{"id":"https://openalex.org/W4400298432","doi":"https://doi.org/10.1007/s10458-024-09655-8","title":"Beyond the echo chamber: modelling open-mindedness in citizens\u2019 assemblies","display_name":"Beyond the echo chamber: modelling open-mindedness in citizens\u2019 assemblies","publication_year":2024,"publication_date":"2024-07-03","ids":{"openalex":"https://openalex.org/W4400298432","doi":"https://doi.org/10.1007/s10458-024-09655-8"},"language":"en","primary_location":{"id":"doi:10.1007/s10458-024-09655-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10458-024-09655-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10458-024-09655-8.pdf","source":{"id":"https://openalex.org/S5405189","display_name":"Autonomous Agents and Multi-Agent Systems","issn_l":"1387-2532","issn":["1387-2532","1573-7454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Autonomous Agents and Multi-Agent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10458-024-09655-8.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102700630","display_name":"Jake Barrett","orcid":null},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Jake Barrett","raw_affiliation_strings":["School of Informatics, University of Edinburgh, 10 Crichton Street, Edinburgh, EH8 9AB, Edinburgh, Scotland, UK"],"affiliations":[{"raw_affiliation_string":"School of Informatics, University of Edinburgh, 10 Crichton Street, Edinburgh, EH8 9AB, Edinburgh, Scotland, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024303852","display_name":"Kobi Gal","orcid":"https://orcid.org/0000-0001-7187-8572"},"institutions":[{"id":"https://openalex.org/I124227911","display_name":"Ben-Gurion University of the Negev","ror":"https://ror.org/05tkyf982","country_code":"IL","type":"education","lineage":["https://openalex.org/I124227911"]},{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB","IL"],"is_corresponding":false,"raw_author_name":"Kobi Gal","raw_affiliation_strings":["Department of Software and Information Systems Engineering, Ben-Gurion University, Be\u2019er Sheva, Israel","School of Informatics, University of Edinburgh, 10 Crichton Street, Edinburgh, EH8 9AB, Edinburgh, Scotland, UK"],"affiliations":[{"raw_affiliation_string":"Department of Software and Information Systems Engineering, Ben-Gurion University, Be\u2019er Sheva, Israel","institution_ids":["https://openalex.org/I124227911"]},{"raw_affiliation_string":"School of Informatics, University of Edinburgh, 10 Crichton Street, Edinburgh, EH8 9AB, Edinburgh, Scotland, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002765890","display_name":"Loizos Michael","orcid":null},"institutions":[{"id":"https://openalex.org/I59746437","display_name":"Open University of Cyprus","ror":"https://ror.org/033sm2k57","country_code":"CY","type":"education","lineage":["https://openalex.org/I59746437"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Loizos Michael","raw_affiliation_strings":["CYENS Center of Excellence, Nicosia, Cyprus","Faculty of Pure and Applied Sciences, Open University of Cyprus, Nicosia, Cyprus"],"affiliations":[{"raw_affiliation_string":"CYENS Center of Excellence, Nicosia, Cyprus","institution_ids":[]},{"raw_affiliation_string":"Faculty of Pure and Applied Sciences, Open University of Cyprus, Nicosia, Cyprus","institution_ids":["https://openalex.org/I59746437"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067064621","display_name":"Dan Vilenchik","orcid":"https://orcid.org/0000-0002-3895-688X"},"institutions":[{"id":"https://openalex.org/I124227911","display_name":"Ben-Gurion University of the Negev","ror":"https://ror.org/05tkyf982","country_code":"IL","type":"education","lineage":["https://openalex.org/I124227911"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Dan Vilenchik","raw_affiliation_strings":["Department of Software and Information Systems Engineering, Ben-Gurion University, Be\u2019er Sheva, Israel","Department of Software and Information Systems Engineering, Ben-Gurion University, Be'er Sheva, Israel"],"affiliations":[{"raw_affiliation_string":"Department of Software and Information Systems Engineering, Ben-Gurion University, Be\u2019er Sheva, Israel","institution_ids":["https://openalex.org/I124227911"]},{"raw_affiliation_string":"Department of Software and Information Systems Engineering, Ben-Gurion University, Be'er Sheva, Israel","institution_ids":["https://openalex.org/I124227911"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5102700630"],"corresponding_institution_ids":["https://openalex.org/I98677209"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":0.2858,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.52709203,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"38","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9997000098228455,"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/T10557","display_name":"Social Media and Politics","score":0.9970999956130981,"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"}},{"id":"https://openalex.org/T10108","display_name":"Electoral Systems and Political Participation","score":0.9765999913215637,"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/echo","display_name":"Echo (communications protocol)","score":0.7020349502563477},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.36857548356056213},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.1389898657798767}],"concepts":[{"id":"https://openalex.org/C2779426996","wikidata":"https://www.wikidata.org/wiki/Q18389128","display_name":"Echo (communications protocol)","level":2,"score":0.7020349502563477},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.36857548356056213},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.1389898657798767}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s10458-024-09655-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10458-024-09655-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10458-024-09655-8.pdf","source":{"id":"https://openalex.org/S5405189","display_name":"Autonomous Agents and Multi-Agent Systems","issn_l":"1387-2532","issn":["1387-2532","1573-7454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Autonomous Agents and Multi-Agent Systems","raw_type":"journal-article"},{"id":"pmh:oai:pure.ed.ac.uk:openaire/c725667a-00fe-4d41-983e-26e7bbf62d62","is_oa":true,"landing_page_url":"https://www.research.ed.ac.uk/files/457600922/BarrettEtalAAMAS2024BeyondTheEchoChamber.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4406922455","display_name":"Edinburgh Research Explorer","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Barrett, J, Gal, K, Michael, L & Vilenchik, D 2024, 'Beyond the echo chamber : Modelling open-mindedness in citizens\u2019 assemblies', Autonomous Agents and Multi-Agent Systems, vol. 38, no. 2, 30, pp. 1-41. https://doi.org/10.1007/s10458-024-09655-8","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.ed.ac.uk:publications/c725667a-00fe-4d41-983e-26e7bbf62d62","is_oa":true,"landing_page_url":"https://www.research.ed.ac.uk/en/publications/c725667a-00fe-4d41-983e-26e7bbf62d62","pdf_url":null,"source":{"id":"https://openalex.org/S4306400321","display_name":"Edinburgh Research Explorer (University of Edinburgh)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98677209","host_organization_name":"University of Edinburgh","host_organization_lineage":["https://openalex.org/I98677209"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Barrett, J, Gal, K, Michael, L & Vilenchik, D 2024, 'Beyond the echo chamber : Modelling open-mindedness in citizens\u2019 assemblies', Autonomous Agents and Multi-Agent Systems, vol. 38, no. 2, 30, pp. 1-41. https://doi.org/10.1007/s10458-024-09655-8","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1007/s10458-024-09655-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10458-024-09655-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10458-024-09655-8.pdf","source":{"id":"https://openalex.org/S5405189","display_name":"Autonomous Agents and Multi-Agent Systems","issn_l":"1387-2532","issn":["1387-2532","1573-7454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Autonomous Agents and Multi-Agent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5899999737739563,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G3304509634","display_name":null,"funder_award_id":"739578","funder_id":"https://openalex.org/F4320335254","funder_display_name":"Horizon 2020"},{"id":"https://openalex.org/G8395708943","display_name":null,"funder_award_id":"823783","funder_id":"https://openalex.org/F4320335254","funder_display_name":"Horizon 2020"}],"funders":[{"id":"https://openalex.org/F4320335254","display_name":"Horizon 2020","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400298432.pdf"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W571315111","https://openalex.org/W936507652","https://openalex.org/W1582135188","https://openalex.org/W1769159962","https://openalex.org/W1838360972","https://openalex.org/W1960630605","https://openalex.org/W1978269807","https://openalex.org/W1982321541","https://openalex.org/W1998692453","https://openalex.org/W2016722481","https://openalex.org/W2020979402","https://openalex.org/W2033899984","https://openalex.org/W2043240116","https://openalex.org/W2056204623","https://openalex.org/W2085212867","https://openalex.org/W2116760795","https://openalex.org/W2118234048","https://openalex.org/W2118934859","https://openalex.org/W2121835362","https://openalex.org/W2124706125","https://openalex.org/W2127479899","https://openalex.org/W2132490153","https://openalex.org/W2134303121","https://openalex.org/W2149893809","https://openalex.org/W2158392329","https://openalex.org/W2166155089","https://openalex.org/W2300231271","https://openalex.org/W2324465053","https://openalex.org/W2353261545","https://openalex.org/W2477292097","https://openalex.org/W2499106537","https://openalex.org/W2524094929","https://openalex.org/W2593217498","https://openalex.org/W2616896004","https://openalex.org/W2761833367","https://openalex.org/W2885896141","https://openalex.org/W2896618616","https://openalex.org/W2913952675","https://openalex.org/W2953097870","https://openalex.org/W2964506547","https://openalex.org/W2976183074","https://openalex.org/W2997171496","https://openalex.org/W2999595175","https://openalex.org/W3015346007","https://openalex.org/W3026082959","https://openalex.org/W3095856232","https://openalex.org/W3099544270","https://openalex.org/W3105964985","https://openalex.org/W3121714435","https://openalex.org/W3125714960","https://openalex.org/W3142588439","https://openalex.org/W4205215749","https://openalex.org/W4231760770","https://openalex.org/W4239634550","https://openalex.org/W4243192933","https://openalex.org/W4250659046","https://openalex.org/W4251425640","https://openalex.org/W4287755054","https://openalex.org/W4297422825","https://openalex.org/W4310081001","https://openalex.org/W4382239323","https://openalex.org/W4383457481"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W1473737476","https://openalex.org/W2949162897","https://openalex.org/W2061432289","https://openalex.org/W2276571074","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109"],"abstract_inverted_index":{"Abstract":[0],"A":[1],"Citizens\u2019":[2],"assembly":[3],"(CA)":[4],"is":[5,109],"a":[6,11,18,69,77,104,139,161,191],"democratic":[7],"innovation":[8],"tool":[9],"where":[10],"randomly":[12],"selected":[13],"group":[14],"of":[15,79,127,158,170,193,208],"citizens":[16],"deliberate":[17],"topic":[19],"over":[20],"multiple":[21],"rounds":[22],"to":[23,148],"generate,":[24],"and":[25,48,65,75,91,113,166,215],"then":[26],"vote":[27],"upon,":[28],"policy":[29],"recommendations.":[30],"Despite":[31],"growing":[32],"popularity,":[33],"little":[34],"work":[35],"exists":[36,165],"on":[37],"understanding":[38],"how":[39],"CA":[40,63,89,157,180,229],"inputs,":[41],"such":[42],"as":[43,68],"the":[44,49,156,168,173,227],"expert":[45,209,211],"selection":[46],"process":[47],"mixing":[50],"method":[51],"used":[52],"for":[53,81,222],"discussion":[54],"groups,":[55],"affect":[56],"results.":[57,93],"In":[58],"this":[59],"work,":[60],"we":[61,100,116],"model":[62,105,137],"deliberation":[64],"opinion":[66,120,135],"change":[67,121,136,149],"multi-agent":[70],"systems":[71],"problem.":[72],"We":[73,130,151,175],"introduce":[74],"formalise":[76],"set":[78],"criteria":[80,206],"evaluating":[82],"successful":[83],"CAs":[84],"using":[85],"insight":[86],"from":[87,155],"previous":[88],"trials":[90,96],"theoretical":[92,114],"Although":[94],"real-world":[95],"meet":[97,205],"these":[98,128],"criteria,":[99],"show":[101,117,152],"that":[102,106,118,153],"finding":[103],"does":[107],"so":[108],"non-trivial;":[110],"through":[111],"simulations":[112,189,204],"arguments,":[115],"established":[119],"models":[122],"fail":[123],"at":[124],"least":[125],"one":[126],"criteria.":[129,202],"therefore":[131],"propose":[132],"an":[133],"augmented":[134],"with":[138,197],"latent":[140,162],"\u2018open-mindedness\u2019":[141],"variable,":[142],"which":[143,219],"sufficiently":[144],"captures":[145],"people\u2019s":[146],"propensity":[147],"opinion.":[150],"data":[154],"Scotland":[159],"indicates":[160],"variable":[163],"both":[164],"resembles":[167],"concept":[169],"open-mindedness":[171],"in":[172,226],"literature.":[174],"calibrate":[176],"parameters":[177],"against":[178],"real":[179],"data,":[181],"demonstrating":[182],"our":[183,201],"model\u2019s":[184],"ecological":[185],"validity,":[186],"before":[187],"running":[188],"across":[190],"range":[192],"realistic":[194],"global":[195],"parameters,":[196],"each":[198],"simulation":[199],"satisfying":[200],"Specifically,":[203],"regardless":[207],"selection,":[210],"ordering,":[212],"participant":[213,217],"extremism,":[214],"sub-optimal":[216],"grouping,":[218],"has":[220],"ramifications":[221],"optimised":[223],"algorithmic":[224],"approaches":[225],"computational":[228],"space.":[230]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}