{"id":"https://openalex.org/W7225630783","doi":"https://doi.org/10.1007/s43545-026-01950-3","title":"A Bayesian ordinal analysis of an AI-supported geometry-design item in a predominantly Intermediate Phase teacher-education sample","display_name":"A Bayesian ordinal analysis of an AI-supported geometry-design item in a predominantly Intermediate Phase teacher-education sample","publication_year":2026,"publication_date":"2026-11-09","ids":{"openalex":"https://openalex.org/W7225630783","doi":"https://doi.org/10.1007/s43545-026-01950-3"},"language":"en","primary_location":{"id":"doi:10.1007/s43545-026-01950-3","doi":"https://doi.org/10.1007/s43545-026-01950-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43545-026-01950-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43545-026-01950-3.pdf","source":{"id":"https://openalex.org/S4210213728","display_name":"SN Social Sciences","issn_l":"2662-9283","issn":["2662-9283"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-1","norway-1","vabb-shw"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Social Sciences","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s43545-026-01950-3.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028052963","display_name":"Moeketsi Simon Mosia","orcid":"https://orcid.org/0000-0002-7189-0018","observed_orcids":["https://orcid.org/0000-0002-7189-0018"]},"institutions":[{"id":"https://openalex.org/I26999989","display_name":"University of the Free State","ror":"https://ror.org/009xwd568","country_code":"ZA","type":"education","lineage":["https://openalex.org/I26999989"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Moeketsi Mosia","raw_affiliation_strings":["Department of Mathematics, Natural Sciences and Technology Education, University of the Free State, Bloemfontein, South Africa"],"raw_orcid":"https://orcid.org/0000-0002-7189-0018","affiliations":[{"raw_affiliation_string":"Department of Mathematics, Natural Sciences and Technology Education, University of the Free State, Bloemfontein, South Africa","institution_ids":["https://openalex.org/I26999989"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043229961","display_name":"Fadip Audu Nannim","orcid":"https://orcid.org/0000-0002-6452-5602","observed_orcids":["https://orcid.org/0000-0002-6452-5602"]},"institutions":[{"id":"https://openalex.org/I26999989","display_name":"University of the Free State","ror":"https://ror.org/009xwd568","country_code":"ZA","type":"education","lineage":["https://openalex.org/I26999989"]}],"countries":["ZA"],"is_corresponding":true,"raw_author_name":"Fadip Audu Nannim","raw_affiliation_strings":["Department of Mathematics, Natural Sciences and Technology Education, University of the Free State, Bloemfontein, South Africa"],"raw_orcid":"https://orcid.org/0000-0002-6452-5602","affiliations":[{"raw_affiliation_string":"Department of Mathematics, Natural Sciences and Technology Education, University of the Free State, Bloemfontein, South Africa","institution_ids":["https://openalex.org/I26999989"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048959486","display_name":"Felix Oromena Egara","orcid":"https://orcid.org/0000-0002-6249-9615","observed_orcids":["https://orcid.org/0000-0002-6249-9615"]},"institutions":[{"id":"https://openalex.org/I26999989","display_name":"University of the Free State","ror":"https://ror.org/009xwd568","country_code":"ZA","type":"education","lineage":["https://openalex.org/I26999989"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Felix Egara","raw_affiliation_strings":["Department of Mathematics, Natural Sciences and Technology Education, University of the Free State, Bloemfontein, South Africa"],"raw_orcid":"https://orcid.org/0000-0002-6249-9615","affiliations":[{"raw_affiliation_string":"Department of Mathematics, Natural Sciences and Technology Education, University of the Free State, Bloemfontein, South Africa","institution_ids":["https://openalex.org/I26999989"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5043229961"],"corresponding_institution_ids":["https://openalex.org/I26999989"],"apc_list":{"value":2290,"currency":"USD","value_usd":2290},"apc_paid":{"value":2290,"currency":"USD","value_usd":2290},"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":"6","issue":"11","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":0.40630000829696655,"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":0.40630000829696655,"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/T11875","display_name":"Statistics Education and Methodologies","score":0.3752000033855438,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10130","display_name":"Mathematics Education and Teaching Techniques","score":0.12729999423027039,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence-in-education","display_name":"artificial intelligence in education","score":0.7929999828338623},{"id":"https://openalex.org/keywords/pre-service-mathematics-teachers","display_name":"pre-service mathematics teachers","score":0.8889999985694885},{"id":"https://openalex.org/keywords/artificial-intelligence-awareness","display_name":"AI awareness","score":0.7540000081062317},{"id":"https://openalex.org/keywords/teacher-confidence","display_name":"teacher confidence","score":0.5630000233650208},{"id":"https://openalex.org/keywords/south-africa","display_name":"South Africa","score":0.40299999713897705}],"concepts":[{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.576200008392334},{"id":"https://openalex.org/C85461838","wikidata":"https://www.wikidata.org/wiki/Q7100785","display_name":"Ordinal data","level":2,"score":0.5501000285148621},{"id":"https://openalex.org/C110313322","wikidata":"https://www.wikidata.org/wiki/Q7100793","display_name":"Ordinal regression","level":2,"score":0.5385000109672546},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.5314000248908997},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.5238000154495239},{"id":"https://openalex.org/C100521375","wikidata":"https://www.wikidata.org/wiki/Q2015382","display_name":"Competence (human resources)","level":2,"score":0.5166000127792358},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.49959999322891235},{"id":"https://openalex.org/C44249647","wikidata":"https://www.wikidata.org/wiki/Q208498","display_name":"Confidence interval","level":2,"score":0.48399999737739563},{"id":"https://openalex.org/C19875794","wikidata":"https://www.wikidata.org/wiki/Q1207340","display_name":"Item response theory","level":3,"score":0.47999998927116394},{"id":"https://openalex.org/C55786151","wikidata":"https://www.wikidata.org/wiki/Q951437","display_name":"Level of measurement","level":2,"score":0.42809998989105225},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.414900004863739},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4004000127315521},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.38530001044273376},{"id":"https://openalex.org/C66882249","wikidata":"https://www.wikidata.org/wiki/Q169336","display_name":"Homogeneous","level":2,"score":0.382999986410141},{"id":"https://openalex.org/C159447121","wikidata":"https://www.wikidata.org/wiki/Q490535","display_name":"Response bias","level":2,"score":0.36500000953674316},{"id":"https://openalex.org/C34388435","wikidata":"https://www.wikidata.org/wiki/Q2267362","display_name":"Bounded function","level":2,"score":0.36469998955726624},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.3601999878883362},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.3521000146865845},{"id":"https://openalex.org/C143095724","wikidata":"https://www.wikidata.org/wiki/Q515895","display_name":"Odds","level":3,"score":0.34540000557899475},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33709999918937683},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3294999897480011},{"id":"https://openalex.org/C207201462","wikidata":"https://www.wikidata.org/wiki/Q182505","display_name":"Bayes' theorem","level":3,"score":0.31360000371932983},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.3019999861717224},{"id":"https://openalex.org/C2778067643","wikidata":"https://www.wikidata.org/wiki/Q166507","display_name":"Interval (graph theory)","level":2,"score":0.2994999885559082},{"id":"https://openalex.org/C87227347","wikidata":"https://www.wikidata.org/wiki/Q7100713","display_name":"Ordered logit","level":2,"score":0.2985999882221222},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.2784000039100647},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27720001339912415},{"id":"https://openalex.org/C101112237","wikidata":"https://www.wikidata.org/wiki/Q4874481","display_name":"Bayesian statistics","level":4,"score":0.2700999975204468},{"id":"https://openalex.org/C2778263599","wikidata":"https://www.wikidata.org/wiki/Q1669245","display_name":"Item analysis","level":3,"score":0.2678000032901764},{"id":"https://openalex.org/C121117317","wikidata":"https://www.wikidata.org/wiki/Q4439221","display_name":"Credible interval","level":3,"score":0.26589998602867126},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.2630999982357025},{"id":"https://openalex.org/C129848803","wikidata":"https://www.wikidata.org/wiki/Q2564360","display_name":"Sample size determination","level":2,"score":0.262800008058548},{"id":"https://openalex.org/C44280652","wikidata":"https://www.wikidata.org/wiki/Q104837","display_name":"Phase (matter)","level":2,"score":0.2581999897956848},{"id":"https://openalex.org/C70339092","wikidata":"https://www.wikidata.org/wiki/Q7100715","display_name":"Ordered probit","level":2,"score":0.25619998574256897}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s43545-026-01950-3","doi":"https://doi.org/10.1007/s43545-026-01950-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43545-026-01950-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43545-026-01950-3.pdf","source":{"id":"https://openalex.org/S4210213728","display_name":"SN Social Sciences","issn_l":"2662-9283","issn":["2662-9283"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-1","norway-1","vabb-shw"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Social Sciences","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s43545-026-01950-3","doi":"https://doi.org/10.1007/s43545-026-01950-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43545-026-01950-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43545-026-01950-3.pdf","source":{"id":"https://openalex.org/S4210213728","display_name":"SN Social Sciences","issn_l":"2662-9283","issn":["2662-9283"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-1","norway-1","vabb-shw"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Social Sciences","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality education","score":0.9235000014305115,"id":"https://metadata.un.org/sdg/4"}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322870","display_name":"Universiteit van die Vrystaat","ror":"https://ror.org/009xwd568"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225630783.pdf","grobid_xml":"https://content.openalex.org/works/W7225630783.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W214995755","https://openalex.org/W1968529788","https://openalex.org/W1983901856","https://openalex.org/W2028829385","https://openalex.org/W2047036527","https://openalex.org/W2104647037","https://openalex.org/W2123184471","https://openalex.org/W2168559056","https://openalex.org/W2194897763","https://openalex.org/W2203714058","https://openalex.org/W2605947465","https://openalex.org/W2888034815","https://openalex.org/W2890892752","https://openalex.org/W2896178860","https://openalex.org/W2920804790","https://openalex.org/W3000332883","https://openalex.org/W3029022390","https://openalex.org/W3108041100","https://openalex.org/W3113233193","https://openalex.org/W3215201135","https://openalex.org/W4229056760","https://openalex.org/W4293731327","https://openalex.org/W4295413191","https://openalex.org/W4308506215","https://openalex.org/W4321434840","https://openalex.org/W4386373863","https://openalex.org/W4387048299","https://openalex.org/W4392866787","https://openalex.org/W4396624260","https://openalex.org/W4396998526","https://openalex.org/W4401579628","https://openalex.org/W4401873916","https://openalex.org/W4401994342","https://openalex.org/W4402358740","https://openalex.org/W4402500358","https://openalex.org/W4403476199","https://openalex.org/W4404116325","https://openalex.org/W4407142103","https://openalex.org/W4412818409","https://openalex.org/W4413401681","https://openalex.org/W7169334052"],"related_works":["https://openalex.org/W7202371063","https://openalex.org/W7197030568","https://openalex.org/W7169334052","https://openalex.org/W7166800215","https://openalex.org/W7212018873","https://openalex.org/W7204251300","https://openalex.org/W7214605398","https://openalex.org/W7213880633","https://openalex.org/W7172402691","https://openalex.org/W7162433736"],"abstract_inverted_index":{"Abstract":[0],"Broad":[1],"awareness":[2,105],"of":[3,39,93],"artificial":[4],"intelligence":[5],"(AI)":[6],"and":[7,85,97,163,176],"familiarity":[8,126,136],"with":[9,80,108],"specific":[10],"tools":[11],"may":[12],"provide":[13],"different":[14],"information":[15],"about":[16,66],"responses":[17],"to":[18,31],"a":[19,27,37,81,86],"subject-specific":[20],"survey":[21],"item.":[22],"This":[23],"cross-sectional":[24],"analysis":[25],"examined":[26],"single-item":[28],"ordered":[29],"response":[30,72,110,161],"an":[32],"AI-supported":[33],"geometry-design":[34],"statement,":[35],"not":[36,152,178],"measure":[38],"design":[40,180],"competence.":[41],"The":[42,63,149,167],"sample":[43],"comprised":[44],"130":[45],"preservice":[46],"mathematics":[47],"teachers":[48],"at":[49],"one":[50],"South":[51],"African":[52],"university,":[53],"including":[54],"129":[55],"(99.2%)":[56],"enrolled":[57],"in":[58,104,172],"Intermediate":[59],"Phase":[60],"Mathematics":[61],"Education.":[62],"item":[64,171],"asked":[65],"confidence":[67],"but":[68],"supplied":[69],"five":[70],"familiarity-style":[71],"anchors.":[73],"Bayesian":[74],"cumulative":[75],"ordered-logit":[76],"models":[77],"estimated":[78],"associations":[79],"six-item":[82],"AI-awareness":[83],"composite":[84],"five-item":[87],"AI-tool-familiarity":[88],"composite,":[89],"accounting":[90],"for":[91],"year":[92],"study,":[94],"prior":[95,98],"training,":[96],"AI":[99],"use.":[100],"A":[101],"one-standard-deviation":[102],"increase":[103],"was":[106,124],"associated":[107],"higher":[109],"categories":[111],"(median":[112],"odds":[113],"ratio":[114],"[OR]":[115],"=":[116,128,147],"1.82,":[117],"95%":[118,130],"credible":[119,131],"interval":[120,132],"[1.23,":[121],"2.55]),":[122],"as":[123],"tool":[125],"(OR":[127],"3.22,":[129],"[2.12,":[133],"4.62]).":[134],"Adding":[135],"improved":[137],"expected":[138],"out-of-sample":[139],"predictive":[140],"accuracy":[141],"by":[142,158],"19.59":[143],"expected-log-predictive-density":[144],"units":[145],"(SE":[146],"5.14).":[148],"interaction":[150],"did":[151],"improve":[153],"prediction.":[154],"Interpretation":[155],"is":[156],"bounded":[157],"the":[159,164],"shared":[160],"anchors":[162],"homogeneous":[165],"sample.":[166],"findings":[168],"concern":[169],"this":[170,173],"sampled":[174],"setting":[175],"do":[177],"establish":[179],"competence":[181],"or":[182],"generalise":[183],"across":[184],"teacher-education":[185],"programmes.":[186]},"counts_by_year":[],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2026-11-10T00:00:00"}
