{"id":"https://openalex.org/W2885070483","doi":"https://doi.org/10.1109/tifs.2018.2866319","title":"A Multimodal Deep Learning Method for Android Malware Detection Using Various Features","display_name":"A Multimodal Deep Learning Method for Android Malware Detection Using Various Features","publication_year":2018,"publication_date":"2018-08-21","ids":{"openalex":"https://openalex.org/W2885070483","doi":"https://doi.org/10.1109/tifs.2018.2866319","mag":"2885070483"},"language":"en","primary_location":{"id":"doi:10.1109/tifs.2018.2866319","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2018.2866319","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Information Forensics and Security","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pureadmin.qub.ac.uk/ws/files/155947093/taegu_final_aceepted_trans_ifs.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044407047","display_name":"TaeGuen Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"TaeGuen Kim","raw_affiliation_strings":["Department of Computer and Software, Hanyang University, Seoul, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Software, Hanyang University, Seoul, South Korea","institution_ids":["https://openalex.org/I4575257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007577685","display_name":"BooJoong Kang","orcid":"https://orcid.org/0000-0001-5984-9867"},"institutions":[{"id":"https://openalex.org/I126231945","display_name":"Queen's University Belfast","ror":"https://ror.org/00hswnk62","country_code":"GB","type":"education","lineage":["https://openalex.org/I126231945"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"BooJoong Kang","raw_affiliation_strings":["Centre for Secure Information Technologies, Queen\u2019s University of Belfast, Belfast, U.K","Centre for Secure Information Technologies, Queen's University of Belfast, Belfast, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Secure Information Technologies, Queen\u2019s University of Belfast, Belfast, U.K","institution_ids":["https://openalex.org/I126231945"]},{"raw_affiliation_string":"Centre for Secure Information Technologies, Queen's University of Belfast, Belfast, U.K","institution_ids":["https://openalex.org/I126231945"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078928762","display_name":"Mina Rho","orcid":"https://orcid.org/0000-0002-2724-9477"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Mina Rho","raw_affiliation_strings":["Department of Computer Science and Engineering, Hanyang University, Seoul, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Hanyang University, Seoul, South Korea","institution_ids":["https://openalex.org/I4575257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103745938","display_name":"Sakir Sezer","orcid":null},"institutions":[{"id":"https://openalex.org/I126231945","display_name":"Queen's University Belfast","ror":"https://ror.org/00hswnk62","country_code":"GB","type":"education","lineage":["https://openalex.org/I126231945"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sakir Sezer","raw_affiliation_strings":["Centre for Secure Information Technologies, Queen\u2019s University of Belfast, Belfast, U.K","Centre for Secure Information Technologies, Queen's University of Belfast, Belfast, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Secure Information Technologies, Queen\u2019s University of Belfast, Belfast, U.K","institution_ids":["https://openalex.org/I126231945"]},{"raw_affiliation_string":"Centre for Secure Information Technologies, Queen's University of Belfast, Belfast, U.K","institution_ids":["https://openalex.org/I126231945"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009979103","display_name":"Eul Gyu Im","orcid":"https://orcid.org/0000-0002-4130-513X"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Eul Gyu Im","raw_affiliation_strings":["Department of Computer Science and Engineering, Hanyang University, Seoul, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Hanyang University, Seoul, South Korea","institution_ids":["https://openalex.org/I4575257"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":32.4229,"has_fulltext":true,"cited_by_count":506,"citation_normalized_percentile":{"value":0.99869647,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"14","issue":"3","first_page":"773","last_page":"788"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9934999942779541,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.991599977016449,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8644270896911621},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.8556064367294312},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.7269448041915894},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6733070611953735},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.665357232093811},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.625873863697052},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5823465585708618},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5048306584358215},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.5012884140014648},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.47259315848350525},{"id":"https://openalex.org/keywords/android-malware","display_name":"Android malware","score":0.46747633814811707},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33731609582901},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3238815367221832},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.1399858295917511},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10418254137039185}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8644270896911621},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.8556064367294312},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.7269448041915894},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6733070611953735},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.665357232093811},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.625873863697052},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5823465585708618},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5048306584358215},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.5012884140014648},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.47259315848350525},{"id":"https://openalex.org/C2989133298","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android malware","level":3,"score":0.46747633814811707},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33731609582901},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3238815367221832},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.1399858295917511},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10418254137039185}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tifs.2018.2866319","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2018.2866319","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Information Forensics and Security","raw_type":"journal-article"},{"id":"pmh:oai:pure.qub.ac.uk/portal:publications/45ba32ab-1533-492c-b268-43977b793fe0","is_oa":true,"landing_page_url":"https://pure.qub.ac.uk/en/publications/45ba32ab-1533-492c-b268-43977b793fe0","pdf_url":"https://pureadmin.qub.ac.uk/ws/files/155947093/taegu_final_aceepted_trans_ifs.pdf","source":{"id":"https://openalex.org/S4306402319","display_name":"Research Portal (Queen's University Belfast)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I126231945","host_organization_name":"Queen's University Belfast","host_organization_lineage":["https://openalex.org/I126231945"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Kim , T , Kang , B , Rho , M , Sezer , S & Im , E G 2018 , ' A Multimodal Deep Learning Method for Android Malware Detection using Various Features ' , IEEE Transactions on Information Forensics and Security , vol. 14 , no. 3 , pp. 773-788 . https://doi.org/10.1109/TIFS.2018.2866319","raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:pure.qub.ac.uk/portal:publications/45ba32ab-1533-492c-b268-43977b793fe0","is_oa":true,"landing_page_url":"https://pure.qub.ac.uk/en/publications/45ba32ab-1533-492c-b268-43977b793fe0","pdf_url":"https://pureadmin.qub.ac.uk/ws/files/155947093/taegu_final_aceepted_trans_ifs.pdf","source":{"id":"https://openalex.org/S4306402319","display_name":"Research Portal (Queen's University Belfast)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I126231945","host_organization_name":"Queen's University Belfast","host_organization_lineage":["https://openalex.org/I126231945"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Kim , T , Kang , B , Rho , M , Sezer , S & Im , E G 2018 , ' A Multimodal Deep Learning Method for Android Malware Detection using Various Features ' , IEEE Transactions on Information Forensics and Security , vol. 14 , no. 3 , pp. 773-788 . https://doi.org/10.1109/TIFS.2018.2866319","raw_type":"article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2241406505","display_name":null,"funder_award_id":"EP/R007187/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G2311693355","display_name":null,"funder_award_id":"NRF-2016R1A2B4015254","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G266217951","display_name":null,"funder_award_id":"IITP-2018","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G4013216055","display_name":null,"funder_award_id":"2016R1A2B4015254","funder_id":"https://openalex.org/F4320322030","funder_display_name":"Ministry of Science, ICT and Future Planning"},{"id":"https://openalex.org/G4935217039","display_name":null,"funder_award_id":"IITP-2018-2013-1-00881","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G5445011987","display_name":null,"funder_award_id":"EP/K004379/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G6226807331","display_name":null,"funder_award_id":"2017-0-00388","funder_id":"https://openalex.org/F4320322030","funder_display_name":"Ministry of Science, ICT and Future Planning"},{"id":"https://openalex.org/G6577499357","display_name":null,"funder_award_id":"EP/N508664/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G731362650","display_name":null,"funder_award_id":"IITP-2018-2013-1-00881","funder_id":"https://openalex.org/F4320322030","funder_display_name":"Ministry of Science, ICT and Future Planning"},{"id":"https://openalex.org/G7539677363","display_name":null,"funder_award_id":"2017-0-00388","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"}],"funders":[{"id":"https://openalex.org/F4320320357","display_name":"Queen's University Belfast","ror":"https://ror.org/00hswnk62"},{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320321832","display_name":"Queen's University","ror":"https://ror.org/02y72wh86"},{"id":"https://openalex.org/F4320322030","display_name":"Ministry of Science, ICT and Future Planning","ror":"https://ror.org/032e49973"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320324891","display_name":"Iran Telecommunication Research Center","ror":"https://ror.org/01a3g2z22"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2885070483.pdf"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W307864394","https://openalex.org/W1445387515","https://openalex.org/W1503398984","https://openalex.org/W1522301498","https://openalex.org/W1545528966","https://openalex.org/W1665214252","https://openalex.org/W1666731339","https://openalex.org/W1856835768","https://openalex.org/W1865564993","https://openalex.org/W1893133781","https://openalex.org/W1943233084","https://openalex.org/W1964241047","https://openalex.org/W1971497680","https://openalex.org/W1984008582","https://openalex.org/W1988036170","https://openalex.org/W1994588724","https://openalex.org/W1997201541","https://openalex.org/W1999728176","https://openalex.org/W2007857904","https://openalex.org/W2018956134","https://openalex.org/W2027538101","https://openalex.org/W2041276426","https://openalex.org/W2060692877","https://openalex.org/W2063439127","https://openalex.org/W2077565113","https://openalex.org/W2085700758","https://openalex.org/W2095705004","https://openalex.org/W2101800210","https://openalex.org/W2122672392","https://openalex.org/W2131498344","https://openalex.org/W2141198770","https://openalex.org/W2152149943","https://openalex.org/W2168103835","https://openalex.org/W2170770919","https://openalex.org/W2171389360","https://openalex.org/W2184188583","https://openalex.org/W2184638288","https://openalex.org/W2313513770","https://openalex.org/W2562836854","https://openalex.org/W2563758005","https://openalex.org/W2599823825","https://openalex.org/W2729570489","https://openalex.org/W2963208797","https://openalex.org/W2963777745","https://openalex.org/W4231109964","https://openalex.org/W4243631322","https://openalex.org/W4256462051","https://openalex.org/W6628532452","https://openalex.org/W6637242042","https://openalex.org/W6639024520","https://openalex.org/W6655363825","https://openalex.org/W6674330103","https://openalex.org/W6684801420","https://openalex.org/W6684866844","https://openalex.org/W6686207219","https://openalex.org/W6730713231","https://openalex.org/W6737181878","https://openalex.org/W6741121811"],"related_works":["https://openalex.org/W2782775281","https://openalex.org/W4312334973","https://openalex.org/W2560361988","https://openalex.org/W2507113366","https://openalex.org/W4327939473","https://openalex.org/W2085301524","https://openalex.org/W2591124010","https://openalex.org/W4311848503","https://openalex.org/W2717179875","https://openalex.org/W4249118297"],"abstract_inverted_index":{"With":[0,113],"the":[1,6,20,50,59,97,101,109,122,131,147,169,174,188],"widespread":[2],"use":[3],"of":[4,8,27,46,52,100,124,141,149,154,176,190,195],"smartphones,":[5],"number":[7],"malware":[9,25,39,76,91,111],"has":[10],"been":[11],"increasing":[12],"exponentially.":[13],"Among":[14],"smart":[15],"devices,":[16],"android":[17,38,53,110],"devices":[18,23],"are":[19,61],"most":[21],"targeted":[22],"by":[24],"because":[26],"their":[28],"high":[29],"popularity.":[30],"This":[31,94],"paper":[32,95],"proposes":[33],"a":[34,79,90,139],"novel":[35],"framework":[36,42,164,192],"for":[37,71],"detection.":[40,77,112],"Our":[41],"uses":[43],"various":[44,56,136,166],"kinds":[45],"features":[47,60],"to":[48,86,105,120],"reflect":[49],"properties":[51],"applications":[54],"from":[55],"aspects,":[57],"and":[58,179],"refined":[62],"using":[63],"our":[64,114,150,163,180,191],"existence-based":[65],"or":[66],"similarity-based":[67],"feature":[68,73,127,181],"extraction":[69],"method":[70,83],"effective":[72],"representation":[74,182],"on":[75],"Besides,":[78],"multimodal":[80,102],"deep":[81,103,156,200],"learning":[82,104],"is":[84,96],"proposed":[85],"be":[87,106],"used":[88,107],"as":[89],"detection":[92,115],"model.":[93],"first":[98],"study":[99],"in":[108,165,171],"model,":[116],"it":[117],"was":[118],"possible":[119],"maximize":[121],"benefits":[123],"encompassing":[125],"multiple":[126],"types.":[128],"To":[129],"evaluate":[130],"performance,":[132],"we":[133,161,186],"carried":[134],"out":[135],"experiments":[137],"with":[138,152,193],"total":[140],"41":[142],"260":[143],"samples.":[144],"We":[145],"compared":[146,187],"accuracy":[148],"model":[151,172],"that":[153],"other":[155,196],"neural":[157],"network":[158],"models.":[159],"Furthermore,":[160],"evaluated":[162],"aspects":[167],"including":[168,199],"efficiency":[170],"updates,":[173],"usefulness":[175],"diverse":[177],"features,":[178],"method.":[183],"In":[184],"addition,":[185],"performance":[189],"those":[194],"existing":[197],"methods":[198],"learning-based":[201],"methods.":[202]},"counts_by_year":[{"year":2026,"cited_by_count":15},{"year":2025,"cited_by_count":46},{"year":2024,"cited_by_count":76},{"year":2023,"cited_by_count":76},{"year":2022,"cited_by_count":97},{"year":2021,"cited_by_count":99},{"year":2020,"cited_by_count":64},{"year":2019,"cited_by_count":32}],"updated_date":"2026-06-13T07:54:00.901334","created_date":"2025-10-10T00:00:00"}