasoning;":[185],"however,":[186],"several":[187],"shortcomings":[188],"were":[189],"identified":[190],"clarity,":[194],"rigor,":[195],"generalization.":[197],"Enhancing":[198],"formalization,":[200],"pedagogical":[201],"explanations,":[202],"result":[204],"validation":[205],"would":[206],"strengthen":[207],"enrich":[209],"approach.":[211]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-10-03T00:00:00"}
