{"id":"https://openalex.org/W2106642177","doi":"https://doi.org/10.1177/1461444814555096","title":"Valence-based homophily on Twitter: Network Analysis of Emotions and Political Talk in the 2012 Presidential Election","display_name":"Valence-based homophily on Twitter: Network Analysis of Emotions and Political Talk in the 2012 Presidential Election","publication_year":2014,"publication_date":"2014-11-02","ids":{"openalex":"https://openalex.org/W2106642177","doi":"https://doi.org/10.1177/1461444814555096","mag":"2106642177"},"language":"en","primary_location":{"id":"doi:10.1177/1461444814555096","is_oa":false,"landing_page_url":"https://doi.org/10.1177/1461444814555096","pdf_url":null,"source":{"id":"https://openalex.org/S88603889","display_name":"New Media & Society","issn_l":"1461-4448","issn":["1461-4448","1461-7315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"New Media &amp; Society","raw_type":"journal-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/A5026455481","display_name":"Itai Himelboim","orcid":"https://orcid.org/0000-0001-7981-5613"},"institutions":[{"id":"https://openalex.org/I165733156","display_name":"University of Georgia","ror":"https://ror.org/00te3t702","country_code":"US","type":"education","lineage":["https://openalex.org/I165733156"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Itai Himelboim","raw_affiliation_strings":["University of Georgia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Georgia, USA","institution_ids":["https://openalex.org/I165733156"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022230960","display_name":"Kaye D. Sweetser","orcid":"https://orcid.org/0000-0001-7429-5890"},"institutions":[{"id":"https://openalex.org/I26538001","display_name":"San Diego State University","ror":"https://ror.org/0264fdx42","country_code":"US","type":"education","lineage":["https://openalex.org/I26538001"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kaye D Sweetser","raw_affiliation_strings":["San Diego State University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Diego State University, USA","institution_ids":["https://openalex.org/I26538001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087905623","display_name":"Spencer F. Tinkham","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Spencer F Tinkham","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058392554","display_name":"Kristen Cameron","orcid":null},"institutions":[{"id":"https://openalex.org/I165733156","display_name":"University of Georgia","ror":"https://ror.org/00te3t702","country_code":"US","type":"education","lineage":["https://openalex.org/I165733156"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kristen Cameron","raw_affiliation_strings":["University of Georgia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Georgia, USA","institution_ids":["https://openalex.org/I165733156"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004319681","display_name":"Matthew Danelo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Matthew Danelo","raw_affiliation_strings":["Media Consultant, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Media Consultant, USA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059484540","display_name":"Kate E. West","orcid":null},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kate West","raw_affiliation_strings":["University of Texas in Austin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Texas in Austin","institution_ids":["https://openalex.org/I86519309"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5026455481"],"corresponding_institution_ids":["https://openalex.org/I165733156"],"apc_list":null,"apc_paid":null,"fwci":8.8158,"has_fulltext":false,"cited_by_count":120,"citation_normalized_percentile":{"value":0.97254462,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"18","issue":"7","first_page":"1382","last_page":"1400"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10557","display_name":"Social Media and Politics","score":0.9997000098228455,"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":0.9997000098228455,"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/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9994000196456909,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9962999820709229,"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/homophily","display_name":"Homophily","score":0.9594529271125793},{"id":"https://openalex.org/keywords/valence","display_name":"Valence (chemistry)","score":0.6995760202407837},{"id":"https://openalex.org/keywords/conceptualization","display_name":"Conceptualization","score":0.6831821203231812},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5229166746139526},{"id":"https://openalex.org/keywords/politics","display_name":"Politics","score":0.5178021192550659},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.4776971638202667},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.46328797936439514},{"id":"https://openalex.org/keywords/presidential-election","display_name":"Presidential election","score":0.4226763844490051},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.39852508902549744},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.37950682640075684},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.2716483473777771},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.24700379371643066},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.12309792637825012},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.0782662034034729}],"concepts":[{"id":"https://openalex.org/C2779812341","wikidata":"https://www.wikidata.org/wiki/Q5891525","display_name":"Homophily","level":2,"score":0.9594529271125793},{"id":"https://openalex.org/C168900304","wikidata":"https://www.wikidata.org/wiki/Q171407","display_name":"Valence (chemistry)","level":2,"score":0.6995760202407837},{"id":"https://openalex.org/C90734943","wikidata":"https://www.wikidata.org/wiki/Q17008777","display_name":"Conceptualization","level":2,"score":0.6831821203231812},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5229166746139526},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.5178021192550659},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.4776971638202667},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.46328797936439514},{"id":"https://openalex.org/C2776129789","wikidata":"https://www.wikidata.org/wiki/Q858439","display_name":"Presidential election","level":3,"score":0.4226763844490051},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.39852508902549744},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.37950682640075684},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.2716483473777771},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.24700379371643066},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.12309792637825012},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.0782662034034729},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/1461444814555096","is_oa":false,"landing_page_url":"https://doi.org/10.1177/1461444814555096","pdf_url":null,"source":{"id":"https://openalex.org/S88603889","display_name":"New Media & Society","issn_l":"1461-4448","issn":["1461-4448","1461-7315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"New Media &amp; Society","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W74367042","https://openalex.org/W162149263","https://openalex.org/W1496282952","https://openalex.org/W1543393566","https://openalex.org/W1554338108","https://openalex.org/W1724365845","https://openalex.org/W1966114254","https://openalex.org/W1968760319","https://openalex.org/W1970295022","https://openalex.org/W1970602444","https://openalex.org/W1975812346","https://openalex.org/W1986936900","https://openalex.org/W1987425720","https://openalex.org/W1987925716","https://openalex.org/W1989521039","https://openalex.org/W1994020563","https://openalex.org/W2000186419","https://openalex.org/W2033351021","https://openalex.org/W2034218047","https://openalex.org/W2035638185","https://openalex.org/W2036389121","https://openalex.org/W2037392659","https://openalex.org/W2037481123","https://openalex.org/W2038634595","https://openalex.org/W2043246786","https://openalex.org/W2047940964","https://openalex.org/W2052273444","https://openalex.org/W2053081145","https://openalex.org/W2055386052","https://openalex.org/W2057188415","https://openalex.org/W2069736034","https://openalex.org/W2076134518","https://openalex.org/W2076182081","https://openalex.org/W2079090652","https://openalex.org/W2089363871","https://openalex.org/W2099516353","https://openalex.org/W2105275777","https://openalex.org/W2110313915","https://openalex.org/W2113732343","https://openalex.org/W2122901641","https://openalex.org/W2130354913","https://openalex.org/W2132953732","https://openalex.org/W2135844668","https://openalex.org/W2136048895","https://openalex.org/W2144245327","https://openalex.org/W2149910108","https://openalex.org/W2150840957","https://openalex.org/W2151881922","https://openalex.org/W2152284345","https://openalex.org/W2158053755","https://openalex.org/W2170413097","https://openalex.org/W2235960774","https://openalex.org/W2331771680","https://openalex.org/W2601845593","https://openalex.org/W2948781352","https://openalex.org/W2950774871","https://openalex.org/W2954322762","https://openalex.org/W2958688756","https://openalex.org/W3159318654","https://openalex.org/W3185579049","https://openalex.org/W4212876428","https://openalex.org/W4214529620","https://openalex.org/W4231553177","https://openalex.org/W4246589984","https://openalex.org/W4254981888","https://openalex.org/W4298185589","https://openalex.org/W4300107936"],"related_works":["https://openalex.org/W3185373886","https://openalex.org/W3010567961","https://openalex.org/W2588006872","https://openalex.org/W4385338594","https://openalex.org/W4200127153","https://openalex.org/W3175275009","https://openalex.org/W3119171992","https://openalex.org/W2011190096","https://openalex.org/W2036947108","https://openalex.org/W1971924293"],"abstract_inverted_index":{"This":[0,119],"study":[1,120],"integrates":[2],"network":[3,43,46],"and":[4,40,71,116,130],"content":[5],"analyses":[6],"to":[7,18,101,109],"examine":[8],"valence-based":[9,77],"homophily":[10,78,125],"on":[11,86],"Twitter":[12,33],"or":[13,69,97],"the":[14,26,81,122],"tendency":[15],"for":[16,60],"individuals":[17],"interact":[19],"with":[20,112],"those":[21],"expressing":[22],"similar":[23],"valence.":[24],"During":[25],"2012":[27],"federal":[28],"election":[29],"cycle,":[30],"we":[31,48],"collected":[32],"conversations":[34],"about":[35],"10":[36],"controversial":[37],"political":[38,72],"topics":[39],"mapped":[41],"their":[42,61,95],"ties.":[44],"Using":[45],"analysis,":[47],"discovered":[49],"clusters\u2014subgroups":[50],"of":[51,67,83,90,124,135],"highly":[52],"self-connected":[53],"users\u2014and":[54],"coded":[55],"messages":[56],"in":[57,88,94,138],"each":[58],"cluster":[59],"expressed":[62,91],"positive-to-negative":[63],"emotional":[64,92],"valence,":[65],"level":[66],"support":[68,98],"opposition,":[70],"leaning.":[73],"We":[74],"found":[75],"that":[76],"successfully":[79],"explained":[80],"selection":[82],"user":[84],"interactions":[85,137],"Twitter,":[87],"terms":[89],"valence":[93],"tweets":[96],"versus":[99],"criticism":[100],"an":[102],"issue.":[103],"It":[104],"also":[105],"finds":[106],"conservative":[107],"voices":[108],"be":[110],"associated":[111],"negatively":[113],"valenced":[114],"clusters":[115],"vice":[117],"versa.":[118],"expands":[121],"theory":[123],"beyond":[126],"its":[127],"traditional":[128],"conceptualization":[129],"provides":[131],"a":[132,139],"new":[133],"understanding":[134],"political-issue":[136],"social":[140],"media":[141],"context.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":16},{"year":2020,"cited_by_count":22},{"year":2019,"cited_by_count":16},{"year":2018,"cited_by_count":9},{"year":2017,"cited_by_count":9},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
