{"id":"https://openalex.org/W2029367033","doi":"https://doi.org/10.1145/1562877.1562931","title":"Improving the mental models held by novice programmers using cognitive conflict and jeliot visualisations","display_name":"Improving the mental models held by novice programmers using cognitive conflict and jeliot visualisations","publication_year":2009,"publication_date":"2009-07-06","ids":{"openalex":"https://openalex.org/W2029367033","doi":"https://doi.org/10.1145/1562877.1562931","mag":"2029367033"},"language":"en","primary_location":{"id":"doi:10.1145/1562877.1562931","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1562877.1562931","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th annual ACM SIGCSE conference on Innovation and technology in computer science education","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049043514","display_name":"Linxiao Ma","orcid":"https://orcid.org/0000-0001-9882-4128"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Linxiao Ma","raw_affiliation_strings":["University of Strathclyde, Glasgow, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde, Glasgow, United Kingdom","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044498350","display_name":"John Ferguson","orcid":"https://orcid.org/0000-0002-2655-3258"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"John Ferguson","raw_affiliation_strings":["University of Strathclyde, Glasgow, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde, Glasgow, United Kingdom","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077078698","display_name":"Marc Roper","orcid":"https://orcid.org/0000-0001-6794-4637"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Marc Roper","raw_affiliation_strings":["University of Strathclyde, Glasgow, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde, Glasgow, United Kingdom","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041738819","display_name":"Isla Ross","orcid":null},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Isla Ross","raw_affiliation_strings":["University of Strathclyde, Glasgow, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde, Glasgow, United Kingdom","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102777249","display_name":"Murray Wood","orcid":"https://orcid.org/0000-0002-9449-1036"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Murray Wood","raw_affiliation_strings":["University of Strathclyde, Glasgow, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde, Glasgow, United Kingdom","institution_ids":["https://openalex.org/I181647926"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I181647926"],"apc_list":null,"apc_paid":null,"fwci":0.6817,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.78246792,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"166","last_page":"170"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10731","display_name":"Educational Games and Gamification","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational 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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.979200005531311,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7898433208465576},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.7241661548614502},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.5387765765190125},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5007674694061279},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.49861836433410645},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.49402743577957153},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.46005484461784363},{"id":"https://openalex.org/keywords/programming-paradigm","display_name":"Programming paradigm","score":0.4231870472431183},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2519553005695343},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1727365255355835},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1209288239479065}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7898433208465576},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.7241661548614502},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.5387765765190125},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5007674694061279},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.49861836433410645},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.49402743577957153},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.46005484461784363},{"id":"https://openalex.org/C34165917","wikidata":"https://www.wikidata.org/wiki/Q188267","display_name":"Programming paradigm","level":2,"score":0.4231870472431183},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2519553005695343},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1727365255355835},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1209288239479065},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","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/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/1562877.1562931","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1562877.1562931","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th annual ACM SIGCSE conference on Innovation and technology in computer science education","raw_type":"proceedings-article"},{"id":"pmh:oai:strathprints.strath.ac.uk:42242","is_oa":false,"landing_page_url":"https://strathprints.strath.ac.uk/42242/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402226","display_name":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I181647926","host_organization_name":"University of Strathclyde","host_organization_lineage":["https://openalex.org/I181647926"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Book Section"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8399999737739563,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W73795280","https://openalex.org/W171101478","https://openalex.org/W183770118","https://openalex.org/W1519063672","https://openalex.org/W1966114254","https://openalex.org/W1990442528","https://openalex.org/W2010452900","https://openalex.org/W2033086912","https://openalex.org/W2039883913","https://openalex.org/W2050163083","https://openalex.org/W2115966495","https://openalex.org/W2142452246","https://openalex.org/W2143282470","https://openalex.org/W2176513605","https://openalex.org/W2333057202","https://openalex.org/W4243216998","https://openalex.org/W4251415961","https://openalex.org/W4300107936","https://openalex.org/W6603056077","https://openalex.org/W6678958824"],"related_works":["https://openalex.org/W2032233321","https://openalex.org/W3121970507","https://openalex.org/W2110028391","https://openalex.org/W54497855","https://openalex.org/W2068608913","https://openalex.org/W217960748","https://openalex.org/W3125814499","https://openalex.org/W2090827041","https://openalex.org/W2148533276","https://openalex.org/W2094012830"],"abstract_inverted_index":{"Recent":[0],"research":[1],"has":[2],"found":[3],"that":[4,33,37,58,143,161],"many":[5],"novice":[6],"programmers":[7],"often":[8],"hold":[9],"non-viable":[10],"mental":[11,49],"models":[12],"of":[13,80,83,88,97,122,127,132,151,154,174],"basic":[14],"programming":[15,25,65,156,176],"concepts":[16,66,123],"which":[17,113],"can":[18,44,115,167],"limit":[19],"their":[20],"potential":[21],"to":[22,63,69,104,118,147],"develop":[23,148,170],"appropriate":[24,48,149,172],"skills.":[26],"Previous":[27],"work":[28],"by":[29],"the":[30,78,86,89,94,98,110,129],"authors":[31],"suggests":[32],"a":[34,55,81,120,125,152],"teaching":[35],"model":[36,101],"integrates":[38],"cognitive":[39,164],"conflict":[40],"and":[41],"program":[42],"visualisation":[43,91,95,131],"help":[45,168],"novices":[46],"formulate":[47],"models.":[50],"This":[51],"paper":[52],"first":[53],"outlines":[54],"'concepts":[56],"roadmap'":[57],"provides":[59],"an":[60,162,171],"ordered":[61],"approach":[62],"learning":[64,100],"allowing":[67],"students":[68,145,169],"build":[70],"on":[71],"fundamental":[72],"base":[73],"knowledge.":[74],"It":[75],"then":[76],"reports":[77],"results":[79],"series":[82],"studies":[84],"investigating":[85],"use":[87],"Jeliot":[90,114,130],"tool":[92],"as":[93],"component":[96],"proposed":[99],"when":[102],"applied":[103],"these":[105],"concepts.":[106,177],"The":[107],"findings":[108],"include:":[109],"ease":[111],"with":[112],"be":[116],"tailored":[117],"visualise":[119],"range":[121,153],"using":[124],"variety":[126],"examples;":[128],"object":[133],"reference":[134],"was":[135],"too":[136],"complex":[137],"for":[138],"CS1":[139,144],"students;":[140],"further":[141,159],"evidence":[142,160],"struggle":[146],"understanding":[150,173],"key":[155,175],"concepts;":[157],"and,":[158],"integrated":[163],"conflict/visualisation":[165],"strategy":[166]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":1}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
