{"id":"https://openalex.org/W4416097993","doi":"https://doi.org/10.1007/s12530-025-09753-2","title":"Adaptive stream processing on edge devices through active inference","display_name":"Adaptive stream processing on edge devices through active inference","publication_year":2025,"publication_date":"2025-11-11","ids":{"openalex":"https://openalex.org/W4416097993","doi":"https://doi.org/10.1007/s12530-025-09753-2"},"language":"en","primary_location":{"id":"doi:10.1007/s12530-025-09753-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12530-025-09753-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12530-025-09753-2.pdf","source":{"id":"https://openalex.org/S202254422","display_name":"Evolving Systems","issn_l":"1868-6478","issn":["1868-6478","1868-6486"],"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":"Evolving Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12530-025-09753-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075741964","display_name":"Boris Sedlak","orcid":"https://orcid.org/0009-0001-2365-8265"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Boris Sedlak","raw_affiliation_strings":["Distributed Systems Group, TU Wien, 1040, Vienna, Austria"],"raw_orcid":"https://orcid.org/0009-0001-2365-8265","affiliations":[{"raw_affiliation_string":"Distributed Systems Group, TU Wien, 1040, Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066923515","display_name":"V\u00edctor Casamayor Pujol","orcid":"https://orcid.org/0000-0003-2830-8368"},"institutions":[{"id":"https://openalex.org/I170486558","display_name":"Universitat Pompeu Fabra","ror":"https://ror.org/04n0g0b29","country_code":"ES","type":"education","lineage":["https://openalex.org/I170486558"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Victor Casamayor Pujol","raw_affiliation_strings":["Distributed Intelligence and Systems-Engineering Lab (DISL), Universitat Pompeu Fabra, 08018, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0003-2830-8368","affiliations":[{"raw_affiliation_string":"Distributed Intelligence and Systems-Engineering Lab (DISL), Universitat Pompeu Fabra, 08018, Barcelona, Spain","institution_ids":["https://openalex.org/I170486558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088062736","display_name":"Andrea Morichetta","orcid":"https://orcid.org/0000-0003-3765-3067"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Andrea Morichetta","raw_affiliation_strings":["Distributed Systems Group, TU Wien, 1040, Vienna, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Distributed Systems Group, TU Wien, 1040, Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079303717","display_name":"Praveen Kumar Donta","orcid":"https://orcid.org/0000-0002-8233-6071"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Praveen Kumar Donta","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-8233-6071","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5004847496","display_name":"Schahram Dustdar","orcid":"https://orcid.org/0000-0001-6872-8821"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]},{"id":"https://openalex.org/I170486558","display_name":"Universitat Pompeu Fabra","ror":"https://ror.org/04n0g0b29","country_code":"ES","type":"education","lineage":["https://openalex.org/I170486558"]}],"countries":["AT","ES"],"is_corresponding":false,"raw_author_name":"Schahram Dustdar","raw_affiliation_strings":["Distributed Intelligence and Systems-Engineering Lab (DISL), Universitat Pompeu Fabra, 08018, Barcelona, Spain","Distributed Systems Group, TU Wien, 1040, Vienna, Austria"],"raw_orcid":"https://orcid.org/0000-0001-6872-8821","affiliations":[{"raw_affiliation_string":"Distributed Intelligence and Systems-Engineering Lab (DISL), Universitat Pompeu Fabra, 08018, Barcelona, Spain","institution_ids":["https://openalex.org/I170486558"]},{"raw_affiliation_string":"Distributed Systems Group, TU Wien, 1040, Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5075741964"],"corresponding_institution_ids":["https://openalex.org/I145847075"],"apc_list":{"value":3190,"currency":"USD","value_usd":3190},"apc_paid":{"value":3190,"currency":"USD","value_usd":3190},"fwci":4.8863,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.95094863,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"16","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.08399999886751175,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.08399999886751175,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.07190000265836716,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.061000000685453415,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/troubleshooting","display_name":"Troubleshooting","score":0.7789000272750854},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5727999806404114},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.4993000030517578},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.47769999504089355},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4546999931335449},{"id":"https://openalex.org/keywords/stream-processing","display_name":"Stream processing","score":0.45350000262260437},{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.4422000050544739},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.41499999165534973},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.3919000029563904}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8409000039100647},{"id":"https://openalex.org/C147494362","wikidata":"https://www.wikidata.org/wiki/Q2078905","display_name":"Troubleshooting","level":2,"score":0.7789000272750854},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5727999806404114},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.4993000030517578},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.47769999504089355},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.46129998564720154},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4546999931335449},{"id":"https://openalex.org/C107027933","wikidata":"https://www.wikidata.org/wiki/Q2006448","display_name":"Stream processing","level":2,"score":0.45350000262260437},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.4422000050544739},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41749998927116394},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.41499999165534973},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.3919000029563904},{"id":"https://openalex.org/C2777027219","wikidata":"https://www.wikidata.org/wiki/Q1284190","display_name":"Constant (computer programming)","level":2,"score":0.38179999589920044},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.37380000948905945},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3718000054359436},{"id":"https://openalex.org/C158600405","wikidata":"https://www.wikidata.org/wiki/Q5054566","display_name":"Causal inference","level":2,"score":0.36480000615119934},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.3580999970436096},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.35679998993873596},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.32440000772476196},{"id":"https://openalex.org/C46743427","wikidata":"https://www.wikidata.org/wiki/Q1341685","display_name":"Inference engine","level":3,"score":0.31029999256134033},{"id":"https://openalex.org/C199521495","wikidata":"https://www.wikidata.org/wiki/Q181487","display_name":"Audit","level":2,"score":0.3019999861717224},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.2890999913215637},{"id":"https://openalex.org/C74072328","wikidata":"https://www.wikidata.org/wiki/Q1142726","display_name":"Intelligent agent","level":2,"score":0.289000004529953},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.288100004196167},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.2833000123500824},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.2827000021934509},{"id":"https://openalex.org/C46637626","wikidata":"https://www.wikidata.org/wiki/Q6693015","display_name":"Low latency (capital markets)","level":2,"score":0.28220000863075256},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2766000032424927},{"id":"https://openalex.org/C41550386","wikidata":"https://www.wikidata.org/wiki/Q529909","display_name":"Multi-agent system","level":2,"score":0.2750000059604645},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.2687000036239624},{"id":"https://openalex.org/C69527307","wikidata":"https://www.wikidata.org/wiki/Q184230","display_name":"Simple Network Management Protocol","level":3,"score":0.2628999948501587},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.25270000100135803}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s12530-025-09753-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12530-025-09753-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12530-025-09753-2.pdf","source":{"id":"https://openalex.org/S202254422","display_name":"Evolving Systems","issn_l":"1868-6478","issn":["1868-6478","1868-6486"],"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":"Evolving Systems","raw_type":"journal-article"},{"id":"pmh:oai:DiVA.org:su-250011","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-250011","pdf_url":null,"source":{"id":"https://openalex.org/S4306400653","display_name":"Diva portal (Dalarna University Library)","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s12530-025-09753-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12530-025-09753-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12530-025-09753-2.pdf","source":{"id":"https://openalex.org/S202254422","display_name":"Evolving Systems","issn_l":"1868-6478","issn":["1868-6478","1868-6486"],"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":"Evolving Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7368477367","display_name":"Trustworthy, Energy-Aware federated DAta Lakes along the computing continuum","funder_award_id":"101070186","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8298739217","display_name":"Intent-based data operation in the computing continuum","funder_award_id":"101135576","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G967359283","display_name":null,"funder_award_id":"101135576","funder_id":"https://openalex.org/F4320334322","funder_display_name":"HORIZON EUROPE Framework Programme"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320322839","display_name":"Technische Universit\u00e4t Wien","ror":"https://ror.org/04d836q62"},{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416097993.pdf","grobid_xml":"https://content.openalex.org/works/W4416097993.grobid-xml"},"referenced_works_count":56,"referenced_works":["https://openalex.org/W2039546655","https://openalex.org/W2055789905","https://openalex.org/W2137411342","https://openalex.org/W2143117649","https://openalex.org/W2146874116","https://openalex.org/W2148764920","https://openalex.org/W2167407752","https://openalex.org/W2225156818","https://openalex.org/W2513041336","https://openalex.org/W2767011558","https://openalex.org/W2783657280","https://openalex.org/W2884852581","https://openalex.org/W2913572827","https://openalex.org/W2920054549","https://openalex.org/W2971544482","https://openalex.org/W2982493294","https://openalex.org/W3003886363","https://openalex.org/W3020913839","https://openalex.org/W3035499408","https://openalex.org/W3044723004","https://openalex.org/W3090104579","https://openalex.org/W3096564590","https://openalex.org/W3105504538","https://openalex.org/W3113684876","https://openalex.org/W3117584958","https://openalex.org/W3192813290","https://openalex.org/W3201412947","https://openalex.org/W4200346980","https://openalex.org/W4206114022","https://openalex.org/W4211154356","https://openalex.org/W4221079742","https://openalex.org/W4226023986","https://openalex.org/W4226400653","https://openalex.org/W4229063633","https://openalex.org/W4285813849","https://openalex.org/W4291972732","https://openalex.org/W4319878926","https://openalex.org/W4321012778","https://openalex.org/W4324116470","https://openalex.org/W4379646225","https://openalex.org/W4385691002","https://openalex.org/W4386413942","https://openalex.org/W4387027533","https://openalex.org/W4387092439","https://openalex.org/W4388853826","https://openalex.org/W4388878333","https://openalex.org/W4388895042","https://openalex.org/W4390563271","https://openalex.org/W4395054527","https://openalex.org/W4395091883","https://openalex.org/W4396826761","https://openalex.org/W4398756379","https://openalex.org/W4399188427","https://openalex.org/W4402897307","https://openalex.org/W4402897316","https://openalex.org/W4413278080"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"The":[1,175],"current":[2],"scenario":[3],"of":[4,14,39,46,88,90,163,185,218,226,248],"IoT":[5],"is":[6,17,61],"witnessing":[7],"a":[8,59,114,148,223],"constant":[9,20],"increase":[10],"on":[11,119,172,241],"the":[12,33,37,40,85,129,161,212,216,242,246,249,252],"volume":[13],"data,":[15],"which":[16,195],"generated":[18],"in":[19,49,147,222],"stream,":[21],"calling":[22],"for":[23,29,166],"novel":[24,115],"architectural":[25],"and":[26,53,77,98,106,108,133,144,194,232,251],"logical":[27],"solutions":[28],"processing":[30,152],"it.":[31],"Moving":[32],"data":[34],"handling":[35],"towards":[36],"edge":[38],"computing":[41],"spectrum":[42],"guarantees":[43,238],"better":[44,54],"distribution":[45],"load":[47],"and,":[48],"principle,":[50],"lower":[51],"latency":[52],"privacy.":[55],"However,":[56],"managing":[57],"such":[58],"structure":[60],"complex,":[62],"especially":[63],"when":[64],"requirements,":[65],"also":[66],"referred":[67],"to":[68,81,102,137,180,191,197,206,209,211,230],"Service":[69],"Level":[70],"Objectives":[71],"(SLOs),":[72],"specified":[73],"by":[74],"applications\u2019":[75],"owners":[76],"infrastructure":[78],"managers":[79],"need":[80],"be":[82],"ensured.":[83],"Despite":[84],"rich":[86],"number":[87],"proposals":[89],"Machine":[91],"Learning":[92],"(ML)":[93],"based":[94,118],"management":[95],"solutions,":[96],"researchers":[97],"practitioners":[99],"yet":[100],"struggle":[101],"guarantee":[103],"long-term":[104,139],"prediction":[105],"control,":[107],"accurate":[109,220],"troubleshooting.":[110],"Therefore,":[111],"we":[112],"present":[113],"ML":[116],"paradigm":[117],"Active":[120],"Inference":[121],"(AIF)\u2014a":[122],"concept":[123],"from":[124],"neuroscience":[125],"that":[126],"describes":[127],"how":[128,186],"brain":[130],"constantly":[131],"predicts":[132],"evaluates":[134],"sensory":[135],"information":[136],"decrease":[138],"surprise.":[140],"We":[141],"implement":[142],"it":[143,146],"evaluate":[145],"heterogeneous":[149],"real":[150],"stream":[151],"use":[153],"case,":[154],"where":[155],"an":[156,183],"AIF-based":[157],"agent":[158,176,203],"continuously":[159],"optimizes":[160],"fulfillment":[162],"three":[164,167],"SLOs":[165],"autonomous":[168],"driving":[169],"services":[170],"running":[171],"multiple":[173],"devices.":[174],"used":[177],"causal":[178,234],"knowledge":[179],"gradually":[181],"develop":[182],"understanding":[184],"its":[187,233],"actions":[188],"are":[189],"related":[190],"requirements":[192],"fulfillment,":[193],"configurations":[196],"favor.":[198],"Through":[199],"this":[200],"approach,":[201],"our":[202,236],"requires":[204],"up":[205],"thirty":[207],"iterations":[208],"converge":[210],"optimal":[213],"solution,":[214],"showing":[215],"capability":[217],"offering":[219],"results":[221,250],"short":[224],"amount":[225],"time.":[227],"Furthermore,":[228],"thanks":[229],"AIF":[231],"structures,":[235],"method":[237],"full":[239],"transparency":[240],"decision":[243],"making,":[244],"making":[245],"interpretation":[247],"troubleshooting":[253],"effortless.":[254]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-07-31T08:31:51.225901","created_date":"2025-11-11T00:00:00"}
