{"id":"https://openalex.org/W7204452567","doi":"https://doi.org/10.57260/csdj.2026.284732","title":"Attitude and Utilization of Generative AI as a Learning Tool among Pre-Service Mathematics Teachers","display_name":"Attitude and Utilization of Generative AI as a Learning Tool among Pre-Service Mathematics Teachers","publication_year":2026,"publication_date":"2026-08-27","ids":{"openalex":"https://openalex.org/W7204452567","doi":"https://doi.org/10.57260/csdj.2026.284732"},"language":"en","primary_location":{"id":"doi:10.57260/csdj.2026.284732","doi":"https://doi.org/10.57260/csdj.2026.284732","is_oa":true,"landing_page_url":"https://doi.org/10.57260/csdj.2026.284732","pdf_url":"https://so05.tci-thaijo.org/index.php/cmruresearch/article/download/284732/190945","source":{"id":"https://openalex.org/S4404663802","display_name":"Community and Social Development Journal","issn_l":"3027-7485","issn":["3027-7485","3027-7493"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9340882","host_organization_name":"Chiang Mai Rajabhat University","host_organization_lineage":["https://openalex.org/I9340882"],"host_organization_lineage_names":[],"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":"Community and Social Development Journal","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://so05.tci-thaijo.org/index.php/cmruresearch/article/download/284732/190945","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069436041","display_name":"Nora V. Marasigan","orcid":"https://orcid.org/0000-0002-3846-5589","observed_orcids":["https://orcid.org/0000-0002-3846-5589"]},"institutions":[{"id":"https://openalex.org/I3516337","display_name":"Batangas State University","ror":"https://ror.org/019en2y21","country_code":"PH","type":"education","lineage":["https://openalex.org/I3516337"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Nora V. Marasigan","raw_affiliation_strings":["College of Teacher Education, Batangas State University,  The National Engineering University, Batangas, Philippines"],"raw_orcid":"https://orcid.org/0000-0002-3846-5589","affiliations":[{"raw_affiliation_string":"College of Teacher Education, Batangas State University,  The National Engineering University, Batangas, Philippines","institution_ids":["https://openalex.org/I3516337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148453305","display_name":"Ericka A. Onte","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3516337","display_name":"Batangas State University","ror":"https://ror.org/019en2y21","country_code":"PH","type":"education","lineage":["https://openalex.org/I3516337"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Ericka A. Onte","raw_affiliation_strings":["College of Teacher Education, Batangas State University,  The National Engineering University, Batangas, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Teacher Education, Batangas State University,  The National Engineering University, Batangas, Philippines","institution_ids":["https://openalex.org/I3516337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148461507","display_name":"Althea P. Matanguihan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3516337","display_name":"Batangas State University","ror":"https://ror.org/019en2y21","country_code":"PH","type":"education","lineage":["https://openalex.org/I3516337"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Althea P. Matanguihan","raw_affiliation_strings":["College of Teacher Education, Batangas State University,  The National Engineering University, Batangas, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Teacher Education, Batangas State University,  The National Engineering University, Batangas, Philippines","institution_ids":["https://openalex.org/I3516337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148466715","display_name":"Kristal Kaye S. Serrano","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3516337","display_name":"Batangas State University","ror":"https://ror.org/019en2y21","country_code":"PH","type":"education","lineage":["https://openalex.org/I3516337"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Kristal Kaye S. Serrano","raw_affiliation_strings":["College of Teacher Education, Batangas State University,  The National Engineering University, Batangas, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Teacher Education, Batangas State University,  The National Engineering University, Batangas, Philippines","institution_ids":["https://openalex.org/I3516337"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5148463366","display_name":"Marwin M. Magsino","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3516337","display_name":"Batangas State University","ror":"https://ror.org/019en2y21","country_code":"PH","type":"education","lineage":["https://openalex.org/I3516337"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Marwin M. Magsino","raw_affiliation_strings":["College of Teacher Education, Batangas State University,  The National Engineering University, Batangas, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Teacher Education, Batangas State University,  The National Engineering University, Batangas, Philippines","institution_ids":["https://openalex.org/I3516337"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I3516337"],"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":"27","issue":"3","first_page":"e284732","last_page":"e284732"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.9984999895095825,"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":0.9984999895095825,"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/T10130","display_name":"Mathematics Education and Teaching Techniques","score":0.00039999998989515007,"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":0.0003000000142492354,"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/generative-ai","display_name":"generative AI","score":0.925000011920929},{"id":"https://openalex.org/keywords/pre-service-mathematics-teachers","display_name":"pre-service mathematics teachers","score":0.921999990940094},{"id":"https://openalex.org/keywords/teacher-education","display_name":"teacher professional development","score":0.6340000033378601},{"id":"https://openalex.org/keywords/attitudes-toward-artificial-intelligence","display_name":"attitudes toward AI","score":0.890999972820282},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"mathematics education","score":0.7749999761581421},{"id":"https://openalex.org/keywords/problem-solving-skills","display_name":"problem-solving skills","score":0.7680000066757202},{"id":"https://openalex.org/keywords/critical-thinking","display_name":"critical thinking","score":0.9950000047683716},{"id":"https://openalex.org/keywords/ethical-use-of-ai","display_name":"ethical use of AI","score":0.7239999771118164},{"id":"https://openalex.org/keywords/technological-competence","display_name":"technological competence","score":0.6200000047683716}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7639999985694885},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.6588000059127808},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.6389999985694885},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.6029999852180481},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.49540001153945923},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.43849998712539673},{"id":"https://openalex.org/C80245801","wikidata":"https://www.wikidata.org/wiki/Q1477475","display_name":"Semi-structured interview","level":3,"score":0.2727999985218048},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.25999999046325684},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.2549999952316284},{"id":"https://openalex.org/C184408114","wikidata":"https://www.wikidata.org/wiki/Q1502022","display_name":"Generative Design","level":3,"score":0.2526000142097473},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.2524999976158142}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.57260/csdj.2026.284732","doi":"https://doi.org/10.57260/csdj.2026.284732","is_oa":true,"landing_page_url":"https://doi.org/10.57260/csdj.2026.284732","pdf_url":"https://so05.tci-thaijo.org/index.php/cmruresearch/article/download/284732/190945","source":{"id":"https://openalex.org/S4404663802","display_name":"Community and Social Development Journal","issn_l":"3027-7485","issn":["3027-7485","3027-7493"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9340882","host_organization_name":"Chiang Mai Rajabhat University","host_organization_lineage":["https://openalex.org/I9340882"],"host_organization_lineage_names":[],"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":"Community and Social Development Journal","raw_type":"journal-article"},{"id":"pmh:oai:so05.tci-thaijo.org:article/284732","doi":null,"is_oa":true,"landing_page_url":"https://so05.tci-thaijo.org/index.php/cmruresearch/article/view/284732","pdf_url":null,"source":{"id":"https://openalex.org/S4404663802","display_name":"Community and Social Development Journal","issn_l":"3027-7485","issn":["3027-7485","3027-7493"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9340882","host_organization_name":"Chiang Mai Rajabhat University","host_organization_lineage":["https://openalex.org/I9340882"],"host_organization_lineage_names":[],"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":"3027-7485","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.57260/csdj.2026.284732","doi":"https://doi.org/10.57260/csdj.2026.284732","is_oa":true,"landing_page_url":"https://doi.org/10.57260/csdj.2026.284732","pdf_url":"https://so05.tci-thaijo.org/index.php/cmruresearch/article/download/284732/190945","source":{"id":"https://openalex.org/S4404663802","display_name":"Community and Social Development Journal","issn_l":"3027-7485","issn":["3027-7485","3027-7493"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9340882","host_organization_name":"Chiang Mai Rajabhat University","host_organization_lineage":["https://openalex.org/I9340882"],"host_organization_lineage_names":[],"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":"Community and Social Development Journal","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.9901999831199646}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204452567.pdf","grobid_xml":"https://content.openalex.org/works/W7204452567.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W136391515","https://openalex.org/W1995853132","https://openalex.org/W2115258890","https://openalex.org/W2981863007","https://openalex.org/W3022321621","https://openalex.org/W4408114703","https://openalex.org/W4417333740","https://openalex.org/W7167625069","https://openalex.org/W7168597398","https://openalex.org/W7172429165"],"related_works":["https://openalex.org/W7083678309","https://openalex.org/W7077051737","https://openalex.org/W7143522102","https://openalex.org/W7221023708","https://openalex.org/W7153585163","https://openalex.org/W7112790337","https://openalex.org/W4412920392","https://openalex.org/W7165487959","https://openalex.org/W4412386967","https://openalex.org/W4410104321"],"abstract_inverted_index":{"This":[0],"study":[1,100,180],"examined":[2],"the":[3,44,139,179,182],"attitudes":[4,113],"and":[5,43,67,87,114,158,174,205,214,230],"utilization":[6],"of":[7,40,46,72,84,95,116,128,187,217],"generative":[8,41,62,77,131,188],"artificial":[9],"intelligence":[10],"(AI)":[11],"as":[12,141],"a":[13,21,32,57,107],"learning":[14,50,228],"tool":[15],"among":[16],"pre-service":[17],"mathematics":[18,191],"teachers.":[19],"Employing":[20],"descriptive-correlational":[22],"research":[23,220],"design,":[24],"data":[25],"were":[26],"collected":[27],"from":[28],"71":[29],"respondents":[30,55],"through":[31],"structured":[33,185],"survey":[34],"instrument":[35],"to":[36,208],"determine":[37],"their":[38],"perceptions":[39,122],"AI":[42,63,78,132,149,189],"frequency":[45,115],"its":[47,224],"use":[48,216],"in":[49,89,133,144,152,166,190],"mathematics.":[51],"Findings":[52],"revealed":[53],"that":[54,119,196],"demonstrated":[56],"moderately":[58,142],"positive":[59,110],"attitude":[60],"toward":[61],"across":[64],"cognitive,":[65],"affective,":[66],"behavioral":[68],"dimensions.":[69],"In":[70,177],"terms":[71],"utilization,":[73,150],"participants":[74],"commonly":[75],"used":[76],"tools":[79,97],"for":[80,147,184],"step-by-step":[81],"explanations,":[82],"clarification":[83],"mathematical":[85,91],"concepts,":[86],"assistance":[88],"solving":[90],"problems.":[92],"However,":[93],"integration":[94,186],"these":[96],"into":[98],"regular":[99],"routines":[101],"remained":[102],"limited.":[103],"Correlation":[104],"analysis":[105],"showed":[106],"significant":[108],"moderate":[109],"relationship":[111],"between":[112],"use,":[117,169],"indicating":[118],"more":[120],"favorable":[121],"are":[123],"associated":[124],"with":[125,130],"higher":[126],"levels":[127],"engagement":[129],"academic":[134],"tasks.":[135],"Respondents":[136],"also":[137],"perceived":[138],"curriculum":[140],"supportive":[143],"developing":[145],"competencies":[146],"effective":[148],"particularly":[151],"enhancing":[153],"problem-solving":[154],"skills,":[155],"critical":[156,212],"thinking,":[157,213],"conceptual":[159],"understanding.":[160],"Nevertheless,":[161],"some":[162],"hesitation":[163],"was":[164],"noted":[165],"encouraging":[167],"peer":[168],"reflecting":[170],"concerns":[171],"about":[172],"appropriate":[173],"responsible":[175],"application.":[176],"general,":[178],"highlights":[181],"need":[183],"education.":[192],"It":[193],"is":[194],"recommended":[195],"teacher":[197],"education":[198],"institutions":[199],"provide":[200],"targeted":[201],"training,":[202],"clear":[203],"guidelines,":[204],"pedagogical":[206],"strategies":[207],"strengthen":[209],"technological":[210],"competence,":[211],"ethical":[215],"AI.":[218],"Future":[219],"may":[221],"further":[222],"examine":[223],"long-term":[225],"effects":[226],"on":[227],"outcomes":[229],"professional":[231],"readiness.":[232]},"counts_by_year":[],"updated_date":"2026-10-07T09:51:55.459714","created_date":"2026-08-28T00:00:00"}
