{"id":"https://openalex.org/W4317433062","doi":"https://doi.org/10.48550/arxiv.2212.09056","title":"Beyond Digital \"Echo Chambers\": The Role of Viewpoint Diversity in Political Discussion","display_name":"Beyond Digital \"Echo Chambers\": The Role of Viewpoint Diversity in Political Discussion","publication_year":2022,"publication_date":"2022-12-18","ids":{"openalex":"https://openalex.org/W4317433062","doi":"https://doi.org/10.48550/arxiv.2212.09056"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2212.09056","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2212.09056","pdf_url":"https://arxiv.org/pdf/2212.09056","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2212.09056","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012084360","display_name":"Rishav Hada","orcid":"https://orcid.org/0000-0001-5538-8282"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hada, Rishav","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063277598","display_name":"Amir Ebrahimi Fard","orcid":"https://orcid.org/0000-0003-4903-8918"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fard, Amir Ebrahimi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053640148","display_name":"Sarah Shugars","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shugars, Sarah","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078515950","display_name":"Federico Bianchi","orcid":"https://orcid.org/0000-0003-0776-361X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bianchi, Federico","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008896137","display_name":"Patr\u00edcia Rossini","orcid":"https://orcid.org/0000-0002-4463-6444"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rossini, Patricia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084505122","display_name":"Dirk Hovy","orcid":"https://orcid.org/0000-0002-4618-3127"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hovy, Dirk","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008452854","display_name":"Rebekah Tromble","orcid":"https://orcid.org/0000-0003-3875-2729"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tromble, Rebekah","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5001095396","display_name":"Nava Tintarev","orcid":"https://orcid.org/0000-0003-1663-1627"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tintarev, Nava","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10557","display_name":"Social Media and Politics","score":0.9988999962806702,"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"}},"topics":[{"id":"https://openalex.org/T10557","display_name":"Social Media and Politics","score":0.9988999962806702,"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":0.98580002784729,"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"}},{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9840999841690063,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/operationalization","display_name":"Operationalization","score":0.8297263383865356},{"id":"https://openalex.org/keywords/immigration","display_name":"Immigration","score":0.6312291622161865},{"id":"https://openalex.org/keywords/diversity","display_name":"Diversity (politics)","score":0.5974902510643005},{"id":"https://openalex.org/keywords/politics","display_name":"Politics","score":0.5945606827735901},{"id":"https://openalex.org/keywords/fragmentation","display_name":"Fragmentation (computing)","score":0.5913953185081482},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5543760061264038},{"id":"https://openalex.org/keywords/echo","display_name":"Echo (communications protocol)","score":0.5407483577728271},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48265916109085083},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.48173096776008606},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.43476593494415283},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4166156053543091},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.41157203912734985},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.36510467529296875},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3307928442955017},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.27637648582458496},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.1856503188610077},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.17835009098052979},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.16785642504692078},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.15576887130737305}],"concepts":[{"id":"https://openalex.org/C9354725","wikidata":"https://www.wikidata.org/wiki/Q286017","display_name":"Operationalization","level":2,"score":0.8297263383865356},{"id":"https://openalex.org/C70036468","wikidata":"https://www.wikidata.org/wiki/Q131288","display_name":"Immigration","level":2,"score":0.6312291622161865},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.5974902510643005},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.5945606827735901},{"id":"https://openalex.org/C191015642","wikidata":"https://www.wikidata.org/wiki/Q1132459","display_name":"Fragmentation (computing)","level":2,"score":0.5913953185081482},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5543760061264038},{"id":"https://openalex.org/C2779426996","wikidata":"https://www.wikidata.org/wiki/Q18389128","display_name":"Echo (communications protocol)","level":2,"score":0.5407483577728271},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48265916109085083},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.48173096776008606},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.43476593494415283},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4166156053543091},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.41157203912734985},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.36510467529296875},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3307928442955017},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.27637648582458496},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.1856503188610077},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.17835009098052979},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.16785642504692078},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.15576887130737305},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2212.09056","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2212.09056","pdf_url":"https://arxiv.org/pdf/2212.09056","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2212.09056","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2212.09056","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2212.09056","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2212.09056","pdf_url":"https://arxiv.org/pdf/2212.09056","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[{"score":0.8299999833106995,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2944277854","https://openalex.org/W2258359646","https://openalex.org/W2493324121","https://openalex.org/W4234402960","https://openalex.org/W4210958110","https://openalex.org/W2483613126","https://openalex.org/W4210994448","https://openalex.org/W4386824558","https://openalex.org/W2097838441","https://openalex.org/W204135935"],"abstract_inverted_index":{"Increasingly":[0],"taking":[1],"place":[2],"in":[3,18,38,43],"online":[4,88],"spaces,":[5],"modern":[6],"political":[7],"conversations":[8,89],"are":[9,127],"typically":[10],"perceived":[11],"to":[12,28,34,58,70,78,83,95],"be":[13],"unproductively":[14],"affirming":[15],"--":[16,98],"siloed":[17],"so":[19],"called":[20],"``echo":[21],"chambers''":[22],"of":[23,61,114,175],"exclusively":[24],"like-minded":[25],"discussants.":[26],"Yet,":[27],"date":[29],"we":[30,46,135],"lack":[31],"sufficient":[32],"means":[33],"measure":[35],"viewpoint":[36,49,176],"diversity":[37,120],"conversations.":[39,64],"To":[40],"this":[41,44],"end,":[42],"paper,":[45],"operationalize":[47],"two":[48,73,96],"metrics":[50,74],"proposed":[51],"for":[52,87,122,129,132,161],"recommender":[53],"systems":[54],"and":[55,76,82,108,125,166,171],"adapt":[56],"them":[57],"the":[59,67,85,109,119,145],"context":[60],"social":[62],"media":[63],"This":[65],"is":[66],"first":[68],"study":[69],"apply":[71,92],"these":[72,93],"(Representation":[75],"Fragmentation)":[77],"real":[79],"world":[80],"data":[81],"consider":[84],"implications":[86],"specifically.":[90],"We":[91,116,154],"measures":[94],"topics":[97],"daylight":[99],"savings":[100],"time":[101],"(DST),":[102],"which":[103],"serves":[104],"as":[105],"a":[106,169],"control,":[107],"more":[110],"politically":[111],"polarized":[112],"topic":[113],"immigration.":[115],"find":[117,136],"that":[118,137],"scores":[121],"both":[123],"Fragmentation":[124,167],"Representation":[126,165],"lower":[128],"immigration":[130],"than":[131],"DST.":[133,162],"Further,":[134],"while":[138],"pro-immigrant":[139],"views":[140,148],"receive":[141],"consistent":[142],"pushback":[143],"on":[144],"platform,":[146],"anti-immigrant":[147],"largely":[149],"operate":[150],"within":[151],"echo":[152],"chambers.":[153],"observe":[155],"less":[156],"severe":[157],"yet":[158],"similar":[159],"patterns":[160],"Taken":[163],"together,":[164],"paint":[168],"meaningful":[170],"important":[172],"new":[173],"picture":[174],"diversity.":[177]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2023-01-19T00:00:00"}
