{"id":"https://openalex.org/W4414515748","doi":"https://doi.org/10.1108/el-03-2025-0107","title":"Research on online disinformation identification based on information characteristics and large language models","display_name":"Research on online disinformation identification based on information characteristics and large language models","publication_year":2025,"publication_date":"2025-09-25","ids":{"openalex":"https://openalex.org/W4414515748","doi":"https://doi.org/10.1108/el-03-2025-0107"},"language":"en","primary_location":{"id":"doi:10.1108/el-03-2025-0107","is_oa":false,"landing_page_url":"https://doi.org/10.1108/el-03-2025-0107","pdf_url":null,"source":{"id":"https://openalex.org/S902750600","display_name":"The Electronic Library","issn_l":"0264-0473","issn":["0264-0473","1758-616X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Electronic Library","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/A5020582501","display_name":"Xiao-Hua Yu","orcid":"https://orcid.org/0000-0003-4472-4329"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohua Yu","raw_affiliation_strings":["East China Normal University School of Economics and Management, , Shanghai,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China Normal University School of Economics and Management, , Shanghai,","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"last","author":{"id":null,"display_name":"Duxin Shang","orcid":null},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Duxin Shang","raw_affiliation_strings":["East China Normal University School of Economics and Management, , Shanghai,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China Normal University School of Economics and Management, , Shanghai,","institution_ids":["https://openalex.org/I66867065"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.0646,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.92369859,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"43","issue":"5","first_page":"757","last_page":"776"},"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":0.983299970626831,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9670000076293945,"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/disinformation","display_name":"Disinformation","score":0.9817000031471252},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.7720999717712402},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5584999918937683},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5375999808311462},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.3467000126838684},{"id":"https://openalex.org/keywords/rand-index","display_name":"Rand index","score":0.3352999985218048}],"concepts":[{"id":"https://openalex.org/C2776552730","wikidata":"https://www.wikidata.org/wiki/Q189656","display_name":"Disinformation","level":3,"score":0.9817000031471252},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8159000277519226},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.7720999717712402},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5584999918937683},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5375999808311462},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5040000081062317},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.3467000126838684},{"id":"https://openalex.org/C111442797","wikidata":"https://www.wikidata.org/wiki/Q7291446","display_name":"Rand index","level":3,"score":0.3352999985218048},{"id":"https://openalex.org/C22467394","wikidata":"https://www.wikidata.org/wiki/Q849359","display_name":"Multidisciplinary approach","level":2,"score":0.3343000113964081},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3337000012397766},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28119999170303345},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2624000012874603},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2603999972343445},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.25380000472068787},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.25110000371932983}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1108/el-03-2025-0107","is_oa":false,"landing_page_url":"https://doi.org/10.1108/el-03-2025-0107","pdf_url":null,"source":{"id":"https://openalex.org/S902750600","display_name":"The Electronic Library","issn_l":"0264-0473","issn":["0264-0473","1758-616X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Electronic Library","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":57,"referenced_works":["https://openalex.org/W90970949","https://openalex.org/W1168253192","https://openalex.org/W1481679785","https://openalex.org/W1531042714","https://openalex.org/W1546111015","https://openalex.org/W1589025345","https://openalex.org/W1598959796","https://openalex.org/W1904811031","https://openalex.org/W1976779446","https://openalex.org/W2028916360","https://openalex.org/W2059052306","https://openalex.org/W2061474427","https://openalex.org/W2065403262","https://openalex.org/W2066203695","https://openalex.org/W2076838233","https://openalex.org/W2094340711","https://openalex.org/W2099813784","https://openalex.org/W2116926372","https://openalex.org/W2123109647","https://openalex.org/W2132553681","https://openalex.org/W2140283616","https://openalex.org/W2142869398","https://openalex.org/W2145780906","https://openalex.org/W2232384272","https://openalex.org/W2289397870","https://openalex.org/W2410465342","https://openalex.org/W2415054189","https://openalex.org/W2754324414","https://openalex.org/W2782032413","https://openalex.org/W2892268798","https://openalex.org/W2898712164","https://openalex.org/W2900471836","https://openalex.org/W2962745876","https://openalex.org/W2964263306","https://openalex.org/W2989851933","https://openalex.org/W2992405724","https://openalex.org/W3000155280","https://openalex.org/W3003836855","https://openalex.org/W3011865677","https://openalex.org/W3028756896","https://openalex.org/W3031781733","https://openalex.org/W3033996337","https://openalex.org/W3093077034","https://openalex.org/W3106278827","https://openalex.org/W3175531444","https://openalex.org/W4206582273","https://openalex.org/W4280611690","https://openalex.org/W4288089799","https://openalex.org/W4288729560","https://openalex.org/W4292361644","https://openalex.org/W4292779060","https://openalex.org/W4377164404","https://openalex.org/W4380767999","https://openalex.org/W4386914235","https://openalex.org/W4392367398","https://openalex.org/W4407840103","https://openalex.org/W6885954788"],"related_works":[],"abstract_inverted_index":{"Purpose":[0],"This":[1,168],"paper":[2,92,153,169],"aims":[3],"to":[4,80,164,173],"construct":[5],"a":[6,42,197],"multidisciplinary":[7],"theoretical":[8,43,176],"framework":[9,44,129],"for":[10,18,67,185,200],"online":[11,85],"disinformation":[12,32,49,69,162,179,203],"dissemination":[13,50,180],"and":[14,39,59,73,107,111,115,181],"summarizes":[15],"key":[16,64],"features":[17,65],"identification,":[19],"while":[20],"evaluating":[21],"the":[22,76,82,94,98,105,117,120,131,147,156,175],"effectiveness":[23],"of":[24,84,97,119,134,158,178,193],"evaluation-index-based":[25],"methods":[26],"in":[27,36,70,138,151,160,206],"large":[28],"language":[29],"models":[30,109],"(LLMs)-driven":[31],"identification.":[33],"Design/methodology/approach":[34],"Grounded":[35],"communication,":[37],"psychological":[38],"sociological":[40],"theories,":[41],"is":[45],"developed":[46],"by":[47],"deconstructing":[48],"into":[51],"four":[52],"components:":[53],"information":[54],"source,":[55],"content,":[56],"release":[57],"entity":[58],"receiver.":[60],"The":[61,127,142,190],"system":[62],"integrates":[63,170],"used":[66],"identifying":[68,161],"existing":[71],"research":[72],"applications,":[74],"with":[75,101,110,116,123],"GPT-4":[77,99,121],"model":[78,100,122],"applied":[79],"study":[81],"identification":[83,95,140,188,204],"disinformation.":[86],"To":[87],"ensure":[88],"robust":[89],"results,":[90],"this":[91,152],"compares":[93],"results":[96,118,144],"no":[102],"evaluation":[103,113,124,136,148,165,194],"indicators;":[104,114],"ERNIE-3.5-128K":[106],"GLM-4-PLUS":[108],"without":[112],"indicators.":[125],"Findings":[126],"proposed":[128],"highlights":[130],"critical":[132],"role":[133],"multidimensional":[135],"metrics":[137,195],"enhancing":[139],"accuracy.":[141],"experimental":[143],"show":[145],"that":[146],"index":[149],"constructed":[150],"significantly":[154],"improves":[155],"performance":[157],"LLMs":[159],"compared":[163],"index-free.":[166],"Originality/value":[167],"interdisciplinary":[171],"perspectives":[172],"advance":[174],"understanding":[177],"provides":[182],"actionable":[183],"insights":[184],"optimizing":[186],"automated":[187],"systems.":[189],"empirical":[191],"validation":[192],"offers":[196],"scalable":[198],"methodology":[199],"improving":[201],"LLM-based":[202],"tools":[205],"practice.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
