{"id":"https://openalex.org/W2984884797","doi":"https://doi.org/10.1080/10494820.2019.1689146","title":"Predicting student understanding by modeling interactive exploration of evidence during an online science investigation","display_name":"Predicting student understanding by modeling interactive exploration of evidence during an online science investigation","publication_year":2019,"publication_date":"2019-11-15","ids":{"openalex":"https://openalex.org/W2984884797","doi":"https://doi.org/10.1080/10494820.2019.1689146","mag":"2984884797"},"language":"en","primary_location":{"id":"doi:10.1080/10494820.2019.1689146","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2019.1689146","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/A5067339659","display_name":"Eric Poitras","orcid":"https://orcid.org/0000-0003-0563-7978"},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Eric Poitras","raw_affiliation_strings":["Department of Educational Psychology, University of Utah, Salt Lake City, USA"],"raw_orcid":"https://orcid.org/0000-0003-0563-7978","affiliations":[{"raw_affiliation_string":"Department of Educational Psychology, University of Utah, Salt Lake City, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040599009","display_name":"Kirsten R. Butcher","orcid":"https://orcid.org/0000-0002-7433-0972"},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kirsten R. Butcher","raw_affiliation_strings":["Department of Educational Psychology, University of Utah, Salt Lake City, USA"],"raw_orcid":"https://orcid.org/0000-0002-7433-0972","affiliations":[{"raw_affiliation_string":"Department of Educational Psychology, University of Utah, Salt Lake City, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084641273","display_name":"Matthew Orr","orcid":"https://orcid.org/0000-0003-3318-6940"},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew Orr","raw_affiliation_strings":["Department of Educational Psychology, University of Utah, Salt Lake City, USA"],"raw_orcid":"https://orcid.org/0000-0003-3318-6940","affiliations":[{"raw_affiliation_string":"Department of Educational Psychology, University of Utah, Salt Lake City, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053386528","display_name":"Michelle Hudson","orcid":"https://orcid.org/0000-0002-0928-624X"},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michelle A. Hudson","raw_affiliation_strings":["Department of Educational Psychology, University of Utah, Salt Lake City, USA"],"raw_orcid":"https://orcid.org/0000-0002-0928-624X","affiliations":[{"raw_affiliation_string":"Department of Educational Psychology, University of Utah, Salt Lake City, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019044398","display_name":"Madlyn Larson","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125363","display_name":"Natural History Museum of Utah","ror":"https://ror.org/02g50bf58","country_code":"US","type":"archive","lineage":["https://openalex.org/I4210125363"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Madlyn Larson","raw_affiliation_strings":["Natural History Museum of Utah, Salt Lake City, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Natural History Museum of Utah, Salt Lake City, USA","institution_ids":["https://openalex.org/I4210125363"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5067339659"],"corresponding_institution_ids":["https://openalex.org/I223532165"],"apc_list":null,"apc_paid":null,"fwci":0.9372,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.81262327,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"30","issue":"5","first_page":"821","last_page":"833"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.992900013923645,"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/T11122","display_name":"Online Learning and Analytics","score":0.992900013923645,"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/T11516","display_name":"Visual and Cognitive Learning Processes","score":0.9916999936103821,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9889000058174133,"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/computer-science","display_name":"Computer science","score":0.6039135456085205},{"id":"https://openalex.org/keywords/trace","display_name":"TRACE (psycholinguistics)","score":0.5835989713668823},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5624504089355469},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.47937753796577454},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.4241902232170105},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.4043760597705841},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39205971360206604},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.30330705642700195},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.239210844039917}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6039135456085205},{"id":"https://openalex.org/C75291252","wikidata":"https://www.wikidata.org/wiki/Q1315756","display_name":"TRACE (psycholinguistics)","level":2,"score":0.5835989713668823},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5624504089355469},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.47937753796577454},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.4241902232170105},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4043760597705841},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39205971360206604},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.30330705642700195},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.239210844039917},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10494820.2019.1689146","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2019.1689146","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":[{"id":"https://metadata.un.org/sdg/4","score":0.8500000238418579,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1539563080","https://openalex.org/W1958743217","https://openalex.org/W1990149316","https://openalex.org/W2007364504","https://openalex.org/W2008135734","https://openalex.org/W2023639956","https://openalex.org/W2045384015","https://openalex.org/W2072035149","https://openalex.org/W2072819533","https://openalex.org/W2075620773","https://openalex.org/W2086712185","https://openalex.org/W2089496214","https://openalex.org/W2108617939","https://openalex.org/W2111168684","https://openalex.org/W2115486496","https://openalex.org/W2124229821","https://openalex.org/W2155900818","https://openalex.org/W2322804696","https://openalex.org/W2345258228","https://openalex.org/W2398673404","https://openalex.org/W2481621308","https://openalex.org/W2618851150","https://openalex.org/W2743920490","https://openalex.org/W2751233568","https://openalex.org/W2886409168","https://openalex.org/W2978631110"],"related_works":["https://openalex.org/W3061763893","https://openalex.org/W2529601000","https://openalex.org/W3157139468","https://openalex.org/W3021163624","https://openalex.org/W123076107","https://openalex.org/W2819101378","https://openalex.org/W2911048623","https://openalex.org/W2481267635","https://openalex.org/W1898103075","https://openalex.org/W3114046518"],"abstract_inverted_index":{"This":[0],"study":[1,104],"mined":[2],"student":[3,77,112],"interactions":[4,30,93],"with":[5,31,94,116],"visual":[6,95],"representations":[7],"as":[8],"a":[9,17,133],"means":[10],"to":[11,50],"automate":[12],"assessment":[13],"of":[14,25,60,82,111,137],"learning":[15,20,41,143],"in":[16,35,92,102,120],"complex,":[18],"inquiry-based":[19,142],"environment.":[21],"Log":[22],"trace":[23],"data":[24],"143":[26],"middle":[27],"school":[28],"students\u2019":[29],"an":[32,55,64],"interactive":[33,48],"map":[34,49],"Research":[36],"Quest":[37],"(an":[38],"inquiry-based,":[39],"online":[40],"environment)":[42],"were":[43,129],"analyzed.":[44],"Students":[45],"used":[46],"the":[47,70,117,121,123],"make":[51],"scientific":[52],"observations":[53],"for":[54,73,105,126,140],"evidence-based":[56],"hypothesis.":[57],"The":[58],"examination":[59],"classification":[61],"error":[62,124],"using":[63,132],"artificial":[65],"neural":[66],"network,":[67],"compared":[68,101],"against":[69],"majority":[71],"class":[72],"prediction,":[74],"suggests":[75],"that":[76],"performance":[78],"on":[79,89],"several":[80],"metrics":[81],"critical":[83],"thinking":[84],"can":[85],"be":[86],"classified":[87],"based":[88],"different":[90],"patterns":[91],"representations.":[96],"Two":[97],"alternative":[98],"methods":[99],"are":[100,145],"this":[103],"training":[106],"and":[107],"evaluating":[108],"data-mined":[109],"models":[110],"performance.":[113],"In":[114],"accordance":[115],"general":[118],"consensus":[119],"literature,":[122],"estimates":[125],"models\u2019":[127],"predictions":[128],"less":[130],"variable":[131],"student-level":[134],"cross-validation.":[135],"Implications":[136],"these":[138],"findings":[139],"open-ended":[141],"environments":[144],"discussed.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}