{"id":"https://openalex.org/W3203659897","doi":"https://doi.org/10.1080/10494820.2021.1983610","title":"The determinants of impact of personal traits on computational thinking with programming instruction","display_name":"The determinants of impact of personal traits on computational thinking with programming instruction","publication_year":2021,"publication_date":"2021-10-06","ids":{"openalex":"https://openalex.org/W3203659897","doi":"https://doi.org/10.1080/10494820.2021.1983610","mag":"3203659897"},"language":"en","primary_location":{"id":"doi:10.1080/10494820.2021.1983610","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2021.1983610","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-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/A5029607042","display_name":"Yuan\u2010Chen Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I49645291","display_name":"National Taipei University of Education","ror":"https://ror.org/02bzpph30","country_code":"TW","type":"education","lineage":["https://openalex.org/I49645291"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yuan-Chen Liu","raw_affiliation_strings":["Department of Computer Science, National Taipei University of Education, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Taipei University of Education, Taipei, Taiwan","institution_ids":["https://openalex.org/I49645291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089304108","display_name":"Tzu\u2010Hua Huang","orcid":"https://orcid.org/0000-0003-3005-917X"},"institutions":[{"id":"https://openalex.org/I22442739","display_name":"University of Taipei","ror":"https://ror.org/039e7bg24","country_code":"TW","type":"education","lineage":["https://openalex.org/I22442739"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Tzu-Hua Huang","raw_affiliation_strings":["Department of Education, University of Taipei, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Education, University of Taipei, Taipei, Taiwan","institution_ids":["https://openalex.org/I22442739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079796387","display_name":"Chia-Ling Sung","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chia-Ling Sung","raw_affiliation_strings":["Taipei Municipal Nan Hu Elementary School, Taipei City, Taiwan"],"affiliations":[{"raw_affiliation_string":"Taipei Municipal Nan Hu Elementary School, Taipei City, Taiwan","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5089304108"],"corresponding_institution_ids":["https://openalex.org/I22442739"],"apc_list":null,"apc_paid":null,"fwci":3.4009,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.92814246,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"31","issue":"8","first_page":"4835","last_page":"4849"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","score":0.9994000196456909,"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":0.9994000196456909,"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/T11122","display_name":"Online Learning and Analytics","score":0.9943000078201294,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9879999756813049,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computational-thinking","display_name":"Computational thinking","score":0.8668927550315857},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.6463257074356079},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.6226314306259155},{"id":"https://openalex.org/keywords/cognitive-style","display_name":"Cognitive style","score":0.47531062364578247},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.44814416766166687},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.44711607694625854},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.4363316297531128},{"id":"https://openalex.org/keywords/critical-thinking","display_name":"Critical thinking","score":0.42745763063430786},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3763647973537445},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.20292958617210388},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.20171263813972473}],"concepts":[{"id":"https://openalex.org/C2780368719","wikidata":"https://www.wikidata.org/wiki/Q5157342","display_name":"Computational thinking","level":2,"score":0.8668927550315857},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.6463257074356079},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.6226314306259155},{"id":"https://openalex.org/C150681269","wikidata":"https://www.wikidata.org/wiki/Q2380771","display_name":"Cognitive style","level":3,"score":0.47531062364578247},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.44814416766166687},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.44711607694625854},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.4363316297531128},{"id":"https://openalex.org/C533356498","wikidata":"https://www.wikidata.org/wiki/Q843894","display_name":"Critical thinking","level":2,"score":0.42745763063430786},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3763647973537445},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.20292958617210388},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.20171263813972473},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10494820.2021.1983610","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2021.1983610","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.75}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W758802775","https://openalex.org/W979695743","https://openalex.org/W982752821","https://openalex.org/W1553547761","https://openalex.org/W1604331748","https://openalex.org/W1776878697","https://openalex.org/W1970953601","https://openalex.org/W1976608504","https://openalex.org/W1986663087","https://openalex.org/W1994422720","https://openalex.org/W1996750234","https://openalex.org/W2018037215","https://openalex.org/W2037621702","https://openalex.org/W2043726016","https://openalex.org/W2047681133","https://openalex.org/W2050430040","https://openalex.org/W2052097980","https://openalex.org/W2079181629","https://openalex.org/W2095184141","https://openalex.org/W2105415768","https://openalex.org/W2134909245","https://openalex.org/W2136142910","https://openalex.org/W2276347107","https://openalex.org/W2339183141","https://openalex.org/W2566218372","https://openalex.org/W2590321285","https://openalex.org/W2593947425","https://openalex.org/W2604568677","https://openalex.org/W2734533314","https://openalex.org/W2760706586","https://openalex.org/W2765278763","https://openalex.org/W2772903661","https://openalex.org/W2786561775","https://openalex.org/W2788850485","https://openalex.org/W2793042740","https://openalex.org/W2800404783","https://openalex.org/W2805841217","https://openalex.org/W2889313968","https://openalex.org/W2905490139","https://openalex.org/W2917584257","https://openalex.org/W2921324832","https://openalex.org/W2982199763","https://openalex.org/W3164576983","https://openalex.org/W3170508641","https://openalex.org/W3170775390","https://openalex.org/W3174889263","https://openalex.org/W4240166384","https://openalex.org/W4241286296"],"related_works":["https://openalex.org/W2769482900","https://openalex.org/W3155803285","https://openalex.org/W3213086777","https://openalex.org/W2769928932","https://openalex.org/W2551768522","https://openalex.org/W2979937253","https://openalex.org/W2742379954","https://openalex.org/W3033687264","https://openalex.org/W4390870682","https://openalex.org/W1978829797"],"abstract_inverted_index":{"Computational":[0],"thinking":[1,26,50,127],"is":[2,14,128],"an":[3,97],"important":[4,152],"skill":[5],"in":[6,96,100,163],"computer":[7],"science":[8],"since":[9],"the":[10,42,81,138,158,164,168,178,184],"1960s,":[11],"and":[12,52,65,79,85,112,121,134,147,171,189],"it":[13],"closely":[15],"related":[16,23],"to":[17,24],"problem":[18,28,53],"solving.":[19,29,54],"Almost":[20],"all":[21,93],"research":[22,32,90],"computational":[25,37,86,126,142,194],"mentions":[27],"Although":[30],"some":[31],"has":[33,137],"been":[34],"conducted":[35],"on":[36,47],"thinking,":[38],"few":[39],"studies":[40],"examined":[41,80],"impact":[43],"of":[44,60,76,115,149,160,173],"personal":[45,72,179],"traits":[46,73,180],"students\u2019":[48,161],"computation":[49],"skills":[51,187],"This":[55],"study":[56],"modeled":[57],"cooperative":[58,145,169],"attitudes":[59],"programming,":[61],"learning":[62,135],"style,":[63],"self-regulation,":[64],"enjoyment":[66,162],"as":[67,74],"its":[68],"key":[69],"elements,":[70],"investigated":[71],"predictors":[75],"problem-solving":[77,132,156,186],"skills,":[78,133],"correlation":[82],"between":[83],"variables":[84,153],"thinking.":[87,143,195],"The":[88],"252":[89],"participants":[91],"were":[92,118],"sixth-grade":[94],"students":[95],"elementary":[98],"school":[99],"Taipei,":[101],"Taiwan.":[102],"After":[103],"a":[104,108,113],"10-week":[105],"experimental":[106],"curriculum,":[107],"posttest":[109],"was":[110],"conducted,":[111],"total":[114],"244":[116],"observations":[117],"collected.":[119],"Correlation":[120],"regression":[122],"analyses":[123],"show":[124],"that":[125],"positively":[129],"correlated":[130],"with":[131],"style":[136],"predictive":[139],"ability":[140],"for":[141,154],"Furthermore,":[144],"attitude":[146,170],"self-regulation":[148,172],"programming":[150],"are":[151],"predicting":[155],"skills;":[157],"degree":[159],"curriculum":[165],"will":[166],"affect":[167],"their":[174],"programming.":[175],"In":[176],"summary,":[177],"above":[181],"could":[182],"improve":[183],"participants\u2019":[185],"hierarchically":[188],"help":[190],"them":[191],"achieve":[192],"better":[193]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":2}],"updated_date":"2026-03-16T09:10:04.655348","created_date":"2025-10-10T00:00:00"}
