{"id":"https://openalex.org/W2077724862","doi":"https://doi.org/10.1145/2470654.2481326","title":"Beyond the filter bubble","display_name":"Beyond the filter bubble","publication_year":2013,"publication_date":"2013-04-27","ids":{"openalex":"https://openalex.org/W2077724862","doi":"https://doi.org/10.1145/2470654.2481326","mag":"2077724862"},"language":"en","primary_location":{"id":"doi:10.1145/2470654.2481326","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2470654.2481326","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the SIGCHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-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/A5024320659","display_name":"Q. Vera Liao","orcid":"https://orcid.org/0000-0003-4543-7196"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Q. Vera Liao","raw_affiliation_strings":["University of Illinois at Urbana-Champaign, Champaign, Illinois, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign, Champaign, Illinois, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5104045637","display_name":"Wai\u2010Tat Fu","orcid":null},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wai-Tat Fu","raw_affiliation_strings":["University of Illinois at Urbana-Champaign, Urbana, Illinois, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign, Urbana, Illinois, USA","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5024320659"],"corresponding_institution_ids":["https://openalex.org/I157725225"],"apc_list":null,"apc_paid":null,"fwci":10.3662,"has_fulltext":false,"cited_by_count":89,"citation_normalized_percentile":{"value":0.9782994,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"2359","last_page":"2368"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10557","display_name":"Social Media and Politics","score":0.9993000030517578,"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":0.9993000030517578,"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/T10314","display_name":"Social and Intergroup Psychology","score":0.9979000091552734,"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"}},{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/moderation","display_name":"Moderation","score":0.8736581206321716},{"id":"https://openalex.org/keywords/situational-ethics","display_name":"Situational ethics","score":0.7542617321014404},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.6528809666633606},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5595554113388062},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.5396509170532227},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5391379594802856},{"id":"https://openalex.org/keywords/situation-awareness","display_name":"Situation awareness","score":0.4595145285129547},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.4404427111148834},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2510874271392822},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09663039445877075}],"concepts":[{"id":"https://openalex.org/C93225998","wikidata":"https://www.wikidata.org/wiki/Q1941972","display_name":"Moderation","level":2,"score":0.8736581206321716},{"id":"https://openalex.org/C9114305","wikidata":"https://www.wikidata.org/wiki/Q1428317","display_name":"Situational ethics","level":2,"score":0.7542617321014404},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.6528809666633606},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5595554113388062},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.5396509170532227},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5391379594802856},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.4595145285129547},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.4404427111148834},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2510874271392822},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09663039445877075},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2470654.2481326","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2470654.2481326","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the SIGCHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W110974158","https://openalex.org/W1565218197","https://openalex.org/W1583059097","https://openalex.org/W1999807338","https://openalex.org/W2012245301","https://openalex.org/W2024101516","https://openalex.org/W2024633545","https://openalex.org/W2029098671","https://openalex.org/W2040993216","https://openalex.org/W2064366304","https://openalex.org/W2089163864","https://openalex.org/W2104953985","https://openalex.org/W2106741913","https://openalex.org/W2119758323","https://openalex.org/W2123098621","https://openalex.org/W2136308413","https://openalex.org/W2137809006","https://openalex.org/W2140964946","https://openalex.org/W2141351627","https://openalex.org/W2142071678","https://openalex.org/W2153207410","https://openalex.org/W2154563792","https://openalex.org/W2159306398","https://openalex.org/W2164491730","https://openalex.org/W2165443019","https://openalex.org/W2192812558","https://openalex.org/W2337319726","https://openalex.org/W2491150486","https://openalex.org/W2502088893","https://openalex.org/W2905339401"],"related_works":["https://openalex.org/W2740268725","https://openalex.org/W3093710306","https://openalex.org/W750217911","https://openalex.org/W4206949499","https://openalex.org/W2296969234","https://openalex.org/W4226254121","https://openalex.org/W4388229525","https://openalex.org/W131533274","https://openalex.org/W4313163826","https://openalex.org/W4381733965"],"abstract_inverted_index":{"We":[0],"investigated":[1],"participants'":[2,101],"preferential":[3],"selection":[4,37],"of":[5,38,98,141],"information":[6,30,39,64],"and":[7,49,152],"their":[8,33],"attitude":[9,62,126],"moderation":[10],"in":[11,82],"an":[12],"online":[13],"environment.":[14],"Results":[15,133],"showed":[16],"that":[17,31,67,84],"even":[18,155],"when":[19,93,156],"opposing":[20],"views":[21,158],"were":[22,103],"presented":[23,160],"side-to-side,":[24],"people":[25],"would":[26],"still":[27],"preferentially":[28],"select":[29,78],"reinforced":[32],"existing":[34],"attitudes.":[35],"Preferential":[36],"was,":[40],"however,":[41],"influenced":[42],"by":[43,150],"both":[44],"situational":[45,151],"(e.g.,":[46,51],"perceived":[47,56],"threat)":[48],"personal":[50,153],"topic":[52,113],"involvement)":[53],"factors.":[54],"Specifically,":[55],"threat":[57,123],"induced":[58,149],"selective":[59,145],"exposure":[60,146],"to":[61,77,108,116,119,137],"consistent":[63],"for":[65,129],"topics":[66,83],"participants":[68],"had":[69,73,86],"low":[70,87,130],"involvement.":[71],"Participants":[72],"a":[74],"higher":[75,117],"tendency":[76],"peer":[79],"user":[80],"opinions":[81],"they":[85],"than":[88],"high":[89,112],"involvement,":[90],"but":[91],"only":[92],"there":[94],"was":[95],"no":[96],"perception":[97],"threat.":[99],"Overall,":[100],"attitudes":[102],"moderated":[104],"after":[105],"being":[106],"exposed":[107],"diverse":[109],"views,":[110],"although":[111],"involvement":[114,131],"led":[115],"resistance":[118],"such":[120],"moderation.":[121],"Perceived":[122],"also":[124],"weakened":[125],"moderation,":[127],"especially":[128],"topics.":[132],"have":[134],"important":[135],"implication":[136],"the":[138],"potential":[139],"effects":[140],"\"information":[142],"bubble\"":[143],"-":[144],"can":[147],"be":[148],"factors":[154],"competing":[157],"are":[159],"side-by-side.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":12},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":10},{"year":2016,"cited_by_count":8},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":4},{"year":2013,"cited_by_count":2}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}