{"id":"https://openalex.org/W4402459890","doi":"https://doi.org/10.3390/s24185889","title":"Multimodal Social Sensing for the Spatio-Temporal Evolution and Assessment of Nature Disasters","display_name":"Multimodal Social Sensing for the Spatio-Temporal Evolution and Assessment of Nature Disasters","publication_year":2024,"publication_date":"2024-09-11","ids":{"openalex":"https://openalex.org/W4402459890","doi":"https://doi.org/10.3390/s24185889","pmid":"https://pubmed.ncbi.nlm.nih.gov/39338634"},"language":"en","primary_location":{"id":"doi:10.3390/s24185889","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24185889","pdf_url":"https://www.mdpi.com/1424-8220/24/18/5889/pdf?version=1726043017","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/24/18/5889/pdf?version=1726043017","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101723112","display_name":"Yu Chen","orcid":"https://orcid.org/0000-0001-8131-8149"},"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/I4210110458","display_name":"Institute of Electronics","ror":"https://ror.org/01z143507","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210110458"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Yu","raw_affiliation_strings":["Center for Public Security Technology, University of Electronic Science and Technology of China, Chengdu 610054, China","Institute of Public Security, Kashi Institute of Electronics and Information Industry, Kashi 844000, China"],"affiliations":[{"raw_affiliation_string":"Center for Public Security Technology, University of Electronic Science and Technology of China, Chengdu 610054, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"Institute of Public Security, Kashi Institute of Electronics and Information Industry, Kashi 844000, China","institution_ids":["https://openalex.org/I4210110458"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100430090","display_name":"Zhiguo Wang","orcid":"https://orcid.org/0000-0002-5652-5362"},"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"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhiguo Wang","raw_affiliation_strings":["Center for Public Security Technology, University of Electronic Science and Technology of China, Chengdu 610054, China"],"affiliations":[{"raw_affiliation_string":"Center for Public Security Technology, University of Electronic Science and Technology of China, Chengdu 610054, China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100430090"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":8.6361,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.97719689,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"24","issue":"18","first_page":"5889","last_page":"5889"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11121","display_name":"Public Relations and Crisis Communication","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9922000169754028,"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/T13018","display_name":"Seismology and Earthquake Studies","score":0.9707000255584717,"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/social-media","display_name":"Social media","score":0.74344402551651},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7023663520812988},{"id":"https://openalex.org/keywords/situation-awareness","display_name":"Situation awareness","score":0.6752817034721375},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6085383892059326},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.5636892318725586},{"id":"https://openalex.org/keywords/emergency-management","display_name":"Emergency management","score":0.5567871928215027},{"id":"https://openalex.org/keywords/witness","display_name":"Witness","score":0.5564807653427124},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5153719782829285},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.4328486919403076},{"id":"https://openalex.org/keywords/microblogging","display_name":"Microblogging","score":0.4318188726902008},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2132776379585266},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17386823892593384}],"concepts":[{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.74344402551651},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7023663520812988},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.6752817034721375},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6085383892059326},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.5636892318725586},{"id":"https://openalex.org/C62555980","wikidata":"https://www.wikidata.org/wiki/Q1460420","display_name":"Emergency management","level":2,"score":0.5567871928215027},{"id":"https://openalex.org/C2776900844","wikidata":"https://www.wikidata.org/wiki/Q8028383","display_name":"Witness","level":2,"score":0.5564807653427124},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5153719782829285},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.4328486919403076},{"id":"https://openalex.org/C143275388","wikidata":"https://www.wikidata.org/wiki/Q92438","display_name":"Microblogging","level":3,"score":0.4318188726902008},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2132776379585266},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17386823892593384},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077587","descriptor_name":"Natural Disasters","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077587","descriptor_name":"Natural Disasters","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077587","descriptor_name":"Natural Disasters","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077587","descriptor_name":"Natural Disasters","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004190","descriptor_name":"Disasters","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004190","descriptor_name":"Disasters","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004190","descriptor_name":"Disasters","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004190","descriptor_name":"Disasters","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011891","descriptor_name":"Rain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011891","descriptor_name":"Rain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011891","descriptor_name":"Rain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011891","descriptor_name":"Rain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061108","descriptor_name":"Social Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D061108","descriptor_name":"Social Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D061108","descriptor_name":"Social Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D061108","descriptor_name":"Social Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062211","descriptor_name":"Spatio-Temporal Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D062211","descriptor_name":"Spatio-Temporal Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D062211","descriptor_name":"Spatio-Temporal Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D062211","descriptor_name":"Spatio-Temporal Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.3390/s24185889","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24185889","pdf_url":"https://www.mdpi.com/1424-8220/24/18/5889/pdf?version=1726043017","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},{"id":"pmid:39338634","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39338634","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11436099","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11436099","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11436099/pdf/sensors-24-05889.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:1d31157e867e4465ad11b803c0f33ad9","is_oa":true,"landing_page_url":"https://doaj.org/article/1d31157e867e4465ad11b803c0f33ad9","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":"Sensors, Vol 24, Iss 18, p 5889 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s24185889","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24185889","pdf_url":"https://www.mdpi.com/1424-8220/24/18/5889/pdf?version=1726043017","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8199999928474426,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402459890.pdf","grobid_xml":"https://content.openalex.org/works/W4402459890.grobid-xml"},"referenced_works_count":74,"referenced_works":["https://openalex.org/W193135713","https://openalex.org/W292317273","https://openalex.org/W1934362406","https://openalex.org/W2009280044","https://openalex.org/W2293023260","https://openalex.org/W2766749440","https://openalex.org/W2768447691","https://openalex.org/W2786973690","https://openalex.org/W2792198542","https://openalex.org/W2798683079","https://openalex.org/W2828486017","https://openalex.org/W2884561390","https://openalex.org/W2896457183","https://openalex.org/W2909828422","https://openalex.org/W2929141656","https://openalex.org/W2946885273","https://openalex.org/W2963446712","https://openalex.org/W2963555187","https://openalex.org/W2971296908","https://openalex.org/W2981123093","https://openalex.org/W2983474706","https://openalex.org/W2996801518","https://openalex.org/W2999585771","https://openalex.org/W3013120352","https://openalex.org/W3014815658","https://openalex.org/W3024097351","https://openalex.org/W3033811851","https://openalex.org/W3035207996","https://openalex.org/W3040947615","https://openalex.org/W3092786668","https://openalex.org/W3096636506","https://openalex.org/W3097810148","https://openalex.org/W3143196052","https://openalex.org/W3150521545","https://openalex.org/W3152475593","https://openalex.org/W3169967612","https://openalex.org/W3170852693","https://openalex.org/W3175294292","https://openalex.org/W3183421394","https://openalex.org/W3198897329","https://openalex.org/W3201524889","https://openalex.org/W3206588321","https://openalex.org/W3207124298","https://openalex.org/W3214659126","https://openalex.org/W3217459514","https://openalex.org/W4200321698","https://openalex.org/W4205235397","https://openalex.org/W4213038385","https://openalex.org/W4220892543","https://openalex.org/W4226401296","https://openalex.org/W4246957196","https://openalex.org/W4247163280","https://openalex.org/W4281606617","https://openalex.org/W4282941749","https://openalex.org/W4288751433","https://openalex.org/W4303684426","https://openalex.org/W4311773696","https://openalex.org/W4312763117","https://openalex.org/W4313334017","https://openalex.org/W4382393435","https://openalex.org/W4384297275","https://openalex.org/W4386457058","https://openalex.org/W4387460165","https://openalex.org/W4388871708","https://openalex.org/W4389410638","https://openalex.org/W4390639740","https://openalex.org/W4390906420","https://openalex.org/W4392769473","https://openalex.org/W4392862101","https://openalex.org/W4393167082","https://openalex.org/W6687464726","https://openalex.org/W6771667669","https://openalex.org/W6810802890","https://openalex.org/W6840674141"],"related_works":["https://openalex.org/W2275433313","https://openalex.org/W2053241453","https://openalex.org/W2017590198","https://openalex.org/W2978974359","https://openalex.org/W2890518300","https://openalex.org/W2366687089","https://openalex.org/W2728430307","https://openalex.org/W2153980712","https://openalex.org/W2036556872","https://openalex.org/W2087532526"],"abstract_inverted_index":{"Social":[0],"sensing,":[1],"using":[2,105],"humans":[3],"as":[4,12,36],"sensors":[5],"to":[6,59],"collect":[7],"disaster":[8,84,154],"data,":[9,107],"has":[10,22],"emerged":[11],"a":[13,70,76,123,140,163],"timely,":[14],"cost-effective,":[15],"and":[16,38,75,138,158,161,170],"reliable":[17],"data":[18,34,120,137],"source.":[19],"However,":[20],"research":[21],"focused":[23],"on":[24,43],"the":[25,81,96,131],"textual":[26,119],"data.":[27,68],"With":[28],"advances":[29],"in":[30,102],"information":[31,63],"technology,":[32],"multimodal":[33,65,72,110,134],"such":[35],"images":[37],"videos":[39],"are":[40],"now":[41],"shared":[42],"media":[44,67,136],"platforms,":[45],"aiding":[46],"in-depth":[47],"analysis":[48],"of":[49,95,126,133],"social":[50,66,135],"sensing":[51],"systems.":[52,173],"This":[53],"study":[54,94],"proposed":[55,146],"an":[56],"analytical":[57],"framework":[58,82,147],"extract":[60],"disaster-related":[61],"spatiotemporal":[62,87],"from":[64],"Using":[69],"pre-trained":[71],"neural":[73],"network":[74],"location":[77],"entity":[78],"recognition":[79],"model,":[80],"integrates":[83],"semantics":[85],"with":[86,115],"information,":[88],"enhancing":[89],"situational":[90],"awareness.":[91],"A":[92],"case":[93],"April":[97],"2024":[98],"heavy":[99],"rain":[100],"event":[101],"Guangdong,":[103],"China,":[104],"Weibo":[106],"demonstrates":[108],"that":[109],"content":[111],"correlates":[112],"more":[113],"strongly":[114],"rainfall":[116],"patterns":[117],"than":[118],"alone,":[121],"offering":[122],"dynamic":[124],"perception":[125],"disasters.":[127],"These":[128],"findings":[129],"confirm":[130],"utility":[132],"offer":[139],"foundation":[141],"for":[142,151,166],"future":[143],"research.":[144],"The":[145],"offers":[148],"valuable":[149],"applications":[150],"emergency":[152],"response,":[153],"relief,":[155],"risk":[156,168],"assessment,":[157],"witness":[159],"discovery,":[160],"presents":[162],"viable":[164],"approach":[165],"safety":[167],"monitoring":[169],"early":[171],"warning":[172]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-28T08:17:26.163206","created_date":"2025-10-10T00:00:00"}
