{"id":"https://openalex.org/W1985490152","doi":"https://doi.org/10.1080/09500693.2013.792971","title":"Learning from Chemical Visualizations: Comparing generation and selection","display_name":"Learning from Chemical Visualizations: Comparing generation and selection","publication_year":2013,"publication_date":"2013-06-18","ids":{"openalex":"https://openalex.org/W1985490152","doi":"https://doi.org/10.1080/09500693.2013.792971","mag":"1985490152"},"language":"en","primary_location":{"id":"doi:10.1080/09500693.2013.792971","doi":"https://doi.org/10.1080/09500693.2013.792971","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09500693.2013.792971","pdf_url":null,"source":{"id":"https://openalex.org/S54332258","display_name":"International Journal of Science Education","issn_l":"0950-0693","issn":["0950-0693","1464-5289"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","erih-plus","jufo-3","ki-jl-1","norway-2","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Science Education","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5046366053","display_name":"Zhihui Helen Zhang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Zhihui Helen Zhang","raw_affiliation_strings":["School of Education, University of California, Berkeley, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Education, University of California, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086692496","display_name":"Marcia C. Linn","orcid":"https://orcid.org/0000-0003-2257-9474","observed_orcids":["https://orcid.org/0000-0003-2257-9474"]},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marcia C. Linn","raw_affiliation_strings":["School of Education, University of California, Berkeley, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Education, University of California, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5046366053"],"corresponding_institution_ids":["https://openalex.org/I95457486"],"apc_list":null,"apc_paid":null,"fwci":21.1818,"has_fulltext":false,"cited_by_count":47,"citation_normalized_percentile":{"value":0.99063041,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":"35","issue":"13","first_page":"2174","last_page":"2197"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10072","display_name":"Science Education and Pedagogy","score":0.5863999724388123,"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":0.5863999724388123,"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/T11516","display_name":"Visual and Cognitive Learning Processes","score":0.4081999957561493,"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":0.0007999999797903001,"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/chemical-visualization","display_name":"chemical visualization","score":0.7860000133514404},{"id":"https://openalex.org/keywords/dynamic-visualization","display_name":"dynamic visualization","score":0.7360000014305115},{"id":"https://openalex.org/keywords/hydrogen-combustion","display_name":"hydrogen combustion","score":0.609000027179718},{"id":"https://openalex.org/keywords/chemical-reactions","display_name":"chemical reactions","score":0.8830000162124634},{"id":"https://openalex.org/keywords/online-inquiry","display_name":"online inquiry","score":0.5569999814033508},{"id":"https://openalex.org/keywords/prior-knowledge","display_name":"prior knowledge","score":0.5799999833106995},{"id":"https://openalex.org/keywords/student-understanding","display_name":"student understanding","score":0.39800000190734863}],"concepts":[{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5520544052124023},{"id":"https://openalex.org/C44877443","wikidata":"https://www.wikidata.org/wiki/Q2485457","display_name":"Science education","level":2,"score":0.4839785099029541},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4652830958366394},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.45030438899993896},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3463229835033417},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32408249378204346},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19954323768615723}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/09500693.2013.792971","doi":"https://doi.org/10.1080/09500693.2013.792971","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09500693.2013.792971","pdf_url":null,"source":{"id":"https://openalex.org/S54332258","display_name":"International Journal of Science Education","issn_l":"0950-0693","issn":["0950-0693","1464-5289"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","erih-plus","jufo-3","ki-jl-1","norway-2","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Science Education","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.8278999924659729}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W2263436","https://openalex.org/W600881208","https://openalex.org/W1112772565","https://openalex.org/W1498662626","https://openalex.org/W1572711031","https://openalex.org/W1593615710","https://openalex.org/W1777119744","https://openalex.org/W1971991176","https://openalex.org/W1980544961","https://openalex.org/W1982613500","https://openalex.org/W2001564915","https://openalex.org/W2009816677","https://openalex.org/W2015662363","https://openalex.org/W2015916931","https://openalex.org/W2017191825","https://openalex.org/W2018143788","https://openalex.org/W2029885956","https://openalex.org/W2041271369","https://openalex.org/W2044584285","https://openalex.org/W2045219564","https://openalex.org/W2067371067","https://openalex.org/W2087622072","https://openalex.org/W2102052974","https://openalex.org/W2108075477","https://openalex.org/W2108906160","https://openalex.org/W2109939300","https://openalex.org/W2113783426","https://openalex.org/W2126153334","https://openalex.org/W2142660549","https://openalex.org/W2142732095","https://openalex.org/W2146630612","https://openalex.org/W2149597767","https://openalex.org/W2152799211","https://openalex.org/W2161395717","https://openalex.org/W2167361454","https://openalex.org/W2170518342","https://openalex.org/W2170956719","https://openalex.org/W2198628167","https://openalex.org/W2256963158","https://openalex.org/W2769416443","https://openalex.org/W3033374903","https://openalex.org/W4231072797","https://openalex.org/W4237586325","https://openalex.org/W4243922916"],"related_works":["https://openalex.org/W2403152424","https://openalex.org/W2142660549","https://openalex.org/W178111314","https://openalex.org/W1983559320","https://openalex.org/W1852515838","https://openalex.org/W79154872","https://openalex.org/W234011361","https://openalex.org/W2574342353","https://openalex.org/W7213416646","https://openalex.org/W7101215438"],"abstract_inverted_index":{"Dynamic":[0],"visualizations":[1,213],"can":[2],"make":[3],"unseen":[4],"phenomena":[5],"such":[6],"as":[7,45,106,108,144,146],"chemical":[8,36],"reactions":[9,37],"visible":[10],"but":[11],"students":[12,33,64,96,154,191,209],"need":[13],"guidance":[14],"to":[15,31,34,68,80],"benefit":[16,215],"from":[17,38,115,120,185,211,216],"them.":[18],"This":[19],"study":[20,100],"explores":[21],"the":[22,90,121,156,170,186,205],"value":[23,91],"of":[24,42,47,92,219],"generating":[25],"drawings":[26],"versus":[27],"selecting":[28,73],"among":[29,66,74,82,174,183],"alternatives":[30,76],"guide":[32],"learn":[35,69],"a":[39,217],"dynamic":[40],"visualization":[41,157],"hydrogen":[43],"combustion":[44],"part":[46],"an":[48],"online":[49],"inquiry":[50],"unit.":[51],"In":[52,148,188],"prior":[53,113,194],"research,":[54],"generation":[55,139,150,197],"has":[56],"been":[57],"more":[58,179],"successful":[59,145],"than":[60,138,181],"selection":[61,93,103,117,134,142,153,200,221],"in":[62,112,164],"helping":[63,95],"distinguish":[65,81,97],"ideas":[67,83,110,177],"complex":[70,102,141,152,199,212,220],"topics.":[71],"However,":[72],"perplexing":[75],"may":[77],"motivate":[78],"learners":[79],"they":[84],"might":[85],"otherwise":[86],"neglect.":[87],"To":[88],"test":[89],"for":[94,190],"ideas,":[98],"this":[99],"contrasted":[101],"(involving":[104,118],"normative":[105],"well":[107],"non-normative":[109,176],"identified":[111],"research)":[114],"typical":[116,133,165],"images":[119,184],"visualization).":[122],"Results":[123],"showed":[124],"that":[125,132,172,208],"all":[126],"conditions":[127],"improved":[128],"student":[129],"understanding":[130],"and":[131,151,198,222],"was":[135,143,162],"less":[136],"effective":[137],"while":[140,158],"generation.":[147,223],"both":[149,196],"revisited":[155],"learning,":[159],"whereas":[160],"revisiting":[161],"rare":[163],"selection.":[166],"These":[167],"results":[168,206],"support":[169],"idea":[171],"distinguishing":[173,182],"common":[175],"is":[178],"valuable":[180],"visualization.":[187],"addition,":[189],"with":[192],"low":[193],"knowledge,":[195],"had":[201],"some":[202],"advantages.":[203],"Overall,":[204],"suggest":[207],"learning":[210],"could":[214],"combination":[218]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":6},{"year":2015,"cited_by_count":6},{"year":2014,"cited_by_count":3}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2016-06-24T00:00:00"}
