{"id":"https://openalex.org/W4407423380","doi":"https://doi.org/10.1007/s11042-026-21304-8","title":"A new hybrid intelligent approach for multimodal detection of suspected disinformation on TikTok","display_name":"A new hybrid intelligent approach for multimodal detection of suspected disinformation on TikTok","publication_year":2026,"publication_date":"2026-01-27","ids":{"openalex":"https://openalex.org/W4407423380","doi":"https://doi.org/10.1007/s11042-026-21304-8"},"language":"en","primary_location":{"id":"doi:10.1007/s11042-026-21304-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-026-21304-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-026-21304-8.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11042-026-21304-8.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055839415","display_name":"Jared D. T. Guerrero-Sosa","orcid":"https://orcid.org/0000-0001-7999-9870"},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"education","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Jared D. T. Guerrero-Sosa","raw_affiliation_strings":["Dpt. Inf. Systems and Technologies, University of Castilla La Mancha, Paseo de la Universidad, 4, Ciudad Real, Spain"],"raw_orcid":"https://orcid.org/0000-0001-7999-9870","affiliations":[{"raw_affiliation_string":"Dpt. Inf. Systems and Technologies, University of Castilla La Mancha, Paseo de la Universidad, 4, Ciudad Real, Spain","institution_ids":["https://openalex.org/I79189158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092186174","display_name":"Andr\u00e9s Montoro-Montarroso","orcid":"https://orcid.org/0000-0003-1893-3346"},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"education","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Andres Montoro-Montarroso","raw_affiliation_strings":["Dpt. Inf. Systems and Technologies, University of Castilla La Mancha, Paseo de la Universidad, 4, Ciudad Real, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dpt. Inf. Systems and Technologies, University of Castilla La Mancha, Paseo de la Universidad, 4, Ciudad Real, Spain","institution_ids":["https://openalex.org/I79189158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102893259","display_name":"Francisco P. Romero","orcid":"https://orcid.org/0000-0002-6993-2434"},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"education","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco P. Romero","raw_affiliation_strings":["Dpt. Inf. Systems and Technologies, University of Castilla La Mancha, Paseo de la Universidad, 4, Ciudad Real, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dpt. Inf. Systems and Technologies, University of Castilla La Mancha, Paseo de la Universidad, 4, Ciudad Real, Spain","institution_ids":["https://openalex.org/I79189158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058422287","display_name":"Jesus Serrano\u2010Guerrero","orcid":"https://orcid.org/0000-0002-6177-8188"},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"education","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jesus Serrano-Guerrero","raw_affiliation_strings":["Dpt. Inf. Systems and Technologies, University of Castilla La Mancha, Paseo de la Universidad, 4, Ciudad Real, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dpt. Inf. Systems and Technologies, University of Castilla La Mancha, Paseo de la Universidad, 4, Ciudad Real, Spain","institution_ids":["https://openalex.org/I79189158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022734768","display_name":"Jos\u00e9 \u00c1. Olivas","orcid":"https://orcid.org/0000-0003-4172-4729"},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"education","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose A. Olivas","raw_affiliation_strings":["Dpt. Inf. Systems and Technologies, University of Castilla La Mancha, Paseo de la Universidad, 4, Ciudad Real, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dpt. Inf. Systems and Technologies, University of Castilla La Mancha, Paseo de la Universidad, 4, Ciudad Real, Spain","institution_ids":["https://openalex.org/I79189158"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5055839415"],"corresponding_institution_ids":["https://openalex.org/I79189158"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.00158931,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"85","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9922999739646912,"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":0.9922999739646912,"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/disinformation","display_name":"Disinformation","score":0.952032208442688},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4817509651184082},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4148770868778229},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1637861728668213},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.11571004986763}],"concepts":[{"id":"https://openalex.org/C2776552730","wikidata":"https://www.wikidata.org/wiki/Q189656","display_name":"Disinformation","level":3,"score":0.952032208442688},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4817509651184082},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4148770868778229},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1637861728668213},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.11571004986763}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s11042-026-21304-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-026-21304-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-026-21304-8.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2502.06893","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2502.06893","pdf_url":"https://arxiv.org/pdf/2502.06893","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:doi:10.48550/arxiv.2502.06893","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2502.06893","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2502.06893","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.1007/s11042-026-21304-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-026-21304-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-026-21304-8.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1622782223","display_name":null,"funder_award_id":"MCIN/AEI/10","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G2262748287","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G2601397997","display_name":null,"funder_award_id":"10.13039/501100011033","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G300979063","display_name":null,"funder_award_id":"10.13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3397493294","display_name":null,"funder_award_id":"PID2019-104735RB-C42","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3480869486","display_name":null,"funder_award_id":"13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3681454997","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4042783231","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G410571670","display_name":null,"funder_award_id":"10.13039/501100011033","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G4115436907","display_name":null,"funder_award_id":"MCIN/AEI /10.13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G451917667","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G5080475149","display_name":null,"funder_award_id":"10.13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G5967599077","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G6717538712","display_name":null,"funder_award_id":"AEI /10.13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7084143925","display_name":null,"funder_award_id":"AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7266728691","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G8684520763","display_name":null,"funder_award_id":"PID2019","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320324466","display_name":"Universidad de Castilla-La Mancha","ror":"https://ror.org/05r78ng12"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4407423380.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3043508177","https://openalex.org/W4382752644","https://openalex.org/W4309170162","https://openalex.org/W2043544044","https://openalex.org/W3049488969","https://openalex.org/W3209170404","https://openalex.org/W2067549128"],"abstract_inverted_index":{"Abstract":[0],"The":[1,76,169],"rapid":[2],"spread":[3],"of":[4,70,104,163],"multimedia":[5],"content":[6],"on":[7,25],"social":[8],"media":[9],"platforms":[10],"such":[11,36],"as":[12,37],"TikTok":[13,74],"presents":[14],"significant":[15],"challenges":[16],"for":[17],"detecting":[18],"disinformation.":[19],"Traditional":[20],"detection":[21,42,69,121,137,194],"approaches":[22],"often":[23],"focus":[24],"text-based":[26],"analysis":[27,142],"or":[28],"multimodal":[29,80],"fusion":[30],"without":[31],"fully":[32],"addressing":[33],"key":[34,98],"issues":[35],"model":[38,89,165],"explainability,":[39],"bias":[40],"in":[41,73,101,119,135,190],"mechanisms,":[43],"and":[44,63,95,116,139,158,188],"personality":[45,140],"traits":[46,91],"associated":[47],"with":[48,83],"disinformation":[49,72,145,154,178],"spreaders.":[50],"This":[51],"study":[52],"proposes":[53],"a":[54,79,84,105],"novel":[55],"hybrid":[56],"intelligence":[57,192],"framework":[58,127],"that":[59,109,172,185],"integrates":[60],"deep":[61],"learning":[62],"fuzzy":[64,85,107],"logic":[65],"to":[66,88,131,143],"enhance":[67],"the":[68,102,120,136,161,164,173],"suspected":[71],"videos.":[75],"approach":[77,175],"combines":[78],"feature":[81],"analyser":[82],"logic-based":[86],"detector":[87],"behavioural":[90,112],"across":[92,166],"text,":[93],"audio,":[94],"video.":[96],"A":[97],"innovation":[99],"lies":[100],"use":[103],"hierarchical":[106],"system":[108],"linguistically":[110],"describes":[111],"dimensions,":[113],"enabling":[114],"explainable":[115],"human-like":[117],"reasoning":[118],"process.":[122],"Unlike":[123],"existing":[124],"studies,":[125],"this":[126],"incorporates":[128],"explainability":[129],"mechanisms":[130],"present":[132],"transparent":[133],"insights":[134],"process":[138],"trait":[141],"improve":[144],"suspicion":[146,179],"profiling.":[147],"Two":[148],"experiments":[149],"were":[150],"conducted:":[151],"one":[152],"evaluating":[153],"within":[155],"specific":[156],"contexts":[157],"another":[159],"assessing":[160],"scalability":[162],"diverse":[167],"topics.":[168],"results":[170],"demonstrate":[171],"proposed":[174],"effectively":[176],"identifies":[177],"while":[180],"generating":[181],"high-quality,":[182],"well-structured":[183],"reports":[184],"ameliorate":[186],"interpretability":[187],"trust":[189],"artificial":[191],"based":[193],"systems.":[195]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-02-13T00:00:00"}
