{"id":"https://openalex.org/W4399469388","doi":"https://doi.org/10.1186/s13677-024-00677-x","title":"Efficiently localizing system anomalies for cloud infrastructures: a novel Dynamic Graph Transformer based Parallel Framework","display_name":"Efficiently localizing system anomalies for cloud infrastructures: a novel Dynamic Graph Transformer based Parallel Framework","publication_year":2024,"publication_date":"2024-06-04","ids":{"openalex":"https://openalex.org/W4399469388","doi":"https://doi.org/10.1186/s13677-024-00677-x"},"language":"en","primary_location":{"id":"doi:10.1186/s13677-024-00677-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-024-00677-x","pdf_url":"https://link.springer.com/content/pdf/10.1186/s13677-024-00677-x.pdf","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Journal of Cloud Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1186/s13677-024-00677-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100876920","display_name":"Hongxia He","orcid":null},"institutions":[{"id":"https://openalex.org/I102345215","display_name":"Xihua University","ror":"https://ror.org/04gwtvf26","country_code":"CN","type":"education","lineage":["https://openalex.org/I102345215"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongxia He","raw_affiliation_strings":["School of Computer and Software Engineering, Xihua University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Software Engineering, Xihua University, Chengdu, China","institution_ids":["https://openalex.org/I102345215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100747334","display_name":"Xi Li","orcid":"https://orcid.org/0000-0001-8986-7601"},"institutions":[{"id":"https://openalex.org/I102345215","display_name":"Xihua University","ror":"https://ror.org/04gwtvf26","country_code":"CN","type":"education","lineage":["https://openalex.org/I102345215"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Li","raw_affiliation_strings":["School of Computer and Software Engineering, Xihua University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Software Engineering, Xihua University, Chengdu, China","institution_ids":["https://openalex.org/I102345215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100338429","display_name":"Peng Chen","orcid":"https://orcid.org/0000-0001-5221-3655"},"institutions":[{"id":"https://openalex.org/I102345215","display_name":"Xihua University","ror":"https://ror.org/04gwtvf26","country_code":"CN","type":"education","lineage":["https://openalex.org/I102345215"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Chen","raw_affiliation_strings":["School of Computer and Software Engineering, Xihua University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Software Engineering, Xihua University, Chengdu, China","institution_ids":["https://openalex.org/I102345215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100359202","display_name":"Juan Chen","orcid":"https://orcid.org/0000-0002-1276-3545"},"institutions":[{"id":"https://openalex.org/I102345215","display_name":"Xihua University","ror":"https://ror.org/04gwtvf26","country_code":"CN","type":"education","lineage":["https://openalex.org/I102345215"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Juan Chen","raw_affiliation_strings":["School of Computer and Software Engineering, Xihua University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Software Engineering, Xihua University, Chengdu, China","institution_ids":["https://openalex.org/I102345215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100343852","display_name":"Ming Liu","orcid":"https://orcid.org/0000-0001-6239-1180"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]},{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Liu","raw_affiliation_strings":["School of Mathematical Sciences, University of Electronic Science and Technology of China, Chengdu, China","Yangtze Delta Region Institute (Quzhou), University of Electronic Science and Technology of China, Quzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"Yangtze Delta Region Institute (Quzhou), University of Electronic Science and Technology of China, Quzhou, China","institution_ids":["https://openalex.org/I4210123686","https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011792053","display_name":"Lei Wu","orcid":"https://orcid.org/0000-0002-2536-6717"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]},{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Wu","raw_affiliation_strings":["School of Mathematical Sciences, University of Electronic Science and Technology of China, Chengdu, China","Yangtze Delta Region Institute (Quzhou), University of Electronic Science and Technology of China, Quzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"Yangtze Delta Region Institute (Quzhou), University of Electronic Science and Technology of China, Quzhou, China","institution_ids":["https://openalex.org/I4210123686","https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100876920"],"corresponding_institution_ids":["https://openalex.org/I102345215"],"apc_list":{"value":990,"currency":"GBP","value_usd":1214},"apc_paid":{"value":990,"currency":"GBP","value_usd":1214},"fwci":18.8046,"has_fulltext":true,"cited_by_count":55,"citation_normalized_percentile":{"value":0.99559885,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"13","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9987000226974487,"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"}},"topics":[{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9987000226974487,"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"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9986000061035156,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9812999963760376,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8141885995864868},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7908810377120972},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.7705910801887512},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6335915923118591},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.44772109389305115},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.44623899459838867},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4357186257839203},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.43427222967147827},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3964085876941681},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3023932874202728},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.1864793300628662}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8141885995864868},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7908810377120972},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7705910801887512},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6335915923118591},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.44772109389305115},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.44623899459838867},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4357186257839203},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.43427222967147827},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3964085876941681},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3023932874202728},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.1864793300628662},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13677-024-00677-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-024-00677-x","pdf_url":"https://link.springer.com/content/pdf/10.1186/s13677-024-00677-x.pdf","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Journal of Cloud Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0620c2e37c2b4b0495487cf36b582c6e","is_oa":true,"landing_page_url":"https://doaj.org/article/0620c2e37c2b4b0495487cf36b582c6e","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Cloud Computing: Advances, Systems and Applications, Vol 13, Iss 1, Pp 1-16 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13677-024-00677-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-024-00677-x","pdf_url":"https://link.springer.com/content/pdf/10.1186/s13677-024-00677-x.pdf","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Journal of Cloud Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6499999761581421,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1699511278","display_name":null,"funder_award_id":"62376043","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5249178904","display_name":null,"funder_award_id":"Grant No. 6","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5349504029","display_name":null,"funder_award_id":"2020JDRC0067","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6058138561","display_name":null,"funder_award_id":", No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8555352546","display_name":null,"funder_award_id":"CG001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8863666567","display_name":null,"funder_award_id":"and No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322297","display_name":"Jiangsu Development and Reform Commission","ror":"https://ror.org/02fzqav45"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399469388.pdf","grobid_xml":"https://content.openalex.org/works/W4399469388.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1985258458","https://openalex.org/W2003797551","https://openalex.org/W2052684427","https://openalex.org/W2062118960","https://openalex.org/W2071216578","https://openalex.org/W2157511636","https://openalex.org/W2407991977","https://openalex.org/W2604847698","https://openalex.org/W2785362611","https://openalex.org/W2786827964","https://openalex.org/W2795554423","https://openalex.org/W2802488363","https://openalex.org/W2909910462","https://openalex.org/W2911200746","https://openalex.org/W2944851425","https://openalex.org/W2950361482","https://openalex.org/W2963166639","https://openalex.org/W2985331920","https://openalex.org/W2998010409","https://openalex.org/W2999242200","https://openalex.org/W3040099731","https://openalex.org/W3040916395","https://openalex.org/W3081497074","https://openalex.org/W3092996834","https://openalex.org/W3094345499","https://openalex.org/W3098957257","https://openalex.org/W3104616090","https://openalex.org/W3106543020","https://openalex.org/W3125564657","https://openalex.org/W3128634608","https://openalex.org/W3154755628","https://openalex.org/W3170981104","https://openalex.org/W3178367256","https://openalex.org/W4225539031","https://openalex.org/W4235154503","https://openalex.org/W4293586385","https://openalex.org/W4311867717","https://openalex.org/W4311938756","https://openalex.org/W4316116055","https://openalex.org/W4327718158","https://openalex.org/W4365814734","https://openalex.org/W4372338130","https://openalex.org/W4376057132","https://openalex.org/W4384405398","https://openalex.org/W4385662192","https://openalex.org/W4389617273","https://openalex.org/W6606697098"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W2081900870","https://openalex.org/W2560439919","https://openalex.org/W4389340727","https://openalex.org/W3150465815","https://openalex.org/W1997222214","https://openalex.org/W2802581102"],"abstract_inverted_index":{"Abstract":[0],"Cloud":[1,31],"environment":[2,10],"is":[3,71],"a":[4,72,100],"virtual,":[5],"online,":[6],"and":[7,52,68,124,140,160,165,183,193],"distributed":[8],"computing":[9],"that":[11,200],"provides":[12],"users":[13],"with":[14,65,120,213],"large-scale":[15],"services.":[16],"And":[17],"cloud":[18,29,41,58,115],"monitoring":[19,32],"plays":[20],"an":[21,149,214],"integral":[22],"role":[23],"in":[24,27,114,186],"protecting":[25],"infrastructures":[26],"the":[28,50,57,86,89,131,138,201,206],"environment.":[30],"systems":[33],"need":[34],"to":[35,43,49,84,129,136,155,188,220],"closely":[36],"monitor":[37],"various":[38,66],"KPIs":[39,64,135],"of":[40,56,88,134,142,217],"resources,":[42],"accurately":[44],"detect":[45,111],"anomalies.":[46],"However,":[47],"due":[48],"complexity":[51],"highly":[53],"dynamic":[54,151],"nature":[55],"environment,":[59],"anomaly":[60,91,121,144,222],"detection":[61,92,191,195,223],"for":[62,109],"these":[63,96],"patterns":[67],"data":[69],"quality":[70],"huge":[73],"challenge,":[74],"especially":[75],"those":[76],"massive":[77],"unlabeled":[78],"data.":[79],"Besides,":[80],"it\u2019s":[81],"also":[82,177],"difficult":[83],"improve":[85,137,194],"accuracy":[87,139,192],"existing":[90],"methods.":[93],"To":[94],"solve":[95],"problems,":[97],"we":[98,147,176],"propose":[99,148],"novel":[101],"Dynamic":[102],"Graph":[103,125],"Transformer":[104,119],"based":[105],"Parallel":[106],"Framework":[107],"(DGT-PF)":[108],"efficiently":[110],"system":[112],"anomalies":[113],"infrastructures,":[116],"which":[117],"utilizes":[118],"attention":[122],"mechanism":[123],"Neural":[126],"Network":[127],"(GNN)":[128],"learn":[130,157],"spatio-temporal":[132,158],"features":[133,159],"timeliness":[141],"model":[143,182,185],"detection.":[145],"Specifically,":[146],"effective":[150],"relationship":[152],"embedding":[153],"strategy":[154],"dynamically":[156],"adaptively":[161],"generate":[162],"adjacency":[163],"matrices,":[164],"soft":[166],"cluster":[167],"each":[168],"GNN":[169],"layer":[170],"through":[171],"Diffpooling":[172],"module.":[173],"In":[174],"addition,":[175],"use":[178],"nonlinear":[179],"neural":[180],"network":[181],"AR-MLP":[184],"parallel":[187],"obtain":[189],"better":[190],"performance.":[196],"The":[197],"experiment":[198],"shows":[199],"DGT-PF":[202],"framework":[203],"have":[204],"achieved":[205],"highest":[207],"F1-Score":[208],"on":[209],"5":[210],"public":[211],"datasets,":[212],"average":[215],"improvement":[216],"21.6%":[218],"compared":[219],"11":[221],"models.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":32}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}
