{"id":"https://openalex.org/W4410166096","doi":"https://doi.org/10.1007/s13278-025-01462-7","title":"An integrated machine learning approach for identifying emergency rescue messages on social media during natural disasters","display_name":"An integrated machine learning approach for identifying emergency rescue messages on social media during natural disasters","publication_year":2025,"publication_date":"2025-05-07","ids":{"openalex":"https://openalex.org/W4410166096","doi":"https://doi.org/10.1007/s13278-025-01462-7"},"language":"en","primary_location":{"id":"doi:10.1007/s13278-025-01462-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13278-025-01462-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13278-025-01462-7.pdf","source":{"id":"https://openalex.org/S2764891196","display_name":"Social Network Analysis and Mining","issn_l":"1869-5450","issn":["1869-5450","1869-5469"],"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":"Social Network Analysis and Mining","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/s13278-025-01462-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006222514","display_name":"Wael Khallouli","orcid":"https://orcid.org/0000-0003-2542-5454"},"institutions":[{"id":"https://openalex.org/I81365321","display_name":"Old Dominion University","ror":"https://ror.org/04zjtrb98","country_code":"US","type":"education","lineage":["https://openalex.org/I81365321"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Wael Khallouli","raw_affiliation_strings":["Department Engineering Management and Systems Engineering, Old Dominion University, Norfolk, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department Engineering Management and Systems Engineering, Old Dominion University, Norfolk, VA, USA","institution_ids":["https://openalex.org/I81365321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100392380","display_name":"Jiang Li","orcid":"https://orcid.org/0000-0003-0091-6986"},"institutions":[{"id":"https://openalex.org/I81365321","display_name":"Old Dominion University","ror":"https://ror.org/04zjtrb98","country_code":"US","type":"education","lineage":["https://openalex.org/I81365321"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiang Li","raw_affiliation_strings":["Department Electrical and Computer Engineering, Old Dominion University, Norfolk, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department Electrical and Computer Engineering, Old Dominion University, Norfolk, VA, USA","institution_ids":["https://openalex.org/I81365321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019285678","display_name":"Jingwei Huang","orcid":"https://orcid.org/0000-0003-2155-6107"},"institutions":[{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I867280407"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jingwei Huang","raw_affiliation_strings":["University of Texas Southwestern Medical Center, Dallas, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Texas Southwestern Medical Center, Dallas, TX, USA","institution_ids":["https://openalex.org/I867280407"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054798706","display_name":"Ghaith Rabadi","orcid":"https://orcid.org/0000-0001-8145-313X"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ghaith Rabadi","raw_affiliation_strings":["School of Modeling, Simulation and Training, University of Central Florida, Orlando, FL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Modeling, Simulation and Training, University of Central Florida, Orlando, FL, USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024188175","display_name":"Samuel Kovacic","orcid":"https://orcid.org/0000-0002-8772-5957"},"institutions":[{"id":"https://openalex.org/I81365321","display_name":"Old Dominion University","ror":"https://ror.org/04zjtrb98","country_code":"US","type":"education","lineage":["https://openalex.org/I81365321"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samuel Kovacic","raw_affiliation_strings":["Department Engineering Management and Systems Engineering, Old Dominion University, Norfolk, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department Engineering Management and Systems Engineering, Old Dominion University, Norfolk, VA, USA","institution_ids":["https://openalex.org/I81365321"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5006222514"],"corresponding_institution_ids":["https://openalex.org/I81365321"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":2.7302,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.875823,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"15","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11121","display_name":"Public Relations and Crisis Communication","score":0.9987999796867371,"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":0.9987999796867371,"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":0.9876999855041504,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9797000288963318,"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/natural-disaster","display_name":"Natural disaster","score":0.777097225189209},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.7762904167175293},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.572235643863678},{"id":"https://openalex.org/keywords/natural","display_name":"Natural (archaeology)","score":0.5455074906349182},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4099712669849396},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.36474552750587463},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.35183656215667725},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.27953702211380005},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.12212666869163513}],"concepts":[{"id":"https://openalex.org/C166566181","wikidata":"https://www.wikidata.org/wiki/Q8065","display_name":"Natural disaster","level":2,"score":0.777097225189209},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.7762904167175293},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.572235643863678},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.5455074906349182},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4099712669849396},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36474552750587463},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.35183656215667725},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.27953702211380005},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.12212666869163513},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s13278-025-01462-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13278-025-01462-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13278-025-01462-7.pdf","source":{"id":"https://openalex.org/S2764891196","display_name":"Social Network Analysis and Mining","issn_l":"1869-5450","issn":["1869-5450","1869-5469"],"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":"Social Network Analysis and Mining","raw_type":"journal-article"},{"id":"pmh:oai:digitalcommons.odu.edu:cybersecurity-pubs-1019","is_oa":true,"landing_page_url":"https://digitalcommons.odu.edu/cybersecurity-pubs/20","pdf_url":null,"source":{"id":"https://openalex.org/S4377196314","display_name":"ODU Digital Commons (Old Dominion University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I81365321","host_organization_name":"Old Dominion University","host_organization_lineage":["https://openalex.org/I81365321"],"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":"School of Cybersecurity Faculty Publications","raw_type":"text"}],"best_oa_location":{"id":"doi:10.1007/s13278-025-01462-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13278-025-01462-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13278-025-01462-7.pdf","source":{"id":"https://openalex.org/S2764891196","display_name":"Social Network Analysis and Mining","issn_l":"1869-5450","issn":["1869-5450","1869-5469"],"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":"Social Network Analysis and Mining","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410166096.pdf","grobid_xml":"https://content.openalex.org/works/W4410166096.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W10004740","https://openalex.org/W641710284","https://openalex.org/W1976526581","https://openalex.org/W2155945451","https://openalex.org/W2209876022","https://openalex.org/W2250539671","https://openalex.org/W2414666370","https://openalex.org/W2416849238","https://openalex.org/W2748906271","https://openalex.org/W2888858186","https://openalex.org/W2897632676","https://openalex.org/W2898854854","https://openalex.org/W2912217870","https://openalex.org/W2946365616","https://openalex.org/W2949541494","https://openalex.org/W2949676527","https://openalex.org/W2965664978","https://openalex.org/W2974501628","https://openalex.org/W2988643362","https://openalex.org/W2999678654","https://openalex.org/W3034302383","https://openalex.org/W3043010374","https://openalex.org/W3086607052","https://openalex.org/W3094582738","https://openalex.org/W3118509914","https://openalex.org/W3120217483","https://openalex.org/W3155280283","https://openalex.org/W3195868363","https://openalex.org/W3203908408","https://openalex.org/W4252522382","https://openalex.org/W4256102386","https://openalex.org/W4280596951","https://openalex.org/W4309119519","https://openalex.org/W4353029066","https://openalex.org/W4366768228","https://openalex.org/W4401324062","https://openalex.org/W6702248584"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4283262748","https://openalex.org/W4312622923","https://openalex.org/W1977056376","https://openalex.org/W2728430307","https://openalex.org/W1990545028","https://openalex.org/W2107786128","https://openalex.org/W2735469505","https://openalex.org/W2048368023","https://openalex.org/W2387944524"],"abstract_inverted_index":{"Abstract":[0],"During":[1],"large-scale":[2],"disasters,":[3],"emergency":[4,119],"call":[5],"centers":[6],"are":[7,23],"often":[8],"overwhelmed":[9],"by":[10,177],"the":[11,50,57,158,161,173],"large":[12],"volume":[13],"of":[14,53,60,157],"rescue":[15,47,86],"requests":[16,55],"and":[17,110,137,151],"calls":[18],"for":[19,41,118,166,184,196],"help.":[20],"Consequently,":[21],"people":[22],"turning":[24],"to":[25,29,44,83,105,114,172],"social":[26,64,89,190],"media":[27,65,90],"platforms":[28,37],"seek":[30],"assistance.":[31],"Rescue":[32],"information":[33,87,188],"posted":[34,62],"on":[35,63,78,127],"these":[36,54],"is":[38,68],"extremely":[39],"valuable":[40],"first":[42],"responders":[43],"make":[45],"informed":[46],"decisions.":[48],"Therefore,":[49],"automatic":[51],"identification":[52],"from":[56,88,131],"vast":[58],"amount":[59],"data":[61],"during":[66,91],"crises":[67],"critical":[69],"yet":[70],"challenging.":[71],"This":[72,169],"work":[73],"presents":[74],"our":[75,143],"ongoing":[76],"research":[77],"applying":[79],"deep":[80,97,152,181],"learning":[81,98,150,153,182],"techniques":[82],"extract":[84,106,115],"actionable":[85,187],"crises.":[92],"We":[93],"proposed":[94,123],"a":[95,102,179],"novel":[96,180],"model":[99,124,144],"that":[100,142],"integrates":[101],"fine-tuned":[103],"BERT":[104],"low-level":[107],"statistical":[108],"features":[109,117],"rule-based":[111],"Regex":[112],"filters":[113],"problem-specific":[116],"tweet":[120],"identification.":[121],"The":[122],"was":[125],"evaluated":[126],"labeled":[128],"tweets":[129],"collected":[130],"three":[132],"hurricane":[133],"events":[134],"(Harvey,":[135],"Ian,":[136],"Ida).":[138],"Experimental":[139],"results":[140],"showed":[141],"performed":[145],"better":[146],"than":[147],"several":[148],"machine":[149],"methods":[154],"in":[155,189],"terms":[156],"Area":[159],"Under":[160],"Precision-Recall":[162],"Curve":[163],"(AUC-PR)":[164],"metric":[165],"all":[167],"events.":[168],"study":[170],"contributed":[171],"crisis":[174],"informatics":[175],"literature":[176],"introducing":[178],"approach":[183],"automatically":[185],"identifying":[186],"media,":[191],"which":[192],"can":[193],"be":[194],"adapted":[195],"similar":[197],"natural":[198],"language":[199],"processing":[200],"(NLP)":[201],"tasks.":[202]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}