{"id":"https://openalex.org/W3036049456","doi":"https://doi.org/10.1007/978-3-030-51310-8_17","title":"The Role of Personality and Linguistic Patterns in Discriminating Between Fake News Spreaders and Fact Checkers","display_name":"The Role of Personality and Linguistic Patterns in Discriminating Between Fake News Spreaders and Fact Checkers","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3036049456","doi":"https://doi.org/10.1007/978-3-030-51310-8_17","mag":"3036049456"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-51310-8_17","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-51310-8_17","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-51310-8_17.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-51310-8_17.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072912426","display_name":"Anastasia Giachanou","orcid":"https://orcid.org/0000-0002-7601-8667"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Anastasia Giachanou","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068653072","display_name":"Esteban A. R\u00edssola","orcid":"https://orcid.org/0000-0001-7072-4096"},"institutions":[{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Esteban A. R\u00edssola","raw_affiliation_strings":["Universit\u00e0 della Svizzera italiana, Lugano, Switzerland"],"affiliations":[{"raw_affiliation_string":"Universit\u00e0 della Svizzera italiana, Lugano, Switzerland","institution_ids":["https://openalex.org/I57201433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004191261","display_name":"Bilal Ghanem","orcid":"https://orcid.org/0000-0001-7973-8574"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Bilal Ghanem","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012367814","display_name":"F\u00e1bio Crestani","orcid":"https://orcid.org/0000-0001-8672-0700"},"institutions":[{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Fabio Crestani","raw_affiliation_strings":["Universit\u00e0 della Svizzera italiana, Lugano, Switzerland"],"affiliations":[{"raw_affiliation_string":"Universit\u00e0 della Svizzera italiana, Lugano, Switzerland","institution_ids":["https://openalex.org/I57201433"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053947754","display_name":"Paolo Rosso","orcid":"https://orcid.org/0000-0002-8922-1242"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Paolo Rosso","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5072912426"],"corresponding_institution_ids":["https://openalex.org/I60053951"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":82.1075,"has_fulltext":true,"cited_by_count":54,"citation_normalized_percentile":{"value":0.99927822,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"181","last_page":"192"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9998999834060669,"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/T11644","display_name":"Spam and Phishing Detection","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9930999875068665,"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/computer-science","display_name":"Computer science","score":0.8468430042266846},{"id":"https://openalex.org/keywords/fake-news","display_name":"Fake news","score":0.6852521896362305},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6307730674743652},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6078945994377136},{"id":"https://openalex.org/keywords/big-five-personality-traits","display_name":"Big Five personality traits","score":0.5371077656745911},{"id":"https://openalex.org/keywords/personality","display_name":"Personality","score":0.5151647329330444},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.43014830350875854},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4242570698261261},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3770464062690735},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.36693131923675537},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3496500849723816},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.18919727206230164},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.18573901057243347},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09235817193984985}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8468430042266846},{"id":"https://openalex.org/C2779756789","wikidata":"https://www.wikidata.org/wiki/Q28549308","display_name":"Fake news","level":2,"score":0.6852521896362305},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6307730674743652},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6078945994377136},{"id":"https://openalex.org/C2865642","wikidata":"https://www.wikidata.org/wiki/Q378132","display_name":"Big Five personality traits","level":3,"score":0.5371077656745911},{"id":"https://openalex.org/C187288502","wikidata":"https://www.wikidata.org/wiki/Q641118","display_name":"Personality","level":2,"score":0.5151647329330444},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.43014830350875854},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4242570698261261},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3770464062690735},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.36693131923675537},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3496500849723816},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.18919727206230164},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.18573901057243347},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09235817193984985},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-030-51310-8_17","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-51310-8_17","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-51310-8_17.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:pubmedcentral.nih.gov:7298180","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7298180","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Natural Language Processing and Information Systems","raw_type":"Text"},{"id":"pmh:oai:riunet.upv.es:10251/179851","is_oa":true,"landing_page_url":"http://hdl.handle.net/10251/179851","pdf_url":null,"source":{"id":"https://openalex.org/S4306401500","display_name":"RiuNet (Politechnical University of Valencia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60053951","host_organization_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","host_organization_lineage":["https://openalex.org/I60053951"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.1007/978-3-030-51310-8_17","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-51310-8_17","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-51310-8_17.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[{"score":0.7200000286102295,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G1009240154","display_name":null,"funder_award_id":"PGC2018-096212-B-C31","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G1564728090","display_name":"Early Fake News Detection on Social Media","funder_award_id":"181441","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G1889848332","display_name":null,"funder_award_id":"Early Postdoc Mobility","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G3821925137","display_name":null,"funder_award_id":"PGC2018-09","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G45908958","display_name":null,"funder_award_id":"Mobility","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G4879558682","display_name":null,"funder_award_id":"P2TIP2_181441","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G490073602","display_name":null,"funder_award_id":"PGC2018","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"},{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3036049456.pdf","grobid_xml":"https://content.openalex.org/works/W3036049456.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W30587056","https://openalex.org/W1641003075","https://openalex.org/W1737668050","https://openalex.org/W2028542415","https://openalex.org/W2058049360","https://openalex.org/W2085161271","https://openalex.org/W2127939879","https://openalex.org/W2159981908","https://openalex.org/W2162010436","https://openalex.org/W2250539671","https://openalex.org/W2463843470","https://openalex.org/W2512312881","https://openalex.org/W2604748278","https://openalex.org/W2743284040","https://openalex.org/W2753241397","https://openalex.org/W2759820691","https://openalex.org/W2790166049","https://openalex.org/W2794557536","https://openalex.org/W2810026022","https://openalex.org/W2891177506","https://openalex.org/W2891453035","https://openalex.org/W2915177913","https://openalex.org/W2954262004","https://openalex.org/W2954960099","https://openalex.org/W2955681503","https://openalex.org/W2963416784","https://openalex.org/W2963931075","https://openalex.org/W2964892870","https://openalex.org/W2966657483","https://openalex.org/W2980382150","https://openalex.org/W3023367181","https://openalex.org/W3031781733","https://openalex.org/W3120669575","https://openalex.org/W3122883818","https://openalex.org/W6603242443"],"related_works":["https://openalex.org/W2890339288","https://openalex.org/W2966672946","https://openalex.org/W4293226380","https://openalex.org/W3137554057","https://openalex.org/W3205414356","https://openalex.org/W3015693164","https://openalex.org/W2942388309","https://openalex.org/W2996237090","https://openalex.org/W3137972732","https://openalex.org/W3166592327"],"abstract_inverted_index":{"Users":[0],"play":[1],"a":[2,31,72,135,138,143,153],"critical":[3],"role":[4],"in":[5,30,173,190],"the":[6,50,53,88,129,188],"creation":[7],"and":[8,16,36,94,158,169,183,194],"propagation":[9],"of":[10,52,74],"fake":[11,92,121,145],"news":[12,27,93,122,146],"online":[13],"by":[14],"consuming":[15],"sharing":[17],"articles":[18,40,67],"with":[19,87,162],"inaccurate":[20],"information":[21,43],"either":[22],"intentionally":[23],"or":[24,142],"unintentionally.":[25],"Fake":[26],"are":[28,79,100,107],"written":[29],"way":[32],"to":[33,62,81,90,111],"confuse":[34],"readers":[35],"therefore":[37],"understanding":[38],"which":[39,66],"contain":[41,68],"fabricated":[42,69],"is":[44,150],"very":[45],"challenging":[46],"for":[47],"non-experts.":[48],"Given":[49],"difficulty":[51],"task,":[54],"several":[55,77],"fact":[56,103,140],"checking":[57],"websites":[58],"have":[59],"been":[60],"developed":[61],"raise":[63],"awareness":[64],"about":[65],"information.":[70],"As":[71],"result":[73],"those":[75],"platforms,":[76],"users":[78,99,108],"interested":[80],"share":[82,112],"posts":[83],"that":[84,132,164,179],"cite":[85],"evidence":[86],"aim":[89],"refute":[91],"warn":[95],"other":[96],"users.":[97],"These":[98],"known":[101],"as":[102,119,137],"checkers.":[104],"However,":[105],"there":[106],"who":[109,115],"tend":[110],"false":[113],"information,":[114],"can":[116,133,186],"be":[117],"characterised":[118],"potential":[120,139,144],"spreaders.":[123,195],"In":[124],"this":[125],"paper,":[126],"we":[127],"propose":[128],"CheckerOrSpreader":[130],"model":[131,149],"classify":[134],"user":[136],"checker":[141],"spreader.":[147],"Our":[148],"based":[151],"on":[152],"Convolutional":[154],"Neural":[155],"Network":[156],"(CNN)":[157],"combines":[159],"word":[160],"embeddings":[161],"features":[163],"represent":[165],"users\u2019":[166],"personality":[167,184],"traits":[168,185],"linguistic":[170,181],"patterns":[171,182],"used":[172],"their":[174],"tweets.":[175],"Experimental":[176],"results":[177],"show":[178],"leveraging":[180],"improve":[187],"performance":[189],"differentiating":[191],"between":[192],"checkers":[193]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":10}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
