{"id":"https://openalex.org/W2093489869","doi":"https://doi.org/10.1007/s11192-011-0432-8","title":"Does cumulative advantage affect collective learning in science? An agent-based simulation","display_name":"Does cumulative advantage affect collective learning in science? An agent-based simulation","publication_year":2011,"publication_date":"2011-06-20","ids":{"openalex":"https://openalex.org/W2093489869","doi":"https://doi.org/10.1007/s11192-011-0432-8","mag":"2093489869"},"language":"en","primary_location":{"id":"doi:10.1007/s11192-011-0432-8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11192-011-0432-8","pdf_url":null,"source":{"id":"https://openalex.org/S148561398","display_name":"Scientometrics","issn_l":"0138-9130","issn":["0138-9130","1588-2861"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320108","host_organization_name":"Springer Nature (Netherlands)","host_organization_lineage":["https://openalex.org/P4310320108","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature (Netherlands)","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientometrics","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/A5042630716","display_name":"Christopher Watts","orcid":"https://orcid.org/0000-0002-0861-9815"},"institutions":[{"id":"https://openalex.org/I28290843","display_name":"University of Surrey","ror":"https://ror.org/00ks66431","country_code":"GB","type":"education","lineage":["https://openalex.org/I28290843"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Christopher Watts","raw_affiliation_strings":["Department of Sociology, Centre for Research in Social Simulation, University of Surrey, Guildford, Surrey, GU2 7XH, UK","Department of Sociology, Centre for Research in Social Simulation, University of Surrey, Guildford, UK GU2 7XH#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Sociology, Centre for Research in Social Simulation, University of Surrey, Guildford, Surrey, GU2 7XH, UK","institution_ids":["https://openalex.org/I28290843"]},{"raw_affiliation_string":"Department of Sociology, Centre for Research in Social Simulation, University of Surrey, Guildford, UK GU2 7XH#TAB#","institution_ids":["https://openalex.org/I28290843"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034337536","display_name":"Nigel Gilbert","orcid":"https://orcid.org/0000-0002-5937-2410"},"institutions":[{"id":"https://openalex.org/I28290843","display_name":"University of Surrey","ror":"https://ror.org/00ks66431","country_code":"GB","type":"education","lineage":["https://openalex.org/I28290843"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nigel Gilbert","raw_affiliation_strings":["Department of Sociology, Centre for Research in Social Simulation, University of Surrey, Guildford, Surrey, GU2 7XH, UK","Department of Sociology, Centre for Research in Social Simulation, University of Surrey, Guildford, UK GU2 7XH#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Sociology, Centre for Research in Social Simulation, University of Surrey, Guildford, Surrey, GU2 7XH, UK","institution_ids":["https://openalex.org/I28290843"]},{"raw_affiliation_string":"Department of Sociology, Centre for Research in Social Simulation, University of Surrey, Guildford, UK GU2 7XH#TAB#","institution_ids":["https://openalex.org/I28290843"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5042630716"],"corresponding_institution_ids":["https://openalex.org/I28290843"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":null,"fwci":9.359,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.97496631,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"89","issue":"1","first_page":"437","last_page":"463"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11252","display_name":"Evolutionary Game Theory and Cooperation","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/computer-science","display_name":"Computer science","score":0.70494544506073},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.6665596961975098},{"id":"https://openalex.org/keywords/scientometrics","display_name":"Scientometrics","score":0.6173272132873535},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.5882725119590759},{"id":"https://openalex.org/keywords/citation","display_name":"Citation","score":0.4843777120113373},{"id":"https://openalex.org/keywords/analogy","display_name":"Analogy","score":0.459716796875},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.43755921721458435},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.40317532420158386},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3407825231552124},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27260491251945496},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.12655135989189148},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12224560976028442}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.70494544506073},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.6665596961975098},{"id":"https://openalex.org/C525823164","wikidata":"https://www.wikidata.org/wiki/Q472342","display_name":"Scientometrics","level":2,"score":0.6173272132873535},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.5882725119590759},{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.4843777120113373},{"id":"https://openalex.org/C521332185","wikidata":"https://www.wikidata.org/wiki/Q185816","display_name":"Analogy","level":2,"score":0.459716796875},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.43755921721458435},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.40317532420158386},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3407825231552124},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27260491251945496},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.12655135989189148},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12224560976028442},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"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/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1007/s11192-011-0432-8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11192-011-0432-8","pdf_url":null,"source":{"id":"https://openalex.org/S148561398","display_name":"Scientometrics","issn_l":"0138-9130","issn":["0138-9130","1588-2861"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320108","host_organization_name":"Springer Nature (Netherlands)","host_organization_lineage":["https://openalex.org/P4310320108","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature (Netherlands)","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientometrics","raw_type":"journal-article"},{"id":"pmh:oai:alma.44SUR_INST:11139367920002346","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4210197018","display_name":"View","issn_l":"2688-268X","issn":["2688-268X","2688-3988"],"is_oa":false,"is_in_doaj":true,"is_core":true,"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":"","raw_type":""},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.689.7592","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.689.7592","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://epubs.surrey.ac.uk/7696/2/Watts+-+Cumulative+advantage+and+collective+learning_Last.pdf","raw_type":"text"},{"id":"pmh:oai:RePEc:spr:scient:v:89:y:2011:i:1:d:10.1007_s11192-011-0432-8","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s11192-011-0432-8","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:epubs.surrey.ac.uk:5472","is_oa":false,"landing_page_url":"http://epubs.surrey.ac.uk/5472/1/Watts_-_Cumulative_advantage_and_collective_learning_Last.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400680","display_name":"Surrey Research Insight Open Access (The University of Surrey)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28290843","host_organization_name":"University of Surrey","host_organization_lineage":["https://openalex.org/I28290843"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:epubs.surrey.ac.uk:7696","is_oa":false,"landing_page_url":"http://epubs.surrey.ac.uk/7696/2/Watts%20-%20Cumulative%20advantage%20and%20collective%20learning_Last.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400680","display_name":"Surrey Research Insight Open Access (The University of Surrey)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28290843","host_organization_name":"University of Surrey","host_organization_lineage":["https://openalex.org/I28290843"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G444851707","display_name":null,"funder_award_id":"ES/F032161/1","funder_id":"https://openalex.org/F4320334630","funder_display_name":"Economic and Social Research Council"}],"funders":[{"id":"https://openalex.org/F4320334630","display_name":"Economic and Social Research Council","ror":"https://ror.org/03n0ht308"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":96,"referenced_works":["https://openalex.org/W77961897","https://openalex.org/W158727920","https://openalex.org/W284513564","https://openalex.org/W799729901","https://openalex.org/W942274081","https://openalex.org/W1485218800","https://openalex.org/W1501219137","https://openalex.org/W1530715683","https://openalex.org/W1546171873","https://openalex.org/W1566045513","https://openalex.org/W1644964050","https://openalex.org/W1671906456","https://openalex.org/W1870349704","https://openalex.org/W1974067224","https://openalex.org/W1978279665","https://openalex.org/W1981600799","https://openalex.org/W1983177382","https://openalex.org/W1986904066","https://openalex.org/W2008620264","https://openalex.org/W2014490816","https://openalex.org/W2015226907","https://openalex.org/W2023754051","https://openalex.org/W2024060531","https://openalex.org/W2025572017","https://openalex.org/W2025861260","https://openalex.org/W2028436159","https://openalex.org/W2031055067","https://openalex.org/W2036671379","https://openalex.org/W2037270829","https://openalex.org/W2041656516","https://openalex.org/W2041710630","https://openalex.org/W2045956893","https://openalex.org/W2047863574","https://openalex.org/W2050774323","https://openalex.org/W2062021443","https://openalex.org/W2064568176","https://openalex.org/W2070649469","https://openalex.org/W2080128271","https://openalex.org/W2080450835","https://openalex.org/W2088209891","https://openalex.org/W2090937473","https://openalex.org/W2097050150","https://openalex.org/W2097141357","https://openalex.org/W2097571405","https://openalex.org/W2099615803","https://openalex.org/W2100620806","https://openalex.org/W2102360367","https://openalex.org/W2104670598","https://openalex.org/W2108020239","https://openalex.org/W2112090702","https://openalex.org/W2113096089","https://openalex.org/W2125315567","https://openalex.org/W2126842520","https://openalex.org/W2130354913","https://openalex.org/W2148606196","https://openalex.org/W2151554678","https://openalex.org/W2152040517","https://openalex.org/W2154063369","https://openalex.org/W2156106639","https://openalex.org/W2164284962","https://openalex.org/W2169245194","https://openalex.org/W2170156025","https://openalex.org/W2273662356","https://openalex.org/W2328418989","https://openalex.org/W2398780479","https://openalex.org/W2463095032","https://openalex.org/W2483014731","https://openalex.org/W2642534790","https://openalex.org/W2798568231","https://openalex.org/W2939815973","https://openalex.org/W4214502461","https://openalex.org/W4230073927","https://openalex.org/W4230526081","https://openalex.org/W4234482624","https://openalex.org/W4246598646","https://openalex.org/W4250843460","https://openalex.org/W4292887282","https://openalex.org/W4299402983","https://openalex.org/W4300497772","https://openalex.org/W4301513762","https://openalex.org/W4301958211","https://openalex.org/W4388150685","https://openalex.org/W4388252848","https://openalex.org/W4388299828","https://openalex.org/W4388400451","https://openalex.org/W6603213155","https://openalex.org/W6622873859","https://openalex.org/W6657842109","https://openalex.org/W6662943264","https://openalex.org/W6675388759","https://openalex.org/W6675430614","https://openalex.org/W6682721092","https://openalex.org/W6750546064","https://openalex.org/W6794420258","https://openalex.org/W6987047345","https://openalex.org/W7073654589"],"related_works":["https://openalex.org/W2392206215","https://openalex.org/W3177062893","https://openalex.org/W3125143773","https://openalex.org/W2007032764","https://openalex.org/W803550684","https://openalex.org/W2483226803","https://openalex.org/W4352977312","https://openalex.org/W1536056491","https://openalex.org/W2041180560","https://openalex.org/W2086328289"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":2}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}