{"id":"https://openalex.org/W7014159467","doi":null,"title":"Online Information Consumption and Self-Reported Importance on Sociopolitical Issues: Investigating potential Dissonance using Large Language Models","display_name":"Online Information Consumption and Self-Reported Importance on Sociopolitical Issues: Investigating potential Dissonance using Large Language Models","publication_year":2024,"publication_date":"2024-10-22","ids":{"openalex":"https://openalex.org/W7014159467"},"language":"en","primary_location":{"id":"pmh:oai:aaltodoc.aalto.fi:123456789/132438","doi":null,"is_oa":true,"landing_page_url":"https://aaltodoc.aalto.fi/handle/123456789/132438","pdf_url":"https://aaltodoc.aalto.fi/bitstreams/69457702-bc47-4a1d-a40b-2445da5c33ec/download","source":{"id":"https://openalex.org/S4306401662","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"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":"G2 Pro gradu, diplomity\u00f6"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://aaltodoc.aalto.fi/bitstreams/69457702-bc47-4a1d-a40b-2445da5c33ec/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Marin Colome, Miquel","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Marin Colome, Miquel","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"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":true,"primary_topic":{"id":"https://openalex.org/T10557","display_name":"Social Media and Politics","score":0.8755000233650208,"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":0.8755000233650208,"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/T13718","display_name":"Media Influence and Politics","score":0.07530000060796738,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.020800000056624413,"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/online-information-consumption","display_name":"online information consumption","score":0.9399999976158142},{"id":"https://openalex.org/keywords/sociopolitical-issues","display_name":"socio-political issues","score":0.8790000081062317},{"id":"https://openalex.org/keywords/russia-ukraine-war","display_name":"Russian invasion of Ukraine","score":0.621999979019165},{"id":"https://openalex.org/keywords/political-polarization","display_name":"political polarization","score":0.5569999814033508},{"id":"https://openalex.org/keywords/political-participation","display_name":"political participation","score":0.5450000166893005},{"id":"https://openalex.org/keywords/political-interest","display_name":"political interest","score":0.49300000071525574},{"id":"https://openalex.org/keywords/political-education","display_name":"political education","score":0.8299999833106995},{"id":"https://openalex.org/keywords/topic-modeling","display_name":"topic modeling","score":0.5149999856948853}],"concepts":[{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.34700000286102295},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.2761000096797943},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.27000001072883606},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.2667999863624573},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.26499998569488525},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.25099998712539673},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.23499999940395355},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2329999953508377},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.22840000689029694},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.22499999403953552}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:aaltodoc.aalto.fi:123456789/132438","doi":null,"is_oa":true,"landing_page_url":"https://aaltodoc.aalto.fi/handle/123456789/132438","pdf_url":"https://aaltodoc.aalto.fi/bitstreams/69457702-bc47-4a1d-a40b-2445da5c33ec/download","source":{"id":"https://openalex.org/S4306401662","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"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":"G2 Pro gradu, diplomity\u00f6"}],"best_oa_location":{"id":"pmh:oai:aaltodoc.aalto.fi:123456789/132438","doi":null,"is_oa":true,"landing_page_url":"https://aaltodoc.aalto.fi/handle/123456789/132438","pdf_url":"https://aaltodoc.aalto.fi/bitstreams/69457702-bc47-4a1d-a40b-2445da5c33ec/download","source":{"id":"https://openalex.org/S4306401662","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"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":"G2 Pro gradu, diplomity\u00f6"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, justice, and strong institutions","score":0.6601999998092651}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321394","display_name":"Aalto-Yliopisto","ror":"https://ror.org/020hwjq30"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7014159467.pdf","grobid_xml":"https://content.openalex.org/works/W7014159467.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1555148682","https://openalex.org/W1614298861","https://openalex.org/W1815076433","https://openalex.org/W1816313093","https://openalex.org/W1959608418","https://openalex.org/W2133564696","https://openalex.org/W2525778437","https://openalex.org/W2594475271","https://openalex.org/W2885185669","https://openalex.org/W2896457183","https://openalex.org/W2897105542","https://openalex.org/W2950635152","https://openalex.org/W2971874326","https://openalex.org/W2975059944","https://openalex.org/W2980282514","https://openalex.org/W3030163527","https://openalex.org/W3177813494","https://openalex.org/W3198002980","https://openalex.org/W3211686893","https://openalex.org/W4281483047","https://openalex.org/W4283026156","https://openalex.org/W4310923309","https://openalex.org/W4322718191","https://openalex.org/W4376653732","https://openalex.org/W4385436553","https://openalex.org/W4390647650","https://openalex.org/W4391158659","https://openalex.org/W7106555112"],"related_works":["https://openalex.org/W6929108386","https://openalex.org/W3152645635","https://openalex.org/W3107667978","https://openalex.org/W6901819937","https://openalex.org/W2907170452","https://openalex.org/W7139649692","https://openalex.org/W4390281361","https://openalex.org/W4408788703","https://openalex.org/W4416384808","https://openalex.org/W6946279749"],"abstract_inverted_index":{"The":[0],"rapid":[1],"growth":[2],"of":[3,40,68,107,165,170,194,226,235,250,264],"digital":[4,31,101,269],"media":[5,32,81,196,251],"and":[6,15,38,77,128,134,213,239,271],"online":[7,47,80,140],"platforms":[8],"has":[9,33,146],"transformed":[10],"the":[11,23,66,86,97,150,168,233,268,273],"way":[12,274],"citizens":[13],"access":[14],"consume":[16],"socio-political":[17,75],"information.":[18],"Despite":[19],"this":[20,58,229,259],"democratization":[21],"in":[22,89,124,139,237,267,278],"information":[24,48],"dissemination,":[25],"some":[26,192,216],"researchers":[27],"have":[28,51],"suggested":[29],"that":[30,258],"also":[34,231],"contributed":[35],"to":[36,55,63,65,148,182,191],"fragmentation":[37],"polarization":[39],"political":[41,211,241,265],"opinions.":[42],"So":[43],"far,":[44],"surveys":[45,166],"on":[46,74,85,92,167],"consumption":[49,82],"patterns":[50],"not":[52,223],"been":[53],"able":[54],"adequately":[56],"explain":[57],"phenomenon.":[59],"This":[60],"thesis":[61,260],"aims":[62],"contribute":[64],"investigation":[67],"dissonance":[69],"between":[70],"individuals\u2019":[71],"self-reported":[72],"importance":[73,169],"issues":[76,137,184],"their":[78],"actual":[79],"patterns,":[83],"focusing":[84],"current":[87],"conflict":[88],"Ukraine.":[90],"Based":[91],"a":[93,105,116,177],"novel":[94],"methodological":[95],"approach,":[96],"study":[98],"combines":[99],"unobtrusive":[100],"behavioral":[102],"data":[103],"from":[104],"panel":[106],"German":[108],"internet":[109],"users":[110,198],"with":[111,163,180,201,218],"survey":[112],"responses":[113],"collected":[114],"over":[115],"12-month":[117],"period.":[118],"Using":[119],"natural":[120],"language":[121,130],"processing":[122],"techniques,":[123],"particular":[125],"topic":[126],"modeling":[127],"large":[129],"models,":[131],"we":[132],"identify":[133],"categorize":[135],"sociopolitical":[136,172],"present":[138],"content":[141,204],"consumed":[142],"by":[143],"individuals.":[144],"Meta-Llama-3-8B-Instruct":[145],"proven":[147],"be":[149,161,256],"most":[151],"efficient":[152],"model":[153],"for":[154,246,275],"our":[155,262],"purposes.":[156],"These":[157],"results":[158],"will":[159],"later":[160],"compared":[162],"those":[164],"various":[171],"issues.":[173],"Our":[174],"findings":[175],"reveal":[176],"prevalent":[178],"misalignment,":[179],"underexposure":[181],"important":[183],"being":[185],"more":[186,202,247],"common":[187],"than":[188,205],"overexposure.":[189],"Contrary":[190],"theories":[193],"passive":[195],"consumption,":[197],"rarely":[199],"engage":[200],"Ukraine-related":[203],"they":[206],"deem":[207],"necessary.":[208],"Furthermore,":[209],"while":[210],"interest":[212],"education":[214],"show":[215],"correlation":[217],"dissonance,":[219],"these":[220],"factors":[221],"are":[222],"strongly":[224],"predictive":[225],"alignment.":[227],"Methodologically,":[228],"research":[230],"highlights":[232],"effectiveness":[234],"LLMs":[236],"analyzing":[238],"categorizing":[240],"content,":[242],"opening":[243],"new":[244],"possibilities":[245],"in-depth":[248],"analysis":[249],"consumption.":[252],"Overall,":[253],"it":[254],"could":[255],"concluded":[257],"enhances":[261],"understanding":[263],"engagement":[266],"age":[270],"paves":[272],"future":[276],"studies":[277],"computational":[279],"social":[280],"science.":[281]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2025-10-10T00:00:00"}