{"id":"https://openalex.org/W4309545181","doi":"https://doi.org/10.3390/rs14225857","title":"A Machine-Learning Approach to Intertidal Mudflat Mapping Combining Multispectral Reflectance and Geomorphology from UAV-Based Monitoring","display_name":"A Machine-Learning Approach to Intertidal Mudflat Mapping Combining Multispectral Reflectance and Geomorphology from UAV-Based Monitoring","publication_year":2022,"publication_date":"2022-11-18","ids":{"openalex":"https://openalex.org/W4309545181","doi":"https://doi.org/10.3390/rs14225857"},"language":"en","primary_location":{"id":"doi:10.3390/rs14225857","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14225857","pdf_url":"https://www.mdpi.com/2072-4292/14/22/5857/pdf?version=1669186376","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/14/22/5857/pdf?version=1669186376","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020877203","display_name":"Guillaume Brunier","orcid":"https://orcid.org/0000-0002-1551-1976"},"institutions":[{"id":"https://openalex.org/I97188460","display_name":"Nantes Universit\u00e9","ror":"https://ror.org/03gnr7b55","country_code":"FR","type":"education","lineage":["https://openalex.org/I97188460"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Guillaume Brunier","raw_affiliation_strings":["Institut des Substances et Organismes de la Mer\u2014ISOMer, Nantes Universit\u00e9, UR 2160, 44322 Nantes, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut des Substances et Organismes de la Mer\u2014ISOMer, Nantes Universit\u00e9, UR 2160, 44322 Nantes, France","institution_ids":["https://openalex.org/I97188460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069738220","display_name":"Simon Oiry","orcid":"https://orcid.org/0000-0001-7161-5246"},"institutions":[{"id":"https://openalex.org/I97188460","display_name":"Nantes Universit\u00e9","ror":"https://ror.org/03gnr7b55","country_code":"FR","type":"education","lineage":["https://openalex.org/I97188460"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Simon Oiry","raw_affiliation_strings":["Institut des Substances et Organismes de la Mer\u2014ISOMer, Nantes Universit\u00e9, UR 2160, 44322 Nantes, France"],"raw_orcid":"https://orcid.org/0000-0001-7161-5246","affiliations":[{"raw_affiliation_string":"Institut des Substances et Organismes de la Mer\u2014ISOMer, Nantes Universit\u00e9, UR 2160, 44322 Nantes, France","institution_ids":["https://openalex.org/I97188460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109697970","display_name":"Nicolas Lachauss\u00e9e","orcid":null},"institutions":[{"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/I78744979","display_name":"La Rochelle Universit\u00e9","ror":"https://ror.org/04mv1z119","country_code":"FR","type":"education","lineage":["https://openalex.org/I78744979"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nicolas Lachauss\u00e9e","raw_affiliation_strings":["LIttoral, ENvironnement et Soci\u00e9t\u00e9s (LIENSs), La Rochelle Universit\u00e9, UMR 7266, CNRS-LRU, 17000 La Rochelle, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIttoral, ENvironnement et Soci\u00e9t\u00e9s (LIENSs), La Rochelle Universit\u00e9, UMR 7266, CNRS-LRU, 17000 La Rochelle, France","institution_ids":["https://openalex.org/I78744979","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009318987","display_name":"Laurent Barill\u00e9","orcid":"https://orcid.org/0000-0001-5138-2684"},"institutions":[{"id":"https://openalex.org/I97188460","display_name":"Nantes Universit\u00e9","ror":"https://ror.org/03gnr7b55","country_code":"FR","type":"education","lineage":["https://openalex.org/I97188460"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Laurent Barill\u00e9","raw_affiliation_strings":["Institut des Substances et Organismes de la Mer\u2014ISOMer, Nantes Universit\u00e9, UR 2160, 44322 Nantes, France"],"raw_orcid":"https://orcid.org/0000-0001-5138-2684","affiliations":[{"raw_affiliation_string":"Institut des Substances et Organismes de la Mer\u2014ISOMer, Nantes Universit\u00e9, UR 2160, 44322 Nantes, France","institution_ids":["https://openalex.org/I97188460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084393627","display_name":"Vincent Le Fouest","orcid":"https://orcid.org/0000-0003-4295-9714"},"institutions":[{"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/I78744979","display_name":"La Rochelle Universit\u00e9","ror":"https://ror.org/04mv1z119","country_code":"FR","type":"education","lineage":["https://openalex.org/I78744979"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Vincent Le Fouest","raw_affiliation_strings":["LIttoral, ENvironnement et Soci\u00e9t\u00e9s (LIENSs), La Rochelle Universit\u00e9, UMR 7266, CNRS-LRU, 17000 La Rochelle, France"],"raw_orcid":"https://orcid.org/0000-0003-4295-9714","affiliations":[{"raw_affiliation_string":"LIttoral, ENvironnement et Soci\u00e9t\u00e9s (LIENSs), La Rochelle Universit\u00e9, UMR 7266, CNRS-LRU, 17000 La Rochelle, France","institution_ids":["https://openalex.org/I78744979","https://openalex.org/I1294671590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039353715","display_name":"Vona M\u00e9l\u00e9der","orcid":"https://orcid.org/0000-0002-1874-1929"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]},{"id":"https://openalex.org/I97188460","display_name":"Nantes Universit\u00e9","ror":"https://ror.org/03gnr7b55","country_code":"FR","type":"education","lineage":["https://openalex.org/I97188460"]}],"countries":["FR","US"],"is_corresponding":false,"raw_author_name":"Vona M\u00e9l\u00e9der","raw_affiliation_strings":["Department of Environmental Science, Policy and Management, Ecosystem Science Division, University of California, Berkeley, CA 92093, USA","Institut des Substances et Organismes de la Mer\u2014ISOMer, Nantes Universit\u00e9, UR 2160, 44322 Nantes, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Environmental Science, Policy and Management, Ecosystem Science Division, University of California, Berkeley, CA 92093, USA","institution_ids":["https://openalex.org/I95457486"]},{"raw_affiliation_string":"Institut des Substances et Organismes de la Mer\u2014ISOMer, Nantes Universit\u00e9, UR 2160, 44322 Nantes, France","institution_ids":["https://openalex.org/I97188460"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5020877203"],"corresponding_institution_ids":["https://openalex.org/I97188460"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.4512,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.88893267,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"14","issue":"22","first_page":"5857","last_page":"5857"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10779","display_name":"Coastal wetland ecosystem dynamics","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10779","display_name":"Coastal wetland ecosystem dynamics","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10643","display_name":"Marine and coastal plant biology","score":0.9890000224113464,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12414","display_name":"Coastal and Marine Management","score":0.9822999835014343,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.7224459648132324},{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.6762535572052002},{"id":"https://openalex.org/keywords/photogrammetry","display_name":"Photogrammetry","score":0.5348784923553467},{"id":"https://openalex.org/keywords/intertidal-zone","display_name":"Intertidal zone","score":0.5072690844535828},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.4610530436038971},{"id":"https://openalex.org/keywords/landform","display_name":"Landform","score":0.45501604676246643},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3226635456085205},{"id":"https://openalex.org/keywords/oceanography","display_name":"Oceanography","score":0.1949990689754486},{"id":"https://openalex.org/keywords/geomorphology","display_name":"Geomorphology","score":0.18394994735717773}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.7224459648132324},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.6762535572052002},{"id":"https://openalex.org/C117455697","wikidata":"https://www.wikidata.org/wiki/Q190149","display_name":"Photogrammetry","level":2,"score":0.5348784923553467},{"id":"https://openalex.org/C174580923","wikidata":"https://www.wikidata.org/wiki/Q421069","display_name":"Intertidal zone","level":2,"score":0.5072690844535828},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.4610530436038971},{"id":"https://openalex.org/C108497213","wikidata":"https://www.wikidata.org/wiki/Q271669","display_name":"Landform","level":2,"score":0.45501604676246643},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3226635456085205},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.1949990689754486},{"id":"https://openalex.org/C114793014","wikidata":"https://www.wikidata.org/wiki/Q52109","display_name":"Geomorphology","level":1,"score":0.18394994735717773}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs14225857","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14225857","pdf_url":"https://www.mdpi.com/2072-4292/14/22/5857/pdf?version=1669186376","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-03864089v1","is_oa":true,"landing_page_url":"https://hal.science/hal-03864089","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, 2022, 14 (22), pp.5857. ⟨10.3390/rs14225857⟩","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:e8252f9f9d5040d8bced5ac0dd98ee02","is_oa":true,"landing_page_url":"https://doaj.org/article/e8252f9f9d5040d8bced5ac0dd98ee02","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 14, Iss 22, p 5857 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/22/5857/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14225857","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 14; Issue 22; Pages: 5857","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs14225857","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14225857","pdf_url":"https://www.mdpi.com/2072-4292/14/22/5857/pdf?version=1669186376","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8500000238418579,"display_name":"Life below water","id":"https://metadata.un.org/sdg/14"}],"awards":[{"id":"https://openalex.org/G3703373430","display_name":null,"funder_award_id":"2018-1R20301","funder_id":"https://openalex.org/F4320334256","funder_display_name":"France-Berkeley Fund"}],"funders":[{"id":"https://openalex.org/F4320322892","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73"},{"id":"https://openalex.org/F4320325796","display_name":"Conseil R\u00e9gional Aquitaine","ror":"https://ror.org/01wjxf448"},{"id":"https://openalex.org/F4320334256","display_name":"France-Berkeley Fund","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4309545181.pdf","grobid_xml":"https://content.openalex.org/works/W4309545181.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W1580513099","https://openalex.org/W1831050183","https://openalex.org/W1927835688","https://openalex.org/W1971414292","https://openalex.org/W1971575659","https://openalex.org/W1985221809","https://openalex.org/W2038289192","https://openalex.org/W2041964645","https://openalex.org/W2044738416","https://openalex.org/W2054620749","https://openalex.org/W2055429482","https://openalex.org/W2092788874","https://openalex.org/W2094447963","https://openalex.org/W2111891265","https://openalex.org/W2132789016","https://openalex.org/W2150093133","https://openalex.org/W2151666808","https://openalex.org/W2163744461","https://openalex.org/W2167518054","https://openalex.org/W2276952296","https://openalex.org/W2292204121","https://openalex.org/W2337629111","https://openalex.org/W2750871120","https://openalex.org/W2756968688","https://openalex.org/W2766659087","https://openalex.org/W2797920439","https://openalex.org/W2802948521","https://openalex.org/W2897951180","https://openalex.org/W2903592875","https://openalex.org/W2904875692","https://openalex.org/W2911964244","https://openalex.org/W2913238218","https://openalex.org/W2922117580","https://openalex.org/W2922382416","https://openalex.org/W2957974561","https://openalex.org/W2971137951","https://openalex.org/W2981103970","https://openalex.org/W2987255130","https://openalex.org/W3006909401","https://openalex.org/W3007548539","https://openalex.org/W3008853650","https://openalex.org/W3011057479","https://openalex.org/W3043158170","https://openalex.org/W3048404643","https://openalex.org/W3091783268","https://openalex.org/W3107091992","https://openalex.org/W3135966468","https://openalex.org/W3197418087","https://openalex.org/W4206469804","https://openalex.org/W4206475401","https://openalex.org/W4283717583","https://openalex.org/W4292973161","https://openalex.org/W4297149413","https://openalex.org/W4306836122","https://openalex.org/W6676970951","https://openalex.org/W6682305612","https://openalex.org/W6963295511"],"related_works":["https://openalex.org/W150835500","https://openalex.org/W30696496","https://openalex.org/W4234183213","https://openalex.org/W4254207083","https://openalex.org/W2606531105","https://openalex.org/W3178049752","https://openalex.org/W2373784975","https://openalex.org/W1979543850","https://openalex.org/W133999654","https://openalex.org/W2200718754"],"abstract_inverted_index":{"Remote":[0],"sensing":[1],"is":[2,17,55],"a":[3,41],"relevant":[4],"method":[5,44,54,106,206],"to":[6,20,34,48,117,140,195,209],"map":[7,196],"inaccessible":[8],"areas,":[9],"such":[10,133,212],"as":[11,134,213],"intertidal":[12,198],"mudflats.":[13],"However,":[14],"image":[15,148],"classification":[16,168,176,183],"challenging":[18],"due":[19],"spectral":[21,137],"similarity":[22],"between":[23],"microphytobenthos":[24],"and":[25,63,70,84,107,120,136,192,200],"oyster":[26],"reefs.":[27],"Because":[28],"these":[29],"elements":[30],"are":[31],"strongly":[32],"related":[33],"local":[35],"geomorphic":[36,82,158],"features,":[37],"including":[38],"biogenic":[39],"structures,":[40],"new":[42],"mapping":[43],"has":[45],"been":[46],"developed":[47],"overcome":[49],"the":[50,94,110,146,173,180,186,201],"current":[51],"obstacles.":[52],"This":[53],"based":[56,103,130],"on":[57,93,104,131,145],"unmanned":[58],"aerial":[59],"vehicles":[60],"(UAV),":[61],"RGB,":[62],"multispectral":[64],"(four":[65],"bands:":[66],"green,":[67],"red,":[68],"red-edge,":[69],"near-infrared)":[71],"surveys":[72],"that":[73],"combine":[74],"high":[75],"spatial":[76],"resolution":[77],"(e.g.,":[78],"5":[79],"cm":[80],"pixel),":[81],"mapping,":[83],"machine":[85],"learning":[86],"random":[87],"forest":[88],"(RF)":[89],"classification.":[90],"A":[91],"mudflat":[92,128],"Atlantic":[95],"coast":[96],"of":[97,127,189,204],"France":[98],"(Marennes-Ol\u00e9ron":[99],"bay)":[100],"was":[101,170],"surveyed":[102],"this":[105,205],"by":[108],"using":[109],"structure":[111],"from":[112,161],"motion":[113],"(SfM)":[114],"photogrammetric":[115],"approach":[116],"produce":[118],"orthophotographs":[119],"digital":[121],"surface":[122,129],"models":[123],"(DSM).":[124],"Eight":[125],"classes":[126],"indexes,":[132],"NDVI":[135],"bands":[138],"normalised":[139],"NIR,":[141],"were":[142],"identified":[143],"either":[144],"whole":[147],"(i.e.,":[149,163],"standard":[150,181],"RF":[151,165,175,182],"classification)":[152],"or":[153,215],"after":[154],"segmentation":[155],"into":[156],"five":[157],"units":[159],"mapped":[160],"DSM":[162],"geomorphic-based":[164,174],"classification).":[166],"The":[167],"accuracy":[169],"higher":[171],"with":[172,179],"(93.12%)":[177],"than":[178],"(73.45%),":[184],"showing":[185],"added":[187],"value":[188],"combining":[190],"topographic":[191],"radiometric":[193],"data":[194],"soft-bottom":[197],"areas":[199],"user-friendly":[202],"potential":[203],"in":[207],"applications":[208],"other":[210],"ecosystems,":[211],"wetlands":[214],"peatlands.":[216]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}