{"id":"https://openalex.org/W7135211069","doi":"https://doi.org/10.5194/egusphere-egu26-6259","title":"Towards Equitable Wildfire Forecasting for Vulnerable Communities","display_name":"Towards Equitable Wildfire Forecasting for Vulnerable Communities","publication_year":2026,"publication_date":"2026-03-13","ids":{"openalex":"https://openalex.org/W7135211069","doi":"https://doi.org/10.5194/egusphere-egu26-6259"},"language":"en","primary_location":{"id":"doi:10.5194/egusphere-egu26-6259","doi":"https://doi.org/10.5194/egusphere-egu26-6259","is_oa":true,"landing_page_url":"https://doi.org/10.5194/egusphere-egu26-6259","pdf_url":null,"source":{"id":"https://openalex.org/S4306508951","display_name":"EGU General Assembly Conference Abstracts","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"parent_works":[],"lineage":["https://openalex.org/W7135211069"],"child_works_count":0,"type":"conference-abstract","is_traditional":false,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.5194/egusphere-egu26-6259","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5121856229","display_name":"Yoojin Kang","orcid":"https://orcid.org/0000-0003-3006-6994","observed_orcids":["https://orcid.org/0000-0003-3006-6994"]},"institutions":[{"id":"https://openalex.org/I110273157","display_name":"Kookmin University","ror":"https://ror.org/0049erg63","country_code":"KR","type":"education","lineage":["https://openalex.org/I110273157"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yoojin Kang","raw_affiliation_strings":["Kookmin University, Seoul, South Korea (kangyjin@kookmin.ac.kr)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kookmin University, Seoul, South Korea (kangyjin@kookmin.ac.kr)","institution_ids":["https://openalex.org/I110273157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018670649","display_name":"S. Lee","orcid":"https://orcid.org/0009-0009-5230-451X","observed_orcids":["https://orcid.org/0009-0009-5230-451X"]},"institutions":[{"id":"https://openalex.org/I48566637","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748","country_code":"KR","type":"education","lineage":["https://openalex.org/I48566637"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sihyun Lee","raw_affiliation_strings":["Ulsan National Institute of Science and Technology, Ulsan, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ulsan National Institute of Science and Technology, Ulsan, South Korea","institution_ids":["https://openalex.org/I48566637"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058117121","display_name":"Dongjin Cho","orcid":"https://orcid.org/0000-0001-6795-6451","observed_orcids":["https://orcid.org/0000-0001-6795-6451"]},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dongjin Cho","raw_affiliation_strings":["Seoul National University, Seoul, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Seoul National University, Seoul, South Korea","institution_ids":["https://openalex.org/I139264467"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069161853","display_name":"Jungho Im","orcid":"https://orcid.org/0000-0002-4506-6877","observed_orcids":["https://orcid.org/0000-0002-4506-6877"]},"institutions":[{"id":"https://openalex.org/I48566637","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748","country_code":"KR","type":"education","lineage":["https://openalex.org/I48566637"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Jungho Im","raw_affiliation_strings":["Ulsan National Institute of Science and Technology, Ulsan, South Korea"],"raw_orcid":"https://orcid.org/0000-0002-4506-6877","affiliations":[{"raw_affiliation_string":"Ulsan National Institute of Science and Technology, Ulsan, South Korea","institution_ids":["https://openalex.org/I48566637"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5069161853"],"corresponding_institution_ids":["https://openalex.org/I48566637"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10555","display_name":"Fire effects on ecosystems","score":0.9696999788284302,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T10555","display_name":"Fire effects on ecosystems","score":0.9696999788284302,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T10747","display_name":"Disaster Management and Resilience","score":0.009600000455975533,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12597","display_name":"Fire Detection and Safety Systems","score":0.006599999964237213,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/wildfire-prediction","display_name":"wildfire prediction","score":0.996999979019165},{"id":"https://openalex.org/keywords/fire-weather-index","display_name":"fire weather index","score":0.9810000061988831},{"id":"https://openalex.org/keywords/social-vulnerability","display_name":"social vulnerability","score":0.9399999976158142},{"id":"https://openalex.org/keywords/vulnerable-populations","display_name":"vulnerable populations","score":0.6449999809265137},{"id":"https://openalex.org/keywords/prediction-bias","display_name":"prediction bias","score":0.7559999823570251},{"id":"https://openalex.org/keywords/global-south","display_name":"Global South","score":0.7850000262260437},{"id":"https://openalex.org/keywords/climate-change","display_name":"climate change","score":0.6830000281333923},{"id":"https://openalex.org/keywords/fire-preparedness","display_name":"fire preparedness","score":0.8769999742507935},{"id":"https://openalex.org/keywords/information-equity","display_name":"information equity","score":0.7480000257492065}],"concepts":[{"id":"https://openalex.org/C189326681","wikidata":"https://www.wikidata.org/wiki/Q10294","display_name":"Poverty","level":2,"score":0.5412999987602234},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.4569000005722046},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.4165000021457672},{"id":"https://openalex.org/C64543145","wikidata":"https://www.wikidata.org/wiki/Q162942","display_name":"Intersection (aeronautics)","level":2,"score":0.40380001068115234},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.3815999925136566},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.35690000653266907},{"id":"https://openalex.org/C115343472","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Global warming","level":3,"score":0.35040000081062317},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3222000002861023},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3151000142097473},{"id":"https://openalex.org/C205537798","wikidata":"https://www.wikidata.org/wiki/Q1277161","display_name":"Extreme weather","level":3,"score":0.2962999939918518},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.29100000858306885},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.27480000257492065},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.27160000801086426},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.26649999618530273},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.26109999418258667},{"id":"https://openalex.org/C2777382242","wikidata":"https://www.wikidata.org/wiki/Q6017816","display_name":"Index (typography)","level":2,"score":0.2590000033378601},{"id":"https://openalex.org/C175605778","wikidata":"https://www.wikidata.org/wiki/Q3299701","display_name":"Natural resource economics","level":1,"score":0.25519999861717224},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.25369998812675476}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5194/egusphere-egu26-6259","doi":"https://doi.org/10.5194/egusphere-egu26-6259","is_oa":true,"landing_page_url":"https://doi.org/10.5194/egusphere-egu26-6259","pdf_url":null,"source":{"id":"https://openalex.org/S4306508951","display_name":"EGU General Assembly Conference Abstracts","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.5194/egusphere-egu26-6259","doi":"https://doi.org/10.5194/egusphere-egu26-6259","is_oa":true,"landing_page_url":"https://doi.org/10.5194/egusphere-egu26-6259","pdf_url":null,"source":{"id":"https://openalex.org/S4306508951","display_name":"EGU General Assembly Conference Abstracts","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[{"score":1.0,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"},{"score":0.7578999996185303,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"},{"score":0.4943999946117401,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7162484032","https://openalex.org/W6911869896","https://openalex.org/W7160652694","https://openalex.org/W7126374763","https://openalex.org/W4411233424","https://openalex.org/W4416131293","https://openalex.org/W4406940924","https://openalex.org/W4411221758","https://openalex.org/W7214897452","https://openalex.org/W7118080601"],"abstract_inverted_index":{"Climate":[0],"change":[1],"is":[2,25,106],"intensifying":[3],"wildfire":[4,19,81,121],"risks":[5,82,170],"globally,":[6],"yet":[7],"the":[8,41,78,102,110,114,168],"most":[9,107],"devastating":[10],"impacts":[11],"are":[12,22],"concentrated":[13],"in":[14,109],"underserved":[15,135],"regions.":[16],"While":[17],"global":[18],"forecasting":[20,125],"systems":[21],"established,":[23],"there":[24],"significant":[26],"potential":[27],"to":[28,69,75,97,133,163,166],"enhance":[29],"their":[30],"effectiveness":[31],"for":[32,46,147],"these":[33,134],"vulnerable":[34,38],"areas.":[35],"Currently,":[36],"many":[37],"regions":[39],"lack":[40],"precise,":[42],"localized":[43],"information":[44,148],"necessary":[45],"effective":[47],"fire":[48,60],"preparedness.In":[49],"this":[50],"study,":[51],"we":[52],"employ":[53],"a":[54,64,144,153],"novel":[55],"AI-based":[56],"model":[57],"that":[58,88,140,158],"predicts":[59],"weather":[61],"index":[62],"with":[63],"lead":[65],"time":[66],"of":[67,80,116,171],"up":[68],"31":[70],"days.":[71],"Our":[72],"research":[73,138],"aims":[74],"better":[76],"understand":[77],"intersection":[79],"and":[83,119,130],"social":[84],"vulnerability.":[85],"We":[86],"found":[87],"our":[89,137],"AI-driven":[90],"approach":[91],"significantly":[92],"reduces":[93],"prediction":[94],"bias":[95],"compared":[96],"traditional":[98],"methods":[99],"derived":[100],"from":[101],"ECMWF.":[103],"This":[104,150],"improvement":[105],"pronounced":[108],"Global":[111],"South,":[112],"where":[113],"convergence":[115],"high":[117],"poverty":[118],"intense":[120],"activity":[122],"makes":[123],"accurate":[124],"essential.By":[126],"providing":[127],"more":[128],"reliable":[129],"actionable":[131],"data":[132],"regions,":[136],"demonstrates":[139],"AI":[141],"can":[142],"be":[143],"powerful":[145],"tool":[146],"equity.":[149],"study":[151],"represents":[152],"critical":[154],"step":[155],"toward":[156],"ensuring":[157],"all":[159],"nations":[160],"have":[161],"access":[162],"high-quality":[164],"tools":[165],"manage":[167],"escalating":[169],"climate":[172],"change.":[173]},"counts_by_year":[],"updated_date":"2026-11-14T11:04:58.165337","created_date":"2026-03-14T00:00:00"}
