{"id":"https://openalex.org/W4406416198","doi":"https://doi.org/10.1109/tgrs.2025.3529996","title":"MCTGCL: Mixed CNN\u2013Transformer for Mars Hyperspectral Image Classification With Graph Contrastive Learning","display_name":"MCTGCL: Mixed CNN\u2013Transformer for Mars Hyperspectral Image Classification With Graph Contrastive Learning","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406416198","doi":"https://doi.org/10.1109/tgrs.2025.3529996"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3529996","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3529996","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","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/A5006601447","display_name":"Bobo Xi","orcid":"https://orcid.org/0000-0002-0309-1556"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bobo Xi","raw_affiliation_strings":["State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-0309-1556","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115593205","display_name":"Yun Zhang","orcid":"https://orcid.org/0000-0003-3578-6990"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Zhang","raw_affiliation_strings":["State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100734649","display_name":"Jiaojiao Li","orcid":"https://orcid.org/0000-0002-0470-9469"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaojiao Li","raw_affiliation_strings":["State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-0470-9469","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101192395","display_name":"Tie Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210115570","display_name":"National Space Science Center","ror":"https://ror.org/02nnjtm50","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210115570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tie Zheng","raw_affiliation_strings":["Key Laboratory of Electronics and Information Technology for Space Systems, National Space Science Center, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Electronics and Information Technology for Space Systems, National Space Science Center, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210115570","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110804360","display_name":"Xunfeng Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xunfeng Zhao","raw_affiliation_strings":["State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021084130","display_name":"Haitao Xu","orcid":"https://orcid.org/0000-0002-8629-6273"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210115570","display_name":"National Space Science Center","ror":"https://ror.org/02nnjtm50","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210115570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haitao Xu","raw_affiliation_strings":["Key Laboratory of Electronics and Information Technology for Space Systems, National Space Science Center, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Electronics and Information Technology for Space Systems, National Space Science Center, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210115570","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003072568","display_name":"Changbin Xue","orcid":"https://orcid.org/0000-0003-1834-7849"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210115570","display_name":"National Space Science Center","ror":"https://ror.org/02nnjtm50","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210115570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changbin Xue","raw_affiliation_strings":["Key Laboratory of Electronics and Information Technology for Space Systems, National Space Science Center, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-1834-7849","affiliations":[{"raw_affiliation_string":"Key Laboratory of Electronics and Information Technology for Space Systems, National Space Science Center, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210115570","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067798266","display_name":"Yunsong Li","orcid":"https://orcid.org/0000-0002-0234-6270"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunsong Li","raw_affiliation_strings":["State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-0234-6270","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5106124934","display_name":"Jocelyn Chanussot","orcid":"https://orcid.org/0000-0003-4817-2875"},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210101348","display_name":"Centre Inria de l'Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/00n8d6z93","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210101348"]},{"id":"https://openalex.org/I4210149092","display_name":"Laboratoire Jean Kuntzmann","ror":"https://ror.org/04ett5b41","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210149092","https://openalex.org/I899635006","https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jocelyn Chanussot","raw_affiliation_strings":["Universit&#x00E9; Grenoble Alpes, Inria, CNRS, Grenoble INP, LJK, Grenoble, France"],"raw_orcid":"https://orcid.org/0000-0003-4817-2875","affiliations":[{"raw_affiliation_string":"Universit&#x00E9; Grenoble Alpes, Inria, CNRS, Grenoble INP, LJK, Grenoble, France","institution_ids":["https://openalex.org/I4210101348","https://openalex.org/I1294671590","https://openalex.org/I4210149092","https://openalex.org/I106785703"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":19.9185,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.99562463,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.9973000288009644,"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9884999990463257,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.8014580011367798},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6975491642951965},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5919955372810364},{"id":"https://openalex.org/keywords/mars-exploration-program","display_name":"Mars Exploration Program","score":0.5699054598808289},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4995687007904053},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.446074515581131},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.44462671875953674},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.41686946153640747},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3360345959663391},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.25325000286102295},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.22144141793251038},{"id":"https://openalex.org/keywords/astrobiology","display_name":"Astrobiology","score":0.11508819460868835},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08311411738395691}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.8014580011367798},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6975491642951965},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5919955372810364},{"id":"https://openalex.org/C83260615","wikidata":"https://www.wikidata.org/wiki/Q6773121","display_name":"Mars Exploration Program","level":2,"score":0.5699054598808289},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4995687007904053},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.446074515581131},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.44462671875953674},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.41686946153640747},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3360345959663391},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.25325000286102295},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.22144141793251038},{"id":"https://openalex.org/C87355193","wikidata":"https://www.wikidata.org/wiki/Q411","display_name":"Astrobiology","level":1,"score":0.11508819460868835},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08311411738395691},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2025.3529996","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3529996","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.5099999904632568,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W1973965874","https://openalex.org/W2004104348","https://openalex.org/W2010319424","https://openalex.org/W2136251662","https://openalex.org/W2516176725","https://openalex.org/W2519653196","https://openalex.org/W2572303978","https://openalex.org/W2752782242","https://openalex.org/W2764276316","https://openalex.org/W2899003677","https://openalex.org/W2942454403","https://openalex.org/W2971432438","https://openalex.org/W3034118217","https://openalex.org/W3034552520","https://openalex.org/W3048539384","https://openalex.org/W3088941675","https://openalex.org/W3089256253","https://openalex.org/W3114720220","https://openalex.org/W3137191419","https://openalex.org/W3146597705","https://openalex.org/W3168931281","https://openalex.org/W3177052299","https://openalex.org/W3194530394","https://openalex.org/W3214821343","https://openalex.org/W4210541032","https://openalex.org/W4210794570","https://openalex.org/W4213037778","https://openalex.org/W4214588794","https://openalex.org/W4214636423","https://openalex.org/W4226070402","https://openalex.org/W4285106080","https://openalex.org/W4285124290","https://openalex.org/W4285127355","https://openalex.org/W4296339430","https://openalex.org/W4297094428","https://openalex.org/W4313598792","https://openalex.org/W4319069095","https://openalex.org/W4321601151","https://openalex.org/W4366504084","https://openalex.org/W4367320924","https://openalex.org/W4382203304","https://openalex.org/W4387250073","https://openalex.org/W4387449263","https://openalex.org/W4387682053","https://openalex.org/W4388936874","https://openalex.org/W4390480870","https://openalex.org/W4390660108","https://openalex.org/W4391097134","https://openalex.org/W4393207062","https://openalex.org/W4400903546","https://openalex.org/W4401452846","https://openalex.org/W4403355092","https://openalex.org/W6779147311"],"related_works":["https://openalex.org/W2072166414","https://openalex.org/W3209970181","https://openalex.org/W2060875994","https://openalex.org/W3034375524","https://openalex.org/W4230131218","https://openalex.org/W2404757046","https://openalex.org/W2044184146","https://openalex.org/W2385371209","https://openalex.org/W4250051149","https://openalex.org/W2083270190"],"abstract_inverted_index":{"Hyperspectral":[0],"image":[1],"(HSI)":[2],"classification":[3,54,88,95],"has":[4],"been":[5],"extensively":[6],"studied":[7],"in":[8,17,30,46,52],"the":[9,60,136,147,166,193,196],"context":[10],"of":[11,63,138,150,168,188,195],"Earth":[12],"observation.":[13],"However,":[14],"its":[15],"application":[16],"Mars":[18,86,157,175],"exploration":[19],"remains":[20],"limited.":[21],"Although":[22],"convolutional":[23],"neural":[24],"networks":[25],"(CNNs)":[26],"have":[27],"proven":[28],"effective":[29,61],"HSI":[31,53,87,158],"processing,":[32],"their":[33,38],"local":[34,64,126],"receptive":[35],"fields":[36],"hinder":[37],"ability":[39],"to":[40,71,93,106,146,161,164],"capture":[41],"long-range":[42],"features.":[43],"Transformers":[44],"excel":[45],"global":[47,128],"modeling":[48],"and":[49,66,69,127],"perform":[50],"well":[51],"(HSIC),":[55],"but":[56],"they":[57],"often":[58],"neglect":[59],"representation":[62],"spectral":[65],"spatial":[67],"features":[68,109,130],"tend":[70],"be":[72],"more":[73],"complex.":[74],"To":[75,134],"address":[76],"these":[77],"challenges,":[78],"we":[79,98,114,141,154],"propose":[80],"a":[81,116],"mixed":[82,171],"CNN-transformer":[83,119],"network":[84,121,173],"for":[85,174],"with":[89,131,177],"graph":[90,143,178],"contrastive":[91,144,179],"learning":[92,145,180],"enhance":[94],"performance.":[96],"Specifically,":[97],"introduce":[99],"an":[100],"information-enhanced":[101],"attention":[102,108],"module":[103],"(IEAM)":[104],"designed":[105],"aggregate":[107],"from":[110],"multiple":[111],"perspectives.":[112],"Additionally,":[113],"develop":[115],"lightweight":[117],"dual-branch":[118],"(LDCT)":[120],"that":[122],"efficiently":[123],"extracts":[124],"both":[125],"spectral-spatial":[129],"lower":[132],"complexity.":[133],"improve":[135],"discrimination":[137],"inter-class":[139],"features,":[140],"apply":[142],"topological":[148],"structure":[149],"labeled":[151,189],"samples.":[152],"Furthermore,":[153],"annotated":[155],"three":[156],"datasets,":[159],"referred":[160],"as":[162],"HyMars,":[163],"validate":[165],"effectiveness":[167],"our":[169],"proposed":[170],"CNN\u2013\u201ctransformer":[172],"HSIC":[176],"(MCTGCL).":[181],"Comprehensive":[182],"experimental":[183],"results":[184],"across":[185],"different":[186],"amounts":[187],"samples":[190],"consistently":[191],"demonstrate":[192],"superiority":[194],"method.":[197],"The":[198],"source":[199],"code":[200],"is":[201],"available":[202],"at":[203],"<uri":[204],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[205],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/B-Xi/TGRS_2025_MCTGCL</uri>.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":26}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
