{"id":"https://openalex.org/W3203035807","doi":null,"title":"Early Prediction of Conceptual Understanding in Interactive Simulations","display_name":"Early Prediction of Conceptual Understanding in Interactive Simulations","publication_year":2021,"publication_date":"2021-06-01","ids":{"openalex":"https://openalex.org/W3203035807","mag":"3203035807"},"language":"en","primary_location":{"id":"pmh:oai:infoscience.epfl.ch:292510","doi":null,"is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/185993","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I5124864","host_organization_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","host_organization_lineage":["https://openalex.org/I5124864"],"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":null,"raw_type":"conference proceedings"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://infoscience.epfl.ch/handle/20.500.14299/185993","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014516996","display_name":"Jade Ma\u00ef Cock","orcid":"https://orcid.org/0000-0001-9103-0667","observed_orcids":["https://orcid.org/0000-0001-9103-0667"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jade Ma\u00ef Cock","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-9103-0667","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019764103","display_name":"Mirko Marras","orcid":"https://orcid.org/0000-0003-1989-6057","observed_orcids":["https://orcid.org/0000-0003-1989-6057"]},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Mirko Marras","raw_affiliation_strings":["\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-1989-6057","affiliations":[{"raw_affiliation_string":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045394543","display_name":"Christian Giang","orcid":"https://orcid.org/0000-0003-2034-9253","observed_orcids":["https://orcid.org/0000-0003-2034-9253"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Christian Giang","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-2034-9253","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5007940211","display_name":"Tanja K\u00e4ser","orcid":"https://orcid.org/0000-0003-0672-0415","observed_orcids":["https://orcid.org/0000-0003-0672-0415"]},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Tanja K\u00e4ser","raw_affiliation_strings":["\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-0672-0415","affiliations":[{"raw_affiliation_string":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7624,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.61933937,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"161","last_page":"171"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.7768999934196472,"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":0.7768999934196472,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.22110000252723694,"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/T10072","display_name":"Science Education and Pedagogy","score":0.0003000000142492354,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/interactive-simulation","display_name":"interactive simulation","score":0.8790000081062317},{"id":"https://openalex.org/keywords/clickstream-data","display_name":"clickstream data","score":0.7620000243186951},{"id":"https://openalex.org/keywords/adaptive-guidance","display_name":"adaptive guidance","score":0.9139999747276306},{"id":"https://openalex.org/keywords/physics-education","display_name":"physics education","score":0.7289999723434448},{"id":"https://openalex.org/keywords/latent-representations","display_name":"latent representations","score":0.753000020980835},{"id":"https://openalex.org/keywords/inquiry-based-learning","display_name":"inquiry-based learning","score":0.7549999952316284},{"id":"https://openalex.org/keywords/predictive-features","display_name":"predictive features","score":0.4959999918937683}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7581267356872559},{"id":"https://openalex.org/C138744977","wikidata":"https://www.wikidata.org/wiki/Q5132438","display_name":"Clickstream","level":5,"score":0.7516418695449829},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.727959156036377},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.608305037021637},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5509931445121765},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5302286744117737},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.43227213621139526},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4010624885559082},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3964154124259949},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3792106807231903},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.09287840127944946},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0901469886302948},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C130436687","wikidata":"https://www.wikidata.org/wiki/Q7978591","display_name":"Web modeling","level":3,"score":0.0},{"id":"https://openalex.org/C127613066","wikidata":"https://www.wikidata.org/wiki/Q557770","display_name":"Web API","level":4,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"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":3,"locations":[{"id":"pmh:oai:infoscience.epfl.ch:292510","doi":null,"is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/185993","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I5124864","host_organization_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","host_organization_lineage":["https://openalex.org/I5124864"],"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":null,"raw_type":"conference proceedings"},{"id":"pmh:oai:iris.unica.it:11584/322787","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/11584/322787","pdf_url":null,"source":{"id":"https://openalex.org/S4377196293","display_name":"UNICA IRIS Institutional Research Information System (University of Cagliari)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I172446870","host_organization_name":"University of Cagliari","host_organization_lineage":["https://openalex.org/I172446870"],"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":null,"raw_type":"info:eu-repo/semantics/conferencePaper"},{"id":"mag:3203035807","doi":null,"is_oa":false,"landing_page_url":"https://educationaldatamining.org/EDM2021/virtual/poster_paper203.html","pdf_url":null,"source":{"id":"https://openalex.org/S4306418235","display_name":"Educational Data Mining","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"Educational Data Mining","raw_type":null}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:292510","doi":null,"is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/185993","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I5124864","host_organization_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","host_organization_lineage":["https://openalex.org/I5124864"],"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":null,"raw_type":"conference proceedings"},"sustainable_development_goals":[{"score":0.9235000014305115,"id":"https://metadata.un.org/sdg/4","display_name":"Quality education"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W131038430","https://openalex.org/W1499677938","https://openalex.org/W1673560305","https://openalex.org/W1976637107","https://openalex.org/W2131571251","https://openalex.org/W2240884068","https://openalex.org/W2569549648","https://openalex.org/W2701566821","https://openalex.org/W2894371668","https://openalex.org/W2951520139","https://openalex.org/W2969916250","https://openalex.org/W3031407474","https://openalex.org/W3207704326"],"related_works":["https://openalex.org/W4283827801","https://openalex.org/W1972922282","https://openalex.org/W2569549648","https://openalex.org/W2564357231","https://openalex.org/W2337043809","https://openalex.org/W2800107135","https://openalex.org/W2074321583","https://openalex.org/W813765498","https://openalex.org/W4382567036","https://openalex.org/W219387488"],"abstract_inverted_index":{"Interactive":[0],"simulations":[1],"allow":[2],"students":[3,26,69,100,159,170],"to":[4,34,119,130,167],"independently":[5],"explore":[6],"scientific":[7],"phenomena":[8],"and":[9,27,86,141],"ideally":[10],"infer":[11],"the":[12,32,149,162],"underlying":[13],"principles":[14],"through":[15,77,114,121],"their":[16,122],"exploration.":[17,123],"Effectively":[18],"using":[19,101,137],"such":[20,55],"environments":[21,56],"is":[22,48,165],"challenging":[23],"for":[24,88,145],"many":[25],"therefore,":[28],"adaptive":[29],"guidance":[30],"has":[31,64],"potential":[33],"improve":[35],"student":[36],"learning.":[37],"Providing":[38],"effective":[39,52],"support":[40],"is,":[41],"however,":[42],"also":[43],"a":[44,115,127],"challenge":[45],"because":[46],"it":[47],"not":[49],"clear":[50],"how":[51],"inquiry":[53],"in":[54,61],"looks":[57],"like.":[58],"Previous":[59],"research":[60],"this":[62,81,107],"area":[63],"mostly":[65],"focused":[66],"on":[67,96,153],"grouping":[68],"with":[70],"similar":[71],"strategies":[72,76],"or":[73],"identifying":[74],"learning":[75],"sequence":[78],"mining.":[79],"In":[80],"paper,":[82],"we":[83,109,125],"investigate":[84],"features":[85],"models":[87],"an":[89,102],"early":[90,171],"prediction":[91],"of":[92,99,148],"conceptual":[93,112],"understanding":[94,113],"based":[95],"clickstream":[97,132],"data":[98,133,155],"interactive":[103],"Physics":[104],"simulation.":[105],"To":[106],"end,":[108],"measure":[110],"students\u2019":[111],"task":[116],"they":[117],"need":[118],"solve":[120],"Then,":[124],"propose":[126],"novel":[128],"pipeline":[129],"transform":[131],"into":[134],"predictive":[135],"features,":[136],"latent":[138],"feature":[139],"representations":[140],"interaction":[142,154],"frequency":[143],"vectors":[144],"different":[146],"components":[147],"environment.":[150],"Our":[151],"results":[152],"from":[156],"192":[157],"undergraduate":[158],"show":[160],"that":[161],"proposed":[163],"approach":[164],"able":[166],"detect":[168],"struggling":[169],"on.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2021-10-11T00:00:00"}
