{"id":"https://openalex.org/W7127941702","doi":"https://doi.org/10.1051/itmconf/20268203013/pdf","title":"Deep Learning Solution for Monitoring Social Media Drug Sales","display_name":"Deep Learning Solution for Monitoring Social Media Drug Sales","publication_year":2026,"publication_date":"2026-02-04","ids":{"openalex":"https://openalex.org/W7127941702","doi":"https://doi.org/10.1051/itmconf/20268203013/pdf"},"language":"en","primary_location":{"id":"pmh:oai:edpsciences.org:dkey/10.1051/itmconf/20268203013","doi":"https://doi.org/10.1051/itmconf/20268203013/pdf","is_oa":true,"landing_page_url":"https://www.itm-conferences.org/10.1051/itmconf/20268203013/pdf","pdf_url":"https://www.itm-conferences.org/10.1051/itmconf/20268203013/pdf","source":{"id":"https://openalex.org/S4306400744","display_name":"Springer Link (Chiba Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I8488066","host_organization_name":"Chiba Institute of Technology","host_organization_lineage":["https://openalex.org/I8488066"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1051/itmconf/20268203013","raw_type":"Text"},"volume":null,"type":"article","indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.itm-conferences.org/10.1051/itmconf/20268203013/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5129733389","display_name":"S. Pushparani","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1330855593","display_name":"Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology","ror":"https://ror.org/05bc5bx80","country_code":"IN","type":"education","lineage":["https://openalex.org/I1330855593"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pushparani S","raw_affiliation_strings":["Associate Professor, Department of CSE , Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology , Avadi , Chennai600062 , India,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Associate Professor, Department of CSE , Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology , Avadi , Chennai600062 , India,","institution_ids":["https://openalex.org/I1330855593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125039120","display_name":"Vidya Sri B","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1330855593","display_name":"Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology","ror":"https://ror.org/05bc5bx80","country_code":"IN","type":"education","lineage":["https://openalex.org/I1330855593"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vidya Sri B","raw_affiliation_strings":["Undergraduate, Department of CSE , Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology , Avadi , Chennai 600062 , India,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Undergraduate, Department of CSE , Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology , Avadi , Chennai 600062 , India,","institution_ids":["https://openalex.org/I1330855593"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5124994037","display_name":"Sai Shireesh B","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1330855593","display_name":"Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology","ror":"https://ror.org/05bc5bx80","country_code":"IN","type":"education","lineage":["https://openalex.org/I1330855593"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sai Shireesh B","raw_affiliation_strings":["UndergraduateDepartment of CSE , Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology , Avadi , Chennai - 600062 , India,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UndergraduateDepartment of CSE , Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology , Avadi , Chennai - 600062 , India,","institution_ids":["https://openalex.org/I1330855593"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I1330855593"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07957391,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.48899999260902405,"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"}},"topics":[{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.48899999260902405,"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"}},{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.25679999589920044,"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"}},{"id":"https://openalex.org/T12519","display_name":"Cybercrime and Law Enforcement Studies","score":0.07880000025033951,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/social-media","display_name":"social media","score":0.7210000157356262},{"id":"https://openalex.org/keywords/telegrams","display_name":"telegrams","score":0.7570000290870667},{"id":"https://openalex.org/keywords/chatbots","display_name":"chatbots","score":0.906000018119812},{"id":"https://openalex.org/keywords/bert","display_name":"BERT","score":0.5049999952316284},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.3179999887943268},{"id":"https://openalex.org/keywords/image-detection","display_name":"image detection","score":0.656000018119812},{"id":"https://openalex.org/keywords/text-classification","display_name":"text classification","score":0.7099999785423279},{"id":"https://openalex.org/keywords/law-enforcement","display_name":"law enforcement","score":0.574999988079071},{"id":"https://openalex.org/keywords/online-drug-trafficking","display_name":"online drug trafficking","score":0.5759999752044678},{"id":"https://openalex.org/keywords/real-time-monitoring","display_name":"real-time monitoring","score":0.6179999709129333}],"concepts":[{"id":"https://openalex.org/C2779041454","wikidata":"https://www.wikidata.org/wiki/Q870780","display_name":"Chatbot","level":2,"score":0.8849999904632568},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6944000124931335},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6521999835968018},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6241999864578247},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.5547999739646912},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5446000099182129},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5174000263214111},{"id":"https://openalex.org/C2780262971","wikidata":"https://www.wikidata.org/wiki/Q44554","display_name":"Law enforcement","level":2,"score":0.49939998984336853},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.43389999866485596},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.41990000009536743},{"id":"https://openalex.org/C2779777834","wikidata":"https://www.wikidata.org/wiki/Q4202277","display_name":"Enforcement","level":2,"score":0.4004000127315521},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.3955000042915344},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3937000036239624},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3734000027179718},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.36559998989105225},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.3605000078678131},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.31139999628067017},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.30090001225471497},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2761000096797943},{"id":"https://openalex.org/C148524875","wikidata":"https://www.wikidata.org/wiki/Q6975395","display_name":"F1 score","level":2,"score":0.27489998936653137},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.26980000734329224},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.2551000118255615},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.2517000138759613}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:edpsciences.org:dkey/10.1051/itmconf/20268203013","doi":"https://doi.org/10.1051/itmconf/20268203013/pdf","is_oa":true,"landing_page_url":"https://www.itm-conferences.org/10.1051/itmconf/20268203013/pdf","pdf_url":"https://www.itm-conferences.org/10.1051/itmconf/20268203013/pdf","source":{"id":"https://openalex.org/S4306400744","display_name":"Springer Link (Chiba Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I8488066","host_organization_name":"Chiba Institute of Technology","host_organization_lineage":["https://openalex.org/I8488066"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1051/itmconf/20268203013","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:edpsciences.org:dkey/10.1051/itmconf/20268203013","doi":"https://doi.org/10.1051/itmconf/20268203013/pdf","is_oa":true,"landing_page_url":"https://www.itm-conferences.org/10.1051/itmconf/20268203013/pdf","pdf_url":"https://www.itm-conferences.org/10.1051/itmconf/20268203013/pdf","source":{"id":"https://openalex.org/S4306400744","display_name":"Springer Link (Chiba Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I8488066","host_organization_name":"Chiba Institute of Technology","host_organization_lineage":["https://openalex.org/I8488066"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1051/itmconf/20268203013","raw_type":"Text"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[{"score":0.5028957724571228,"display_name":"Peace, justice, and strong institutions","id":"https://metadata.un.org/sdg/16"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7127941702.pdf","grobid_xml":"https://content.openalex.org/works/W7127941702.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,36,66],"illegal":[1],"sale":[2],"of":[3,11,96],"drugs":[4],"using":[5,30,55],"social":[6],"media":[7],"is":[8,53],"a":[9,19,69],"matter":[10],"increasing":[12],"concern":[13],"among":[14],"governments.":[15],"This":[16],"study":[17],"proposes":[18],"deep-learning-based":[20,122],"method":[21],"to":[22,41,47,62,72],"monitor":[23],"such":[24],"activities":[25,113],"and":[26,45,76,98,104,110,119],"identify":[27],"drug-related":[28,49,87,112],"content":[29],"an":[31],"intelligent":[32],"Telegram-based":[33],"chatbot":[34,123],"system.":[35],"proposed":[37],"framework":[38],"uses":[39,68],"NLP":[40],"analyse":[42,83],"textual":[43],"messages":[44,75],"CNNs":[46],"detect":[48],"images.":[50,88],"Data":[51],"collection":[52],"performed":[54],"Telegram":[56,115],"APIs,":[57],"followed":[58],"by":[59],"preprocessing":[60],"steps":[61],"ensure":[63],"data":[64],"quality.":[65],"system":[67,108],"BERT-based":[70],"model":[71],"classify":[73],"suspicious":[74],"generate":[77],"alerts":[78],"automatically.":[79],"Additionally,":[80],"CNN":[81],"models":[82],"multimedia":[84],"posts":[85],"containing":[86],"Experimental":[89],"results":[90],"show":[91],"that":[92],"combining":[93],"the":[94,107],"detection":[95],"text":[97],"images":[99],"significantly":[100],"enhances":[101],"overall":[102],"accuracy":[103],"recall.":[105],"Overall,":[106],"monitors":[109],"identifies":[111],"on":[114],"in":[116,130],"real":[117],"time":[118],"demonstrates":[120],"how":[121],"technology":[124],"can":[125],"support":[126],"law":[127],"enforcement":[128],"agencies":[129],"enhancing":[131],"online":[132],"safety.":[133]},"counts_by_year":[],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2026-02-07T00:00:00"}
