{"id":"https://openalex.org/W3082998951","doi":"https://doi.org/10.1371/journal.pone.0237978","title":"Impact of network structure on collective learning: An experimental study in a data science competition","display_name":"Impact of network structure on collective learning: An experimental study in a data science competition","publication_year":2020,"publication_date":"2020-09-04","ids":{"openalex":"https://openalex.org/W3082998951","doi":"https://doi.org/10.1371/journal.pone.0237978","mag":"3082998951","pmid":"https://pubmed.ncbi.nlm.nih.gov/32886685","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/7473554"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pone.0237978","doi":"https://doi.org/10.1371/journal.pone.0237978","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pone.0237978","pdf_url":"https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0237978&type=printable","source":{"id":"https://openalex.org/S202381698","display_name":"PLoS ONE","issn_l":"1932-6203","issn":["1932-6203"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","erih-plus","jufo-1","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS ONE","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0237978&type=printable","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029285647","display_name":"Devon Brackbill","orcid":"https://orcid.org/0000-0002-5729-5976","observed_orcids":["https://orcid.org/0000-0002-5729-5976"]},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Devon Brackbill","raw_affiliation_strings":["Annenberg School for Communication, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-5729-5976","affiliations":[{"raw_affiliation_string":"Annenberg School for Communication, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068310504","display_name":"Damon M. Centola","orcid":"https://orcid.org/0000-0002-8084-2333","observed_orcids":["https://orcid.org/0000-0002-8084-2333"]},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Damon Centola","raw_affiliation_strings":["Annenberg School for Communication, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America","School of Engineering, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Annenberg School for Communication, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I79576946"]},{"raw_affiliation_string":"School of Engineering, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I79576946"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5068310504"],"corresponding_institution_ids":["https://openalex.org/I79576946"],"apc_list":{"value":1695,"currency":"USD","value_usd":1695},"apc_paid":{"value":1695,"currency":"USD","value_usd":1695},"fwci":1.912,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.86307108,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":"15","issue":"9","first_page":"e0237978","last_page":"e0237978"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10970","display_name":"Team Dynamics and Performance","score":0.6592000126838684,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10970","display_name":"Team Dynamics and Performance","score":0.6592000126838684,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T10064","display_name":"Complex Network Analysis Techniques","score":0.1136000007390976,"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/T12028","display_name":"Knowledge Management and Sharing","score":0.04280000180006027,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"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/collective-learning","display_name":"collective learning","score":0.8870000243186951},{"id":"https://openalex.org/keywords/communication-network-structure","display_name":"communication network structure","score":0.7139999866485596},{"id":"https://openalex.org/keywords/information-transmission-efficiency","display_name":"information transmission efficiency","score":0.777999997138977},{"id":"https://openalex.org/keywords/distributed-problem-solving","display_name":"distributed problem solving","score":0.5210000276565552},{"id":"https://openalex.org/keywords/data-science-competition","display_name":"data science competition","score":0.9390000104904175},{"id":"https://openalex.org/keywords/greedy-search","display_name":"greedy search","score":0.48500001430511475},{"id":"https://openalex.org/keywords/organizational-design","display_name":"organizational design","score":0.5899999737739563}],"concepts":[{"id":"https://openalex.org/C91306197","wikidata":"https://www.wikidata.org/wiki/Q45767","display_name":"Competition (biology)","level":2,"score":0.6586501598358154},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5641153454780579},{"id":"https://openalex.org/C2781311116","wikidata":"https://www.wikidata.org/wiki/Q83306","display_name":"Group (periodic table)","level":2,"score":0.5026540756225586},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4873860478401184},{"id":"https://openalex.org/C137753397","wikidata":"https://www.wikidata.org/wiki/Q2434424","display_name":"Network science","level":3,"score":0.46600016951560974},{"id":"https://openalex.org/C192126672","wikidata":"https://www.wikidata.org/wiki/Q1068715","display_name":"Telecommunications network","level":2,"score":0.4575973153114319},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.43602603673934937},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.4174045920372009},{"id":"https://openalex.org/C34947359","wikidata":"https://www.wikidata.org/wiki/Q665189","display_name":"Complex network","level":2,"score":0.39731231331825256},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.37671539187431335},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3716467022895813},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.11261448264122009},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1003885567188263},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","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}],"mesh":[{"descriptor_ui":"D000077488","descriptor_name":"Data Science","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003142","descriptor_name":"Communication","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003163","descriptor_name":"Competitive Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003299","descriptor_name":"Cooperative Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060756","descriptor_name":"Social Networking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1371/journal.pone.0237978","doi":"https://doi.org/10.1371/journal.pone.0237978","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pone.0237978","pdf_url":"https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0237978&type=printable","source":{"id":"https://openalex.org/S202381698","display_name":"PLoS ONE","issn_l":"1932-6203","issn":["1932-6203"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","erih-plus","jufo-1","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS ONE","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7473554","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7473554","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLoS One","raw_type":"Text"},{"id":"pmid:32886685","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32886685","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PloS one","raw_type":"Journal Article"},{"id":"pmh:oai:RePEc:plo:pone00:0237978","doi":null,"is_oa":false,"landing_page_url":"https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0237978","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,"listed_in":[],"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:doaj.org/article:9ff71646f04741ad97138d09503551f5","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/9ff71646f04741ad97138d09503551f5","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PLoS ONE, Vol 15, Iss 9, p e0237978 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1371/journal.pone.0237978","doi":"https://doi.org/10.1371/journal.pone.0237978","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pone.0237978","pdf_url":"https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0237978&type=printable","source":{"id":"https://openalex.org/S202381698","display_name":"PLoS ONE","issn_l":"1932-6203","issn":["1932-6203"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","erih-plus","jufo-1","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS ONE","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G7828368617","display_name":null,"funder_award_id":"1519026","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"},{"id":"https://openalex.org/G8174269400","display_name":"Doctoral Dissertation Research: Designing Collaboration Networks to Optimize Collective Problem Solving","funder_award_id":"1519026","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306094","display_name":"Annenberg Foundation","ror":"https://ror.org/012j67x85"},{"id":"https://openalex.org/F4320309370","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10"},{"id":"https://openalex.org/F4320332969","display_name":"Wharton School, University of Pennsylvania","ror":"https://ror.org/00b30xv10"},{"id":"https://openalex.org/F4320335353","display_name":"National Science Foundation of Sri Lanka","ror":"https://ror.org/010xaa060"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3082998951.pdf","grobid_xml":"https://content.openalex.org/works/W3082998951.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W215818890","https://openalex.org/W256394748","https://openalex.org/W1507165380","https://openalex.org/W1535065339","https://openalex.org/W1543260819","https://openalex.org/W1834540582","https://openalex.org/W1965631677","https://openalex.org/W1990513740","https://openalex.org/W2017207446","https://openalex.org/W2025844353","https://openalex.org/W2035344707","https://openalex.org/W2036763306","https://openalex.org/W2068172675","https://openalex.org/W2087765149","https://openalex.org/W2092433168","https://openalex.org/W2097141357","https://openalex.org/W2098185196","https://openalex.org/W2105291362","https://openalex.org/W2108020239","https://openalex.org/W2108697536","https://openalex.org/W2108795964","https://openalex.org/W2109469951","https://openalex.org/W2111114024","https://openalex.org/W2122309512","https://openalex.org/W2125315567","https://openalex.org/W2130863673","https://openalex.org/W2136968651","https://openalex.org/W2150443611","https://openalex.org/W2164284962","https://openalex.org/W2166401620","https://openalex.org/W2167915553","https://openalex.org/W2169935170","https://openalex.org/W2238722200","https://openalex.org/W2797105966","https://openalex.org/W2799088120","https://openalex.org/W3006640855","https://openalex.org/W3123532373"],"related_works":["https://openalex.org/W2122309512","https://openalex.org/W2788886793","https://openalex.org/W1525338693","https://openalex.org/W1534242223","https://openalex.org/W4298334703","https://openalex.org/W4416772762","https://openalex.org/W2985271273","https://openalex.org/W7096579869","https://openalex.org/W2409848655","https://openalex.org/W2319830352"],"abstract_inverted_index":{"Do":[0],"efficient":[1,20,50,140],"communication":[2,45,82,123],"networks":[3,22,46,83,124,136],"accelerate":[4],"solution":[5,149,154],"discovery?":[6],"The":[7],"most":[8],"prominent":[9],"theory":[10,41],"of":[11,58,68,80,87],"organizational":[12],"design":[13],"for":[14,51,95],"collective":[15],"learning":[16],"maintains":[17],"that":[18,42,44,47,119],"informationally":[19],"collaboration":[21],"increase":[23,55],"a":[24,39,66,157],"group's":[25,147],"ability":[26],"to":[27,31,61,91],"find":[28,92],"innovative":[29],"solutions":[30,60,94],"complex":[32,62,96],"problems.":[33,63,99],"We":[34,64,100,117],"test":[35],"this":[36],"idea":[37],"against":[38],"competing":[40],"argues":[43],"are":[48],"less":[49],"information":[52],"transfer":[53],"will":[54],"the":[56,78,81,146,152],"discovery":[57],"novel":[59],"conducted":[65],"series":[67],"experimentally":[69],"designed":[70],"Data":[71],"Science":[72],"Competitions,":[73],"in":[74],"which":[75],"we":[76],"manipulated":[77],"efficiency":[79],"among":[84],"distributed":[85],"groups":[86,120,133,138],"data":[88],"scientists":[89],"attempting":[90],"better":[93,115,127],"statistical":[97],"modeling":[98],"present":[101],"findings":[102],"from":[103],"16":[104],"independent":[105],"competitions,":[106],"where":[107],"individuals":[108],"conduct":[109],"greedy":[110],"search":[111],"and":[112,151],"only":[113],"adopt":[114],"solutions.":[116,128],"show":[118],"with":[121,134,139],"inefficient":[122,135],"consistently":[125],"discovered":[126],"In":[129],"every":[130],"experimental":[131],"trial,":[132],"outperformed":[137],"networks,":[141],"as":[142],"measured":[143],"by":[144,156],"both":[145],"average":[148],"quality":[150],"best":[153],"found":[155],"group":[158],"member.":[159]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2020-09-11T00:00:00"}
