{"id":"https://openalex.org/W2137793787","doi":"https://doi.org/10.1002/jee.20004","title":"Modeling in Engineering: The Role of Representational Fluency in Students' Conceptual Understanding","display_name":"Modeling in Engineering: The Role of Representational Fluency in Students' Conceptual Understanding","publication_year":2013,"publication_date":"2013-01-01","ids":{"openalex":"https://openalex.org/W2137793787","doi":"https://doi.org/10.1002/jee.20004","mag":"2137793787"},"language":"en","primary_location":{"id":"doi:10.1002/jee.20004","doi":"https://doi.org/10.1002/jee.20004","is_oa":false,"landing_page_url":"https://doi.org/10.1002/jee.20004","pdf_url":null,"source":{"id":"https://openalex.org/S73400788","display_name":"Journal of Engineering Education","issn_l":"1069-4730","issn":["1069-4730","1524-4873","2168-9830"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","jufo-2","norway-1","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Engineering Education","raw_type":"journal-article"},"volume":null,"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/A5069915233","display_name":"Tamara Moore","orcid":"https://orcid.org/0000-0002-7956-4479","observed_orcids":["https://orcid.org/0000-0002-7956-4479"]},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tamara J. Moore","raw_affiliation_strings":["University of Minnesota, Las Vegas"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Minnesota, Las Vegas","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106134588","display_name":"Ronald L. Miller","orcid":"https://orcid.org/0000-0003-2122-0443","observed_orcids":["https://orcid.org/0000-0003-2122-0443"]},"institutions":[{"id":"https://openalex.org/I167576493","display_name":"Colorado School of Mines","ror":"https://ror.org/04raf6v53","country_code":"US","type":"education","lineage":["https://openalex.org/I167576493"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ronald L. Miller","raw_affiliation_strings":["Colorado School of Mines Las Vegas"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Colorado School of Mines Las Vegas","institution_ids":["https://openalex.org/I167576493"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002975820","display_name":"Richard Lesh","orcid":"https://orcid.org/0000-0001-6116-2052","observed_orcids":["https://orcid.org/0000-0001-6116-2052"]},"institutions":[{"id":"https://openalex.org/I592451","display_name":"Indiana University","ror":"https://ror.org/01kg8sb98","country_code":"US","type":"education","lineage":["https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Richard A. Lesh","raw_affiliation_strings":["Indiana University, Las Vegas"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indiana University, Las Vegas","institution_ids":["https://openalex.org/I592451"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037023729","display_name":"Micah S. Stohlmann","orcid":"https://orcid.org/0000-0002-0543-7020","observed_orcids":["https://orcid.org/0000-0002-0543-7020"]},"institutions":[{"id":"https://openalex.org/I133999245","display_name":"University of Nevada, Las Vegas","ror":"https://ror.org/0406gha72","country_code":"US","type":"education","lineage":["https://openalex.org/I133999245"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Micah S. Stohlmann","raw_affiliation_strings":["University of Nevada, Las Vegas"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Nevada, Las Vegas","institution_ids":["https://openalex.org/I133999245"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085283934","display_name":"Young Rae Kim","orcid":"https://orcid.org/0000-0001-9518-0021","observed_orcids":["https://orcid.org/0000-0001-9518-0021"]},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Young Rae Kim","raw_affiliation_strings":["University of Minnesota, Las Vegas"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Minnesota, Las Vegas","institution_ids":["https://openalex.org/I130238516"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":3710,"currency":"USD","value_usd":3710},"apc_paid":null,"fwci":49.7868,"has_fulltext":false,"cited_by_count":178,"citation_normalized_percentile":{"value":0.99798175,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"102","issue":"1","first_page":"141","last_page":"178"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10072","display_name":"Science Education and Pedagogy","score":0.490200012922287,"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":0.490200012922287,"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/T13682","display_name":"Engineering Education and Pedagogy","score":0.2870999872684479,"subfield":{"id":"https://openalex.org/subfields/2216","display_name":"Architecture"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10672","display_name":"Design Education and Practice","score":0.0934000015258789,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/representational-fluency","display_name":"representational fluency","score":0.9390000104904175},{"id":"https://openalex.org/keywords/engineering-modeling","display_name":"engineering modeling","score":0.6819999814033508},{"id":"https://openalex.org/keywords/multiple-representations","display_name":"multiple representations","score":0.7099999785423279},{"id":"https://openalex.org/keywords/conceptual-understanding","display_name":"conceptual understanding","score":0.6909999847412109},{"id":"https://openalex.org/keywords/heat-transfer","display_name":"heat transfer","score":0.949999988079071},{"id":"https://openalex.org/keywords/representation-translation","display_name":"representation translation","score":0.7289999723434448},{"id":"https://openalex.org/keywords/model-building","display_name":"model development","score":0.5509999990463257},{"id":"https://openalex.org/keywords/undergraduate-engineering-students","display_name":"undergraduate engineering students","score":0.7770000100135803},{"id":"https://openalex.org/keywords/interface-temperature","display_name":"interface temperature","score":0.6010000109672546},{"id":"https://openalex.org/keywords/thermal-sensation","display_name":"thermal sensation","score":0.5320000052452087},{"id":"https://openalex.org/keywords/student-teams","display_name":"student teams","score":0.44600000977516174}],"concepts":[{"id":"https://openalex.org/C2777413886","wikidata":"https://www.wikidata.org/wiki/Q3276013","display_name":"Fluency","level":2,"score":0.9110966324806213},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.7307554483413696},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6104908585548401},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.560705840587616},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.42756569385528564},{"id":"https://openalex.org/C13606891","wikidata":"https://www.wikidata.org/wiki/Q2623243","display_name":"Conceptual model","level":2,"score":0.42378517985343933},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4013475179672241},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3827367424964905},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3617132306098938},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.3416597247123718},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.179592102766037},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1344907283782959},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1002/jee.20004","doi":"https://doi.org/10.1002/jee.20004","is_oa":false,"landing_page_url":"https://doi.org/10.1002/jee.20004","pdf_url":null,"source":{"id":"https://openalex.org/S73400788","display_name":"Journal of Engineering Education","issn_l":"1069-4730","issn":["1069-4730","1524-4873","2168-9830"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","jufo-2","norway-1","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Engineering Education","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8278999924659729,"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":57,"referenced_works":["https://openalex.org/W2773100","https://openalex.org/W30814344","https://openalex.org/W42277282","https://openalex.org/W68114456","https://openalex.org/W79229537","https://openalex.org/W160324023","https://openalex.org/W633763330","https://openalex.org/W1508359619","https://openalex.org/W1513872382","https://openalex.org/W1523926887","https://openalex.org/W1524047387","https://openalex.org/W1589482818","https://openalex.org/W1734272570","https://openalex.org/W1761828760","https://openalex.org/W1965900399","https://openalex.org/W1978186735","https://openalex.org/W1982530426","https://openalex.org/W1984783874","https://openalex.org/W1985742226","https://openalex.org/W1992888463","https://openalex.org/W2001964770","https://openalex.org/W2014167123","https://openalex.org/W2020089783","https://openalex.org/W2021343388","https://openalex.org/W2021365718","https://openalex.org/W2024746708","https://openalex.org/W2027525087","https://openalex.org/W2038739163","https://openalex.org/W2039831248","https://openalex.org/W2048369817","https://openalex.org/W2056080122","https://openalex.org/W2062261066","https://openalex.org/W2065555069","https://openalex.org/W2074801235","https://openalex.org/W2084342166","https://openalex.org/W2090976204","https://openalex.org/W2091227467","https://openalex.org/W2108575111","https://openalex.org/W2125237706","https://openalex.org/W2126556737","https://openalex.org/W2134965575","https://openalex.org/W2138079882","https://openalex.org/W2140369176","https://openalex.org/W2151678725","https://openalex.org/W2183136486","https://openalex.org/W2186487549","https://openalex.org/W2994501126","https://openalex.org/W3022607203","https://openalex.org/W3035282744","https://openalex.org/W3095276682","https://openalex.org/W3170775390","https://openalex.org/W3196493418","https://openalex.org/W4211148143","https://openalex.org/W4231042348","https://openalex.org/W4242402237","https://openalex.org/W4248947062","https://openalex.org/W4254039415"],"related_works":["https://openalex.org/W4401312173","https://openalex.org/W4406619908","https://openalex.org/W7101120254","https://openalex.org/W2597233630","https://openalex.org/W3047325958","https://openalex.org/W2017840325","https://openalex.org/W2613043640","https://openalex.org/W2085025833","https://openalex.org/W1557005502","https://openalex.org/W7097678404"],"abstract_inverted_index":{"Abstract":[0],"Background":[1],"Modeling":[2],"abilities":[3],"play":[4,74],"an":[5],"important":[6],"role":[7,68],"in":[8,75,99,106,231,235],"engineering.":[9],"The":[10,111,161],"creation":[11],"and":[12,22,39,52,58,71,127,172,176,194,214,240,247],"use":[13,30],"of":[14,20,33,93,113,139,152,182,187,198,220,228],"representations":[15,34,70,171,189],"is":[16],"a":[17,31,79,100,107,120,136,140,144,185,218,236],"central":[18],"aspect":[19],"modeling,":[21],"students":[23,98,234],"who":[24],"are":[25],"learning":[26],"to":[27,35,55,84,118,122,201,245],"model":[28,45,121,168],"often":[29,47,192],"variety":[32,186,219],"express,":[36],"test,":[37],"revise,":[38],"communicate":[40],"their":[41,167],"own":[42],"thinking.":[43],"Consequently,":[44],"development":[46,205],"depends":[48],"on":[49],"representational":[50,61,72,208,229,242],"fluency":[51,73,209,230,243],"the":[53,67,114,124,128,199,226],"ability":[54],"translate":[56],"between":[57],"within":[59,175],"different":[60],"forms.":[62],"Purpose":[63],"This":[64,88,223],"study":[65,89,224],"investigates":[66],"that":[69],"conceptual":[76,246],"understanding":[77,227],"during":[78],"complex":[80,108],"modeling":[81,109],"task":[82,112],"related":[83],"heat":[85,102,237],"transfer.":[86],"Design/Method":[87],"involved":[90,195,206],"16":[91],"teams":[92,116,164],"3":[94],"or":[95],"4":[96],"college":[97],"first\u2010semester":[101],"transfer":[103,238],"course":[104],"participating":[105],"task.":[110],"student":[115,153],"was":[117],"develop":[119],"predict":[123],"interface":[125],"temperature":[126],"sensation":[129],"felt":[130],"by":[131],"human":[132],"skin":[133],"when":[134],"touching":[135],"utensil":[137],"made":[138],"given":[141,145],"material":[142],"at":[143],"temperature.":[146],"Data":[147],"sources":[148],"included":[149],"audio":[150],"recordings":[151],"teams,":[154],"as":[155,157,210,212],"well":[156,211],"student\u2010generated":[158],"artifacts.":[159],"Results":[160],"results":[162],"show":[163],"thinking":[165,183],"about":[166],"through":[169,173],"multiple":[170],"translations":[174],"among":[177],"representations.":[178],"Students'":[179],"early":[180],"ways":[181],"used":[184],"interacting":[188,215],"but":[190],"were":[191],"unstable":[193],"incomplete":[196],"notions":[197],"system":[200],"be":[202],"modeled.":[203],"Model":[204],"increasing":[207],"parallel":[213],"progress":[216],"along":[217],"dimensions.":[221],"Conclusions":[222],"furthers":[225],"undergraduate":[232],"engineering":[233],"setting":[239],"how":[241],"contributes":[244],"application":[248],"understanding.":[249]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":24},{"year":2019,"cited_by_count":49},{"year":2018,"cited_by_count":13},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":15},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":7},{"year":2013,"cited_by_count":5}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2016-06-24T00:00:00"}