{"id":"https://openalex.org/W92598760","doi":null,"title":"A Computer-Based Approach For Identifying Student Conceptual Change","display_name":"A Computer-Based Approach For Identifying Student Conceptual Change","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W92598760","mag":"92598760"},"language":"en","primary_location":{"id":"pmh:oai:docs.lib.purdue.edu:open_access_theses-1314","doi":null,"is_oa":true,"landing_page_url":"https://docs.lib.purdue.edu/open_access_theses/289","pdf_url":"https://docs.lib.purdue.edu/open_access_theses/289","source":{"id":"https://openalex.org/S4377196310","display_name":"Purdue e-Pubs (Purdue University System)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801333002","host_organization_name":"Purdue University System","host_organization_lineage":["https://openalex.org/I2801333002"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Open Access Theses","raw_type":"text"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://docs.lib.purdue.edu/open_access_theses/289","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109012650","display_name":"Junchao Yan","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Junchao Yan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5109012650"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10072","display_name":"Science Education and Pedagogy","score":0.948199987411499,"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/T10072","display_name":"Science Education and Pedagogy","score":0.948199987411499,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.011099999770522118,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.010300000198185444,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/conceptual-change","display_name":"conceptual change","score":0.9169999957084656},{"id":"https://openalex.org/keywords/misconceptions","display_name":"misconceptions","score":0.847000002861023},{"id":"https://openalex.org/keywords/text-classification","display_name":"text classification","score":0.8650000095367432},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.8460000157356262},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.8970000147819519},{"id":"https://openalex.org/keywords/nature-of-science","display_name":"nature of science","score":0.753000020980835},{"id":"https://openalex.org/keywords/science-education","display_name":"science education","score":0.5529999732971191}],"concepts":[{"id":"https://openalex.org/C2781329482","wikidata":"https://www.wikidata.org/wiki/Q3823192","display_name":"Conceptual change","level":2,"score":0.8202698826789856},{"id":"https://openalex.org/C52146309","wikidata":"https://www.wikidata.org/wiki/Q7431116","display_name":"Schema (genetic algorithms)","level":2,"score":0.6572118997573853},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.594658613204956},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5199640989303589},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.42662110924720764},{"id":"https://openalex.org/C200287777","wikidata":"https://www.wikidata.org/wiki/Q830115","display_name":"Concept map","level":2,"score":0.4252040386199951},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4136230945587158},{"id":"https://openalex.org/C29275276","wikidata":"https://www.wikidata.org/wiki/Q2268965","display_name":"Conceptual schema","level":3,"score":0.4122546911239624},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.411469042301178},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.34794139862060547},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3385220170021057},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.33744996786117554},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32181602716445923},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.18349602818489075},{"id":"https://openalex.org/C165611974","wikidata":"https://www.wikidata.org/wiki/Q5531015","display_name":"Gender schema theory","level":2,"score":0.0},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:docs.lib.purdue.edu:open_access_theses-1314","doi":null,"is_oa":true,"landing_page_url":"https://docs.lib.purdue.edu/open_access_theses/289","pdf_url":"https://docs.lib.purdue.edu/open_access_theses/289","source":{"id":"https://openalex.org/S4377196310","display_name":"Purdue e-Pubs (Purdue University System)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801333002","host_organization_name":"Purdue University System","host_organization_lineage":["https://openalex.org/I2801333002"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Open Access Theses","raw_type":"text"},{"id":"pmh:oai:docs.lib.purdue.edu:dissertations-15039","doi":null,"is_oa":false,"landing_page_url":"https://docs.lib.purdue.edu/dissertations/AAI1565371","pdf_url":null,"source":{"id":"https://openalex.org/S4377196310","display_name":"Purdue e-Pubs (Purdue University System)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801333002","host_organization_name":"Purdue University System","host_organization_lineage":["https://openalex.org/I2801333002"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Theses and Dissertations Available from ProQuest","raw_type":"text"},{"id":"mag:92598760","doi":null,"is_oa":false,"landing_page_url":"https://docs.lib.purdue.edu/cgi/viewcontent.cgi?article=1314&context=open_access_theses","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:docs.lib.purdue.edu:open_access_theses-1314","doi":null,"is_oa":true,"landing_page_url":"https://docs.lib.purdue.edu/open_access_theses/289","pdf_url":"https://docs.lib.purdue.edu/open_access_theses/289","source":{"id":"https://openalex.org/S4377196310","display_name":"Purdue e-Pubs (Purdue University System)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801333002","host_organization_name":"Purdue University System","host_organization_lineage":["https://openalex.org/I2801333002"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Open Access Theses","raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.9235000014305115,"display_name":"Quality education"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W92598760.pdf","grobid_xml":"https://content.openalex.org/works/W92598760.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W43048615","https://openalex.org/W127453283","https://openalex.org/W179363788","https://openalex.org/W182831726","https://openalex.org/W254111267","https://openalex.org/W1532325895","https://openalex.org/W1543473323","https://openalex.org/W1594369375","https://openalex.org/W1968204814","https://openalex.org/W1969288146","https://openalex.org/W1978394996","https://openalex.org/W1983578042","https://openalex.org/W1985742226","https://openalex.org/W1985858077","https://openalex.org/W1989748540","https://openalex.org/W2025878189","https://openalex.org/W2056874695","https://openalex.org/W2062585132","https://openalex.org/W2072435181","https://openalex.org/W2078482049","https://openalex.org/W2078861931","https://openalex.org/W2081977225","https://openalex.org/W2083209617","https://openalex.org/W2087184586","https://openalex.org/W2101105183","https://openalex.org/W2105019520","https://openalex.org/W2107484888","https://openalex.org/W2114004145","https://openalex.org/W2115584598","https://openalex.org/W2118763798","https://openalex.org/W2133436118","https://openalex.org/W2147152072","https://openalex.org/W2150824314","https://openalex.org/W2158997610","https://openalex.org/W2161696066","https://openalex.org/W2171689869","https://openalex.org/W2188960590","https://openalex.org/W2251323285","https://openalex.org/W2252084268","https://openalex.org/W2254299877","https://openalex.org/W2337971266","https://openalex.org/W2405120945","https://openalex.org/W2560140854","https://openalex.org/W2604891272","https://openalex.org/W2622806907","https://openalex.org/W3021183163"],"related_works":["https://openalex.org/W2921197258","https://openalex.org/W2961457712","https://openalex.org/W2971225437","https://openalex.org/W2806965553","https://openalex.org/W4411332657","https://openalex.org/W340560315","https://openalex.org/W179363788","https://openalex.org/W2072952763","https://openalex.org/W7033236229","https://openalex.org/W7095276423"],"abstract_inverted_index":{"Misconceptions":[0],"are":[1],"commonly":[2],"encountered":[3],"in":[4,65,115,199],"many":[5],"areas":[6],"of":[7,31,48,55,62,68,76,93,124,138,154,160],"science":[8,119],"and":[9,26,86,97,117,120,142,172,195],"engineering":[10],"where":[11],"a":[12,148,190],"to-be-learned":[13],"concept":[14],"conflicts":[15],"with":[16,42,217],"prior":[17],"knowledge.":[18],"Conceptual":[19],"change":[20,38,50],"is":[21,39],"an":[22],"approach":[23],"for":[24,177,207],"identifying":[25,178],"repairing":[27],"the":[28,32,59,66,74,91,103,122,152,158,204,223],"misconceptions.":[29],"One":[30],"ways":[33],"to":[34,101,133,147,185],"promote":[35,222],"student":[36,56,187,208],"conceptual":[37,49,179,209,224],"providing":[40],"students":[41,111,127,216],"ontological":[43,139,219],"schema":[44,140,220],"training.":[45],"However,":[46],"assessment":[47,206],"relies":[51],"on":[52,80,203],"qualitative":[53,63],"analysis":[54,78],"responses.":[57],"With":[58],"exponential":[60],"growth":[61],"data":[64,77],"form":[67],"graphical":[69],"representations":[70],"or":[71],"written":[72],"responses,":[73],"process":[75],"relying":[79],"human":[81],"experts":[82],"has":[83],"become":[84],"time-consuming":[85],"costly.":[87],"This":[88],"study":[89],"took":[90,129],"advantages":[92],"natural":[94],"language":[95],"processing":[96],"machine":[98,175],"learning":[99],"techniques":[100],"analyze":[102],"responses":[104,188],"effectively.":[105],"In":[106],"addition,":[107],"we":[108],"identified":[109],"how":[110],"described":[112],"complex":[113],"phenomena":[114],"thermal":[116],"transport":[118],"compared":[121],"differences":[123],"descriptions":[125],"between":[126],"who":[128,144],"certain":[130],"training":[131,141,215],"courses":[132],"address":[134],"misconceptions":[135],"by":[136,193],"means":[137],"those":[143],"were":[145],"exposed":[146],"different":[149,162],"course":[150],"about":[151],"nature":[153],"science.":[155],"After":[156],"comparing":[157],"effectiveness":[159],"three":[161],"text":[163],"classification":[164],"methods":[165],"-":[166],"query-based":[167],"approach,":[168],"Naive":[169],"Bayes":[170],"classifier,":[171],"support":[173],"vector":[174],"(SVM)":[176],"change,":[180,210],"SVM":[181],"classifier":[182],"was":[183],"chosen":[184],"assess":[186],"from":[189],"corpus":[191],"collected":[192],"Streveler":[194],"her":[196],"research":[197,212],"group":[198],"previous":[200],"studies.":[201],"Based":[202],"automatic":[205],"this":[211],"found":[213],"that":[214],"appropriate":[218],"would":[221],"change.":[225]},"counts_by_year":[],"updated_date":"2026-11-06T12:05:46.655746","created_date":"2016-06-24T00:00:00"}
