{"id":"https://openalex.org/W2603631340","doi":"https://doi.org/10.1080/1743727x.2017.1301916","title":"A machine learning approach to investigating the effects of mathematics dispositions on mathematical literacy","display_name":"A machine learning approach to investigating the effects of mathematics dispositions on mathematical literacy","publication_year":2017,"publication_date":"2017-03-22","ids":{"openalex":"https://openalex.org/W2603631340","doi":"https://doi.org/10.1080/1743727x.2017.1301916","mag":"2603631340"},"language":"en","primary_location":{"id":"doi:10.1080/1743727x.2017.1301916","doi":"https://doi.org/10.1080/1743727x.2017.1301916","is_oa":true,"landing_page_url":"https://doi.org/10.1080/1743727x.2017.1301916","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/1743727X.2017.1301916?needAccess=true","source":{"id":"https://openalex.org/S114106686","display_name":"International Journal of Research & Method in Education","issn_l":"1743-727X","issn":["1743-727X","1743-7288"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","erih-plus","jufo-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319847","host_organization_name":"Routledge","host_organization_lineage":["https://openalex.org/P4310319847","https://openalex.org/P4310320547"],"host_organization_lineage_names":["Routledge","Taylor & Francis"],"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":"International Journal of Research & Method in Education","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/1743727X.2017.1301916?needAccess=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114374200","display_name":"Florence C. Gabriel","orcid":"https://orcid.org/0000-0001-9721-5312","observed_orcids":["https://orcid.org/0000-0001-9721-5312"]},"institutions":[{"id":"https://openalex.org/I169541294","display_name":"Flinders University","ror":"https://ror.org/01kpzv902","country_code":"AU","type":"education","lineage":["https://openalex.org/I169541294"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Florence Gabriel","raw_affiliation_strings":["Science21, Science of Learning Research Centre, Flinders University, Adelaide, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science21, Science of Learning Research Centre, Flinders University, Adelaide, Australia","institution_ids":["https://openalex.org/I169541294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073072445","display_name":"Jason Signolet","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107","https://openalex.org/I4405259444"]},{"id":"https://openalex.org/I4405279643","display_name":"Data to Decisions Cooperative Research Centre","ror":"https://ror.org/01t1f0m13","country_code":"AU","type":"funder","lineage":["https://openalex.org/I4405279643"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jason Signolet","raw_affiliation_strings":["Data to Decisions Cooperative Research Centre, University of South Australia, Adelaide, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Data to Decisions Cooperative Research Centre, University of South Australia, Adelaide, Australia","institution_ids":["https://openalex.org/I170239107","https://openalex.org/I4405279643"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036585609","display_name":"Martin S. Westwell","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I169541294","display_name":"Flinders University","ror":"https://ror.org/01kpzv902","country_code":"AU","type":"education","lineage":["https://openalex.org/I169541294"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Martin Westwell","raw_affiliation_strings":["Science21, Science of Learning Research Centre, Flinders University, Adelaide, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science21, Science of Learning Research Centre, Flinders University, Adelaide, Australia","institution_ids":["https://openalex.org/I169541294"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5114374200"],"corresponding_institution_ids":["https://openalex.org/I169541294"],"apc_list":null,"apc_paid":null,"fwci":3.9185,"has_fulltext":false,"cited_by_count":65,"citation_normalized_percentile":{"value":0.92981968,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"41","issue":"3","first_page":"306","last_page":"327"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10547","display_name":"Education, Achievement, and Giftedness","score":0.7217000126838684,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10547","display_name":"Education, Achievement, and Giftedness","score":0.7217000126838684,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12522","display_name":"Mathematics Education and Pedagogy","score":0.22689999639987946,"subfield":{"id":"https://openalex.org/subfields/2604","display_name":"Applied Mathematics"},"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/T11875","display_name":"Statistics Education and Methodologies","score":0.013000000268220901,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/mathematical-literacy","display_name":"mathematical literacy","score":0.8069999814033508},{"id":"https://openalex.org/keywords/mathematics-self-efficacy","display_name":"mathematics self-efficacy","score":0.9660000205039978},{"id":"https://openalex.org/keywords/mathematics-anxiety","display_name":"mathematics anxiety","score":0.9980000257492065},{"id":"https://openalex.org/keywords/socioeconomic-status","display_name":"socioeconomic status","score":0.9810000061988831},{"id":"https://openalex.org/keywords/psychological-dispositions","display_name":"psychological dispositions","score":0.7910000085830688},{"id":"https://openalex.org/keywords/pisa-2012","display_name":"PISA 2012","score":0.8650000095367432},{"id":"https://openalex.org/keywords/15-year-old-students","display_name":"15-year-old students","score":0.7940000295639038},{"id":"https://openalex.org/keywords/nonlinear-relationship","display_name":"nonlinear relationship","score":0.6600000262260437},{"id":"https://openalex.org/keywords/interaction-effects","display_name":"interaction effects","score":0.8069999814033508},{"id":"https://openalex.org/keywords/mathematics-learning","display_name":"mathematics learning","score":0.574999988079071}],"concepts":[{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.6290342807769775},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6288199424743652},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5346018671989441},{"id":"https://openalex.org/C2780084366","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demographics","level":2,"score":0.48372891545295715},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4302123486995697},{"id":"https://openalex.org/C547764534","wikidata":"https://www.wikidata.org/wiki/Q8236","display_name":"Literacy","level":2,"score":0.4191282391548157},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2838228940963745},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.2605261206626892},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1080/1743727x.2017.1301916","doi":"https://doi.org/10.1080/1743727x.2017.1301916","is_oa":true,"landing_page_url":"https://doi.org/10.1080/1743727x.2017.1301916","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/1743727X.2017.1301916?needAccess=true","source":{"id":"https://openalex.org/S114106686","display_name":"International Journal of Research & Method in Education","issn_l":"1743-727X","issn":["1743-727X","1743-7288"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","erih-plus","jufo-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319847","host_organization_name":"Routledge","host_organization_lineage":["https://openalex.org/P4310319847","https://openalex.org/P4310320547"],"host_organization_lineage_names":["Routledge","Taylor & Francis"],"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":"International Journal of Research & Method in Education","raw_type":"journal-article"},{"id":"pmh:oai:urm_publish:9916123009201831","doi":null,"is_oa":true,"landing_page_url":"https://find.library.unisa.edu.au/discovery/fulldisplay/alma9916123009201831/61USOUTHAUS_INST:ROR","pdf_url":null,"source":{"id":"https://openalex.org/S4306402528","display_name":"UniSA Research Outputs Repository (University of South Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I170239107","host_organization_name":"University of South Australia","host_organization_lineage":["https://openalex.org/I170239107"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:digital.library.adelaide.edu.au:11541.2/126022","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/11541.2/126022","pdf_url":null,"source":{"id":"https://openalex.org/S4306401835","display_name":"Adelaide Research & Scholarship (AR&S) (University of Adelaide)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I5681781","host_organization_name":"The University of Adelaide","host_organization_lineage":["https://openalex.org/I5681781"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1080/1743727X.2017.1301916","raw_type":"Journal article"}],"best_oa_location":{"id":"doi:10.1080/1743727x.2017.1301916","doi":"https://doi.org/10.1080/1743727x.2017.1301916","is_oa":true,"landing_page_url":"https://doi.org/10.1080/1743727x.2017.1301916","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/1743727X.2017.1301916?needAccess=true","source":{"id":"https://openalex.org/S114106686","display_name":"International Journal of Research & Method in Education","issn_l":"1743-727X","issn":["1743-727X","1743-7288"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","erih-plus","jufo-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319847","host_organization_name":"Routledge","host_organization_lineage":["https://openalex.org/P4310319847","https://openalex.org/P4310320547"],"host_organization_lineage_names":["Routledge","Taylor & Francis"],"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":"International Journal of Research & Method in Education","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.9235000014305115}],"sustainable_development_goals_aurora":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.8999999761581421}],"study_designs":[],"awards":[{"id":"https://openalex.org/G3546766280","display_name":"The Science of Learning Research Centre","funder_award_id":"SR120300015","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2603631340.pdf"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W121522434","https://openalex.org/W152285273","https://openalex.org/W809118136","https://openalex.org/W1480376833","https://openalex.org/W1494472992","https://openalex.org/W1511814458","https://openalex.org/W1530259329","https://openalex.org/W1540971030","https://openalex.org/W1558783046","https://openalex.org/W1562208008","https://openalex.org/W1578636093","https://openalex.org/W1678356000","https://openalex.org/W1731081199","https://openalex.org/W1857231446","https://openalex.org/W1968295086","https://openalex.org/W1970794104","https://openalex.org/W1977884443","https://openalex.org/W2007826293","https://openalex.org/W2008408350","https://openalex.org/W2012805784","https://openalex.org/W2014821670","https://openalex.org/W2030741913","https://openalex.org/W2054141820","https://openalex.org/W2082842707","https://openalex.org/W2084341220","https://openalex.org/W2091093276","https://openalex.org/W2092500652","https://openalex.org/W2093486376","https://openalex.org/W2108463756","https://openalex.org/W2124919128","https://openalex.org/W2128063851","https://openalex.org/W2130273647","https://openalex.org/W2135695572","https://openalex.org/W2139340376","https://openalex.org/W2145287260","https://openalex.org/W2146067836","https://openalex.org/W2148050426","https://openalex.org/W2151841787","https://openalex.org/W2154001981","https://openalex.org/W2161869186","https://openalex.org/W2169002988","https://openalex.org/W2169365000","https://openalex.org/W2344106790","https://openalex.org/W2582743722","https://openalex.org/W2787894218","https://openalex.org/W2798883935","https://openalex.org/W4239197977","https://openalex.org/W4242883546","https://openalex.org/W4248935031","https://openalex.org/W4285719527","https://openalex.org/W4293586167"],"related_works":["https://openalex.org/W4407069299","https://openalex.org/W4416929775","https://openalex.org/W7221302249","https://openalex.org/W2577832915","https://openalex.org/W3119278778","https://openalex.org/W4391755897","https://openalex.org/W7214179699","https://openalex.org/W7159559059","https://openalex.org/W7205003622","https://openalex.org/W4409918498"],"abstract_inverted_index":{"Mathematics":[0],"competency":[1],"is":[2,26],"fast":[3],"becoming":[4],"an":[5,37,54,75,95],"essential":[6],"requirement":[7],"in":[8,24,53,118,175],"ever":[9],"greater":[10],"parts":[11],"of":[12,30,44,59,80,97,137],"day-to-day":[13],"work":[14],"and":[15,50,77,83,115,140,150,172],"life.":[16],"Thus,":[17],"creating":[18],"strategies":[19],"for":[20,69],"improving":[21],"mathematics":[22,45,138,146,148],"learning":[23,107],"students":[25],"a":[27,176],"major":[28],"goal":[29],"education":[31,159],"research.":[32],"However,":[33],"doing":[34],"so":[35],"requires":[36],"ability":[38],"to":[39,89,93,108,167],"look":[40],"at":[41],"many":[42],"aspects":[43],"learning,":[46],"such":[47,65],"as":[48,57,66],"demographics":[49],"psychological":[51,113],"dispositions,":[52],"integrated":[55],"way":[56],"part":[58],"the":[60,67,87,98,110,122,135],"same":[61],"system.":[62,99],"Large-scale":[63],"assessments":[64],"Programme":[68],"International":[70],"Student":[71],"Assessment":[72],"(PISA)":[73],"provide":[74],"accessible":[76],"large":[78],"volume":[79],"coherent":[81],"data,":[82],"this":[84,130,154],"gives":[85],"researchers":[86,160],"opportunity":[88],"employ":[90,163],"data-driven":[91,132,164],"approaches":[92],"gain":[94],"overview":[96],"For":[100],"these":[101],"reasons,":[102],"we":[103,156],"have":[104],"used":[105],"machine":[106],"explore":[109],"relationships":[111,171],"between":[112,145],"dispositions":[114],"mathematical":[116],"literacy":[117],"Australian":[119],"15-year-olds":[120],"using":[121],"PISA":[123],"2012":[124],"data":[125,178],"set.":[126,179],"Our":[127],"results":[128],"from":[129],"strongly":[131],"approach":[133],"re-affirm":[134],"primacy":[136],"self-efficacy":[139],"highlight":[141],"novel":[142,173],"complex":[143,169],"interactions":[144,174],"self-efficacy,":[147],"anxiety":[149],"socio-economic":[151],"status.":[152],"In":[153],"paper,":[155],"demonstrate":[157],"how":[158],"can":[161],"usefully":[162],"modelling":[165],"techniques":[166],"find":[168],"non-linear":[170],"multidimensional":[177]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":1}],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2017-04-07T00:00:00"}