{"id":"https://openalex.org/W1591974562","doi":null,"title":"Complex systems in education: conceptual principles, methodologies, and implications for research in the learning sciences","display_name":"Complex systems in education: conceptual principles, methodologies, and implications for research in the learning sciences","publication_year":2006,"publication_date":"2006-06-27","ids":{"openalex":"https://openalex.org/W1591974562","mag":"1591974562"},"language":"en","primary_location":{"id":"mag:1591974562","doi":null,"is_oa":false,"landing_page_url":"https://www.scholars.northwestern.edu/en/publications/complex-systems-in-education-conceptual-principles-methodologies-","pdf_url":null,"source":{"id":"https://openalex.org/S4306419081","display_name":"International Conference of Learning Sciences","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":"International Conference of Learning Sciences","raw_type":null},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":[],"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/A5019170629","display_name":"Michael J. Jacobson","orcid":"https://orcid.org/0000-0001-6521-9757","observed_orcids":["https://orcid.org/0000-0001-6521-9757"]},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Michael J. Jacobson","raw_affiliation_strings":["Nanyang Technological University (Singapore)"],"raw_orcid":"https://orcid.org/0000-0001-6521-9757","affiliations":[{"raw_affiliation_string":"Nanyang Technological University (Singapore)","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050932651","display_name":"Uri J. Wilensky","orcid":"https://orcid.org/0000-0001-9591-3109","observed_orcids":["https://orcid.org/0000-0001-9591-3109"]},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Uri Wilensky","raw_affiliation_strings":["Northwestern University****"],"raw_orcid":"https://orcid.org/0000-0001-9591-3109","affiliations":[{"raw_affiliation_string":"Northwestern University****","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029222386","display_name":"Robert L. Goldstone","orcid":"https://orcid.org/0000-0001-8357-8358","observed_orcids":["https://orcid.org/0000-0001-8357-8358","https://orcid.org/0009-0000-6238-4386"]},"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":"Robert L. Goldstone","raw_affiliation_strings":["\u2021Indiana University"],"raw_orcid":"https://orcid.org/0000-0001-8357-8358","affiliations":[{"raw_affiliation_string":"\u2021Indiana University","institution_ids":["https://openalex.org/I592451"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078074153","display_name":"David H. Landy","orcid":"https://orcid.org/0000-0003-2212-6379","observed_orcids":["https://orcid.org/0000-0003-2212-6379","https://orcid.org/0000-0002-4024-7679"]},"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":"David Landy","raw_affiliation_strings":["\u2021Indiana University"],"raw_orcid":"https://orcid.org/0000-0003-2212-6379","affiliations":[{"raw_affiliation_string":"\u2021Indiana University","institution_ids":["https://openalex.org/I592451"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001275633","display_name":"Ji Yun Son","orcid":"https://orcid.org/0000-0002-4258-4791","observed_orcids":["https://orcid.org/0000-0002-4258-4791"]},"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":"Ji Y. Son","raw_affiliation_strings":["\u2021Indiana University"],"raw_orcid":"https://orcid.org/0000-0002-4258-4791","affiliations":[{"raw_affiliation_string":"\u2021Indiana University","institution_ids":["https://openalex.org/I592451"]}]},{"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 Lesh","raw_affiliation_strings":["\u2021Indiana University"],"raw_orcid":"https://orcid.org/0000-0001-6116-2052","affiliations":[{"raw_affiliation_string":"\u2021Indiana University","institution_ids":["https://openalex.org/I592451"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067949412","display_name":"Cindy E. Hmelo\u2010Silver","orcid":"https://orcid.org/0000-0003-2275-5212","observed_orcids":["https://orcid.org/0000-0003-2275-5212"]},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cindy E. Hmelo\u2010Silver","raw_affiliation_strings":["Rutgers Unviersity#TAB#"],"raw_orcid":"https://orcid.org/0000-0003-2275-5212","affiliations":[{"raw_affiliation_string":"Rutgers Unviersity#TAB#","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019212451","display_name":"Roger Azevedo","orcid":"https://orcid.org/0000-0002-5018-6232","observed_orcids":["https://orcid.org/0000-0002-5018-6232"]},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roger Azevedo","raw_affiliation_strings":["University of Maryland"],"raw_orcid":"https://orcid.org/0000-0002-5018-6232","affiliations":[{"raw_affiliation_string":"University of Maryland","institution_ids":["https://openalex.org/I66946132"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.13823465,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1073","last_page":"1077"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12469","display_name":"Chaos, Complexity, and Education","score":0.923799991607666,"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/T12469","display_name":"Chaos, Complexity, and Education","score":0.923799991607666,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.014000000432133675,"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"}},{"id":"https://openalex.org/T11300","display_name":"Global Educational Policies and Reforms","score":0.00559999980032444,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"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/complex-systems","display_name":"complex systems","score":0.9279999732971191},{"id":"https://openalex.org/keywords/learning-sciences","display_name":"learning sciences","score":0.7149999737739563},{"id":"https://openalex.org/keywords/educational-research","display_name":"educational research","score":0.7950000166893005},{"id":"https://openalex.org/keywords/curriculum-development","display_name":"curriculum development","score":0.7519999742507935},{"id":"https://openalex.org/keywords/education-policy","display_name":"education policy","score":0.8880000114440918},{"id":"https://openalex.org/keywords/educational-reform","display_name":"educational reform","score":0.8309999704360962},{"id":"https://openalex.org/keywords/conceptual-principles","display_name":"conceptual principles","score":0.49399998784065247},{"id":"https://openalex.org/keywords/research-methodology","display_name":"research methodology","score":0.6940000057220459}],"concepts":[{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.6821072101593018},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.6176249980926514},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.5092333555221558},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.475053071975708},{"id":"https://openalex.org/C36727532","wikidata":"https://www.wikidata.org/wiki/Q861399","display_name":"Educational research","level":2,"score":0.47478407621383667},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4420246183872223},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.36707815527915955},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.32341787219047546},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.23511457443237305},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16324707865715027},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"mag:1591974562","doi":null,"is_oa":false,"landing_page_url":"https://www.scholars.northwestern.edu/en/publications/complex-systems-in-education-conceptual-principles-methodologies-","pdf_url":null,"source":{"id":"https://openalex.org/S4306419081","display_name":"International Conference of Learning Sciences","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":"International Conference of Learning Sciences","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.9235000014305115,"id":"https://metadata.un.org/sdg/4","display_name":"Quality education"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1990825586","https://openalex.org/W2012172658","https://openalex.org/W2014866671","https://openalex.org/W2036979803","https://openalex.org/W2065721903","https://openalex.org/W2067224045","https://openalex.org/W2093980251","https://openalex.org/W2117678092","https://openalex.org/W2119649150","https://openalex.org/W2122145490","https://openalex.org/W2161992389","https://openalex.org/W2405891457","https://openalex.org/W2753863788"],"related_works":["https://openalex.org/W2161992389","https://openalex.org/W7099882080","https://openalex.org/W2975693889","https://openalex.org/W7096202496","https://openalex.org/W2912446778","https://openalex.org/W6992596440","https://openalex.org/W2790898939","https://openalex.org/W1839708226","https://openalex.org/W2098416348","https://openalex.org/W2773354238"],"abstract_inverted_index":{"The":[0],"symposium":[1,50],"has":[2],"two":[3],"main":[4],"goals:":[5],"First,":[6],"it":[7,45],"would":[8],"allow":[9],"the":[10,13,28,57,67],"contributors":[11],"to":[12,23,38],"recent":[14],"JLS":[15],"special":[16],"issue":[17],"on":[18],"complex":[19,61],"systems":[20,62],"in":[21,31,66],"education":[22],"provide":[24,52],"an":[25],"overview":[26],"of":[27,42,60],"issues":[29],"raised":[30],"their":[32],"respective":[33],"papers":[34],"as":[35,37],"well":[36],"discuss":[39],"updated":[40],"research":[41,65],"relevance.":[43],"Second,":[44],"is":[46],"hoped":[47],"that":[48],"this":[49],"will":[51],"a":[53],"forum":[54],"for":[55,64,73],"discussing":[56],"potential":[58],"implications":[59],"perspectives":[63],"learning":[68],"sciences,":[69],"and":[70,78,81],"more":[71],"generally":[72],"educational":[74,79],"research,":[75],"curriculum":[76],"development,":[77],"policy":[80],"reform":[82],"initiatives.":[83]},"counts_by_year":[{"year":2015,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}