{"id":"https://openalex.org/W3087761803","doi":"https://doi.org/10.1155/2020/3469263","title":"Simulating Systems Thinking under Bounded Rationality","display_name":"Simulating Systems Thinking under Bounded Rationality","publication_year":2020,"publication_date":"2020-09-16","ids":{"openalex":"https://openalex.org/W3087761803","doi":"https://doi.org/10.1155/2020/3469263","mag":"3087761803"},"language":"en","primary_location":{"id":"doi:10.1155/2020/3469263","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/3469263","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/3469263.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/complexity/2020/3469263.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053109998","display_name":"Mark W. Sellers","orcid":"https://orcid.org/0000-0003-2087-3442"},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mark W. Sellers","raw_affiliation_strings":["Center for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USA","Department of Systems Science and Industrial Engineering, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USA"],"affiliations":[{"raw_affiliation_string":"Center for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USA","institution_ids":["https://openalex.org/I123946342"]},{"raw_affiliation_string":"Department of Systems Science and Industrial Engineering, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USA","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052717630","display_name":"Hiroki Sayama","orcid":"https://orcid.org/0000-0002-2670-5864"},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hiroki Sayama","raw_affiliation_strings":["Center for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USA","Department of Systems Science and Industrial Engineering, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USA"],"affiliations":[{"raw_affiliation_string":"Center for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USA","institution_ids":["https://openalex.org/I123946342"]},{"raw_affiliation_string":"Department of Systems Science and Industrial Engineering, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USA","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061847985","display_name":"Andreas Pape","orcid":"https://orcid.org/0000-0003-0874-4437"},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andreas D. Pape","raw_affiliation_strings":["Center for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USA","Department of Economics, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USA"],"affiliations":[{"raw_affiliation_string":"Center for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USA","institution_ids":["https://openalex.org/I123946342"]},{"raw_affiliation_string":"Department of Economics, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USA","institution_ids":["https://openalex.org/I123946342"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5053109998"],"corresponding_institution_ids":["https://openalex.org/I123946342"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":0.5571,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.72239721,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11810","display_name":"Complex Systems and Decision Making","score":0.9790999889373779,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11810","display_name":"Complex Systems and Decision Making","score":0.9790999889373779,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10646","display_name":"Experimental Behavioral Economics Studies","score":0.9570000171661377,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T11252","display_name":"Evolutionary Game Theory and Cooperation","score":0.9187999963760376,"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/bounded-rationality","display_name":"Bounded rationality","score":0.7841501235961914},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6229979395866394},{"id":"https://openalex.org/keywords/rationality","display_name":"Rationality","score":0.5958338975906372},{"id":"https://openalex.org/keywords/complex-adaptive-system","display_name":"Complex adaptive system","score":0.5558030009269714},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5494333505630493},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.5336561799049377},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.48444464802742004},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43311092257499695},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4323117136955261},{"id":"https://openalex.org/keywords/bounded-function","display_name":"Bounded function","score":0.42913007736206055},{"id":"https://openalex.org/keywords/unintended-consequences","display_name":"Unintended consequences","score":0.42437657713890076},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3551272749900818},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1946050524711609},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.18486133217811584},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.16049644351005554},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.1446981132030487}],"concepts":[{"id":"https://openalex.org/C58694771","wikidata":"https://www.wikidata.org/wiki/Q814385","display_name":"Bounded rationality","level":2,"score":0.7841501235961914},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6229979395866394},{"id":"https://openalex.org/C201717286","wikidata":"https://www.wikidata.org/wiki/Q938185","display_name":"Rationality","level":2,"score":0.5958338975906372},{"id":"https://openalex.org/C63108463","wikidata":"https://www.wikidata.org/wiki/Q581233","display_name":"Complex adaptive system","level":2,"score":0.5558030009269714},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5494333505630493},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.5336561799049377},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.48444464802742004},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43311092257499695},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4323117136955261},{"id":"https://openalex.org/C34388435","wikidata":"https://www.wikidata.org/wiki/Q2267362","display_name":"Bounded function","level":2,"score":0.42913007736206055},{"id":"https://openalex.org/C2776889888","wikidata":"https://www.wikidata.org/wiki/Q1135789","display_name":"Unintended consequences","level":2,"score":0.42437657713890076},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3551272749900818},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1946050524711609},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.18486133217811584},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.16049644351005554},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.1446981132030487},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2020/3469263","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/3469263","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/3469263.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:hin:complx:3469263","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/8503/2020/3469263.xml","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:doaj.org/article:11fcaa437b23475ab300c811ac6a10af","is_oa":true,"landing_page_url":"https://doaj.org/article/11fcaa437b23475ab300c811ac6a10af","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complexity, Vol 2020 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2020/3469263","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/3469263","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/3469263.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.44999998807907104}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3087761803.pdf","grobid_xml":"https://content.openalex.org/works/W3087761803.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W2012331246","https://openalex.org/W2031098375","https://openalex.org/W2052272643","https://openalex.org/W2092277904","https://openalex.org/W2463705738","https://openalex.org/W3016542079","https://openalex.org/W3043112649"],"related_works":["https://openalex.org/W4388260134","https://openalex.org/W2351341309","https://openalex.org/W2359095791","https://openalex.org/W2364973163","https://openalex.org/W2801172480","https://openalex.org/W2489352369","https://openalex.org/W4297440579","https://openalex.org/W187959850","https://openalex.org/W4300099835","https://openalex.org/W4299547270"],"abstract_inverted_index":{"Brian":[0],"Arthur\u2019s":[1],"El":[2,58],"Farol":[3,59],"bar":[4],"model":[5,13],"of":[6,14,40,56,126,142],"bounded":[7],"rationality":[8],"provides":[9],"a":[10,18,28,79,139],"simple":[11],"computer":[12],"decision":[15],"making":[16],"in":[17,53,64],"complex,":[19],"dynamic,":[20],"and":[21,49,61,70,91,117],"self-organized":[22],"environment.":[23],"Can":[24],"systems":[25,50,76],"thinking":[26,77],"provide":[27],"viable":[29],"alternative":[30],"strategy":[31,81],"to":[32,96],"traditional":[33,48,89],"methods":[34],"for":[35],"dealing":[36],"with":[37,88,138],"these":[38,129],"types":[39],"problems?":[41],"Nine":[42],"different":[43],"agents,":[44],"designed":[45],"from":[46],"both":[47],"perspectives,":[51],"compete":[52],"fifteen":[54],"variants":[55],"the":[57,124,133],"environment":[60,134],"their":[62],"performance":[63],"4":[65],"categories\u2014Winner,":[66],"Top":[67],"Performers,":[68],"Competitive,":[69],"Vulnerable\u2014is":[71],"compared.":[72],"We":[73],"show":[74],"that":[75,82,106],"is":[78],"competitive":[80],"is,":[83],"at":[84],"least,":[85],"on":[86],"par":[87],"strategies":[90,110],"may":[92],"be":[93],"less":[94],"vulnerable":[95],"elimination":[97],"or":[98],"ruin.":[99],"However,":[100],"there":[101],"are":[102],"two":[103],"consequential":[104],"elements":[105],"emerge.":[107],"First,":[108],"all":[109],"have":[111],"some":[112],"environments":[113],"where":[114,119],"they":[115,120],"succeed":[116],"others":[118],"fail.":[121],"Second,":[122],"as":[123],"population":[125],"practitioners":[127],"adopts":[128],"adaptive,":[130],"systems-based":[131],"strategies,":[132],"exhibits":[135],"new":[136,140],"behaviors":[137],"set":[141],"unintended":[143],"consequences.":[144]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
