{"id":"https://openalex.org/W4411485499","doi":"https://doi.org/10.3390/systems13070498","title":"Harnessing Multi-Modal Synergy: A Systematic Framework for Disaster Loss Consistency Analysis and Emergency Response","display_name":"Harnessing Multi-Modal Synergy: A Systematic Framework for Disaster Loss Consistency Analysis and Emergency Response","publication_year":2025,"publication_date":"2025-06-20","ids":{"openalex":"https://openalex.org/W4411485499","doi":"https://doi.org/10.3390/systems13070498"},"language":"en","primary_location":{"id":"doi:10.3390/systems13070498","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13070498","pdf_url":"https://www.mdpi.com/2079-8954/13/7/498/pdf?version=1750437572","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"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":"Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-8954/13/7/498/pdf?version=1750437572","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113886702","display_name":"Siqing Shan","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siqing Shan","raw_affiliation_strings":["School of Economics and Management, Beihang University, Beijing 100191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075281099","display_name":"Jingyu Su","orcid":"https://orcid.org/0009-0006-7387-8545"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jingyu Su","raw_affiliation_strings":["School of Economics and Management, Beihang University, Beijing 100191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087433325","display_name":"Junze Li","orcid":"https://orcid.org/0000-0001-8837-5349"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junze Li","raw_affiliation_strings":["School of Economics and Management, Beihang University, Beijing 100191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115600310","display_name":"Yinong Li","orcid":"https://orcid.org/0000-0002-5284-7700"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinong Li","raw_affiliation_strings":["School of Economics and Management, Beihang University, Beijing 100191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041226312","display_name":"Zhongbao Zhou","orcid":"https://orcid.org/0000-0002-0029-5158"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongbao Zhou","raw_affiliation_strings":["School of Economics and Management, Beihang University, Beijing 100191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5075281099"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":3.2849,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.90272978,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"13","issue":"7","first_page":"498","last_page":"498"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11121","display_name":"Public Relations and Crisis Communication","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11121","display_name":"Public Relations and Crisis Communication","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"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/T10747","display_name":"Disaster Management and Resilience","score":0.9883000254631042,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.9678999781608582,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.8560894727706909},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.6711969971656799},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.575383186340332},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.5369918346405029},{"id":"https://openalex.org/keywords/emergency-management","display_name":"Emergency management","score":0.5320526361465454},{"id":"https://openalex.org/keywords/data-extraction","display_name":"Data extraction","score":0.4890631139278412},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4890206754207611},{"id":"https://openalex.org/keywords/disaster-response","display_name":"Disaster response","score":0.4262408912181854},{"id":"https://openalex.org/keywords/data-consistency","display_name":"Data consistency","score":0.41094234585762024},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3963508605957031},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3425928056240082},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23888400197029114},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.198024183511734},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1750454604625702}],"concepts":[{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.8560894727706909},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6711969971656799},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.575383186340332},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.5369918346405029},{"id":"https://openalex.org/C62555980","wikidata":"https://www.wikidata.org/wiki/Q1460420","display_name":"Emergency management","level":2,"score":0.5320526361465454},{"id":"https://openalex.org/C2777466982","wikidata":"https://www.wikidata.org/wiki/Q5227287","display_name":"Data extraction","level":3,"score":0.4890631139278412},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4890206754207611},{"id":"https://openalex.org/C3018653863","wikidata":"https://www.wikidata.org/wiki/Q5281355","display_name":"Disaster response","level":3,"score":0.4262408912181854},{"id":"https://openalex.org/C93361087","wikidata":"https://www.wikidata.org/wiki/Q4426698","display_name":"Data consistency","level":2,"score":0.41094234585762024},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3963508605957031},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3425928056240082},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23888400197029114},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.198024183511734},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1750454604625702},{"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/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/systems13070498","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13070498","pdf_url":"https://www.mdpi.com/2079-8954/13/7/498/pdf?version=1750437572","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"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":"Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:bf14f297b1534ca5b3f8ce453b804c68","is_oa":true,"landing_page_url":"https://doaj.org/article/bf14f297b1534ca5b3f8ce453b804c68","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":"Systems, Vol 13, Iss 7, p 498 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/systems13070498","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13070498","pdf_url":"https://www.mdpi.com/2079-8954/13/7/498/pdf?version=1750437572","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"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":"Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.800000011920929}],"awards":[{"id":"https://openalex.org/G208518559","display_name":null,"funder_award_id":"72071010","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"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411485499.pdf","grobid_xml":"https://content.openalex.org/works/W4411485499.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W2549412929","https://openalex.org/W2798683079","https://openalex.org/W2918482792","https://openalex.org/W2929141656","https://openalex.org/W2942723925","https://openalex.org/W2972553337","https://openalex.org/W2982078236","https://openalex.org/W2999678654","https://openalex.org/W3045468501","https://openalex.org/W3087094680","https://openalex.org/W3118694826","https://openalex.org/W3120217483","https://openalex.org/W3127327967","https://openalex.org/W3135367836","https://openalex.org/W3148535553","https://openalex.org/W3174244359","https://openalex.org/W3211966255","https://openalex.org/W4221166835","https://openalex.org/W4224228937","https://openalex.org/W4241886362","https://openalex.org/W4289918731","https://openalex.org/W4306377771","https://openalex.org/W4311088167","https://openalex.org/W4311463220","https://openalex.org/W4312158849","https://openalex.org/W4321602423","https://openalex.org/W4323353524","https://openalex.org/W4324030867","https://openalex.org/W4361199562","https://openalex.org/W4361224014","https://openalex.org/W4362465228","https://openalex.org/W4362636680","https://openalex.org/W4362675542","https://openalex.org/W4362715726","https://openalex.org/W4366134912","https://openalex.org/W4366608319","https://openalex.org/W4382393435","https://openalex.org/W4386905399","https://openalex.org/W4387169904","https://openalex.org/W6856335693"],"related_works":["https://openalex.org/W93111763","https://openalex.org/W4241945896","https://openalex.org/W4402721021","https://openalex.org/W2032452226","https://openalex.org/W2394422641","https://openalex.org/W4401497630","https://openalex.org/W3003192696","https://openalex.org/W2578808763","https://openalex.org/W2096153544","https://openalex.org/W4247415845"],"abstract_inverted_index":{"When":[0,158],"a":[1,4,58,178,199],"disaster":[2,47,105,205,235],"occurs,":[3],"large":[5],"number":[6],"of":[7,21,65,111,119,131,146,155,189,215],"social":[8,70,135,165,220],"media":[9,221],"posts":[10],"on":[11,69,134],"platforms":[12],"like":[13],"Weibo":[14],"attract":[15],"public":[16,44,84,156,183],"attention":[17,166,184],"with":[18,230],"their":[19],"combination":[20],"text":[22,79,147],"and":[23,31,49,80,86,109,114,125,148,185,226],"images.":[24],"However,":[25],"the":[26,43,46,63,76,94,104,112,117,129,144,153,159,164,187,212],"consistency":[27,64,118,133,145,160,176],"between":[28,78],"textual":[29],"descriptions":[30],"visual":[32],"representations":[33],"varies":[34],"significantly.":[35],"Consistent":[36],"multi-modal":[37,66],"data":[38,68,150,217,222],"are":[39],"crucial":[40],"for":[41,61,89,181,211],"helping":[42],"understand":[45],"situation":[48],"support":[50],"rescue":[51],"efforts.":[52],"This":[53,72,173],"study":[54,73],"aims":[55],"to":[56,102,192,203],"develop":[57],"systematic":[59,201],"framework":[60,197],"assessing":[62],"disaster-related":[67],"media.":[71],"explored":[74],"how":[75],"congruence":[77],"image":[81,149],"content":[82],"affects":[83],"engagement":[85],"informs":[87],"strategies":[88],"efficient":[90,213],"emergency":[91,227],"responses.":[92],"Firstly,":[93],"Clip":[95],"(Contrastive":[96],"Language-Image":[97],"Pre-Training)":[98],"model":[99],"was":[100,122,137],"used":[101],"mine":[103],"correlation,":[106],"loss":[107,206],"category,":[108],"severity":[110],"images":[113],"text.":[115],"Then,":[116],"image\u2013text":[120],"pairs":[121],"qualitatively":[123],"analyzed":[124],"quantitatively":[126],"calculated.":[127],"Finally,":[128],"influence":[130],"graphic":[132],"concern":[136],"discussed.":[138],"The":[139,195],"experimental":[140],"findings":[141],"reveal":[142],"that":[143,175],"significantly":[151],"influences":[152],"degree":[154],"concern.":[157],"increases":[161],"by":[162,170],"1%,":[163],"index":[167],"will":[168],"increase":[169],"about":[171],"0.8%.":[172],"shows":[174],"is":[177],"key":[179],"factor":[180],"attracting":[182],"promoting":[186],"dissemination":[188],"information":[190,207],"related":[191],"important":[193],"disasters.":[194],"proposed":[196],"offers":[198],"robust,":[200],"approach":[202],"analyzing":[204],"consistency.":[208],"It":[209],"allows":[210],"extraction":[214],"high-consistency":[216],"from":[218],"vast":[219],"sets,":[223],"providing":[224],"governments":[225],"response":[228],"agencies":[229],"timely,":[231],"accurate":[232],"insights":[233],"into":[234],"situations.":[236]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
