{"id":"https://openalex.org/W4415963061","doi":"https://doi.org/10.1007/s13278-025-01532-w","title":"Cross-platform spatiotemporal sentiment trends analysis of COVID-19 vaccine discourse","display_name":"Cross-platform spatiotemporal sentiment trends analysis of COVID-19 vaccine discourse","publication_year":2025,"publication_date":"2025-11-06","ids":{"openalex":"https://openalex.org/W4415963061","doi":"https://doi.org/10.1007/s13278-025-01532-w"},"language":"en","primary_location":{"id":"doi:10.1007/s13278-025-01532-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13278-025-01532-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13278-025-01532-w.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/s13278-025-01532-w.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078802459","display_name":"Abdulrahman Alharbi","orcid":"https://orcid.org/0009-0003-7559-3533"},"institutions":[{"id":"https://openalex.org/I84392919","display_name":"Temple University","ror":"https://ror.org/00kx1jb78","country_code":"US","type":"education","lineage":["https://openalex.org/I84392919"]},{"id":"https://openalex.org/I91450128","display_name":"Jazan University","ror":"https://ror.org/02bjnq803","country_code":"SA","type":"education","lineage":["https://openalex.org/I91450128"]}],"countries":["SA","US"],"is_corresponding":true,"raw_author_name":"Abdulrahman Alharbi","raw_affiliation_strings":["Department of Computer Science, College of Engineering and Computer Science, Jazan University, Jazan, Saudi Arabia","Department of Computer and Information Sciences, Temple University, Philadelphia, PA, 19122, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, College of Engineering and Computer Science, Jazan University, Jazan, Saudi Arabia","institution_ids":["https://openalex.org/I91450128"]},{"raw_affiliation_string":"Department of Computer and Information Sciences, Temple University, Philadelphia, PA, 19122, USA","institution_ids":["https://openalex.org/I84392919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087378525","display_name":"Rafaa Aljurbua","orcid":"https://orcid.org/0000-0001-6266-3772"},"institutions":[{"id":"https://openalex.org/I156216236","display_name":"Qassim University","ror":"https://ror.org/01wsfe280","country_code":"SA","type":"education","lineage":["https://openalex.org/I156216236"]},{"id":"https://openalex.org/I84392919","display_name":"Temple University","ror":"https://ror.org/00kx1jb78","country_code":"US","type":"education","lineage":["https://openalex.org/I84392919"]}],"countries":["SA","US"],"is_corresponding":false,"raw_author_name":"Rafaa Aljurbua","raw_affiliation_strings":["Department of Computer Science, College of Computer, Qassim University, Buraydah, Saudi Arabia","Department of Computer and Information Sciences, Temple University, Philadelphia, PA, 19122, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, College of Computer, Qassim University, Buraydah, Saudi Arabia","institution_ids":["https://openalex.org/I156216236"]},{"raw_affiliation_string":"Department of Computer and Information Sciences, Temple University, Philadelphia, PA, 19122, USA","institution_ids":["https://openalex.org/I84392919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101526331","display_name":"Shelly Gupta","orcid":"https://orcid.org/0009-0008-5425-4491"},"institutions":[{"id":"https://openalex.org/I84392919","display_name":"Temple University","ror":"https://ror.org/00kx1jb78","country_code":"US","type":"education","lineage":["https://openalex.org/I84392919"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shelly Gupta","raw_affiliation_strings":["Department of Computer and Information Sciences, Temple University, Philadelphia, PA, 19122, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, Temple University, Philadelphia, PA, 19122, USA","institution_ids":["https://openalex.org/I84392919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005606975","display_name":"Hussain Otudi","orcid":"https://orcid.org/0009-0006-2745-5357"},"institutions":[{"id":"https://openalex.org/I84392919","display_name":"Temple University","ror":"https://ror.org/00kx1jb78","country_code":"US","type":"education","lineage":["https://openalex.org/I84392919"]},{"id":"https://openalex.org/I91450128","display_name":"Jazan University","ror":"https://ror.org/02bjnq803","country_code":"SA","type":"education","lineage":["https://openalex.org/I91450128"]}],"countries":["SA","US"],"is_corresponding":false,"raw_author_name":"Hussain Otudi","raw_affiliation_strings":["Department of Computer Science, College of Engineering and Computer Science, Jazan University, Jazan, Saudi Arabia","Department of Computer and Information Sciences, Temple University, Philadelphia, PA, 19122, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, College of Engineering and Computer Science, Jazan University, Jazan, Saudi Arabia","institution_ids":["https://openalex.org/I91450128"]},{"raw_affiliation_string":"Department of Computer and Information Sciences, Temple University, Philadelphia, PA, 19122, USA","institution_ids":["https://openalex.org/I84392919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075143293","display_name":"Jovan Andjelkovic","orcid":"https://orcid.org/0009-0009-4319-6051"},"institutions":[{"id":"https://openalex.org/I84392919","display_name":"Temple University","ror":"https://ror.org/00kx1jb78","country_code":"US","type":"education","lineage":["https://openalex.org/I84392919"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jovan Andjelkovic","raw_affiliation_strings":["Department of Computer and Information Sciences, Temple University, Philadelphia, PA, 19122, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, Temple University, Philadelphia, PA, 19122, USA","institution_ids":["https://openalex.org/I84392919"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044038055","display_name":"Zoran Obradovi\u0107","orcid":"https://orcid.org/0000-0002-2051-0142"},"institutions":[{"id":"https://openalex.org/I84392919","display_name":"Temple University","ror":"https://ror.org/00kx1jb78","country_code":"US","type":"education","lineage":["https://openalex.org/I84392919"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zoran Obradovic","raw_affiliation_strings":["Department of Computer and Information Sciences, Temple University, Philadelphia, PA, 19122, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, Temple University, Philadelphia, PA, 19122, USA","institution_ids":["https://openalex.org/I84392919"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5078802459"],"corresponding_institution_ids":["https://openalex.org/I84392919","https://openalex.org/I91450128"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":2.1894,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.90011327,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"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/T10833","display_name":"Vaccine Coverage and Hesitancy","score":0.3100999891757965,"subfield":{"id":"https://openalex.org/subfields/3306","display_name":"Health"},"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/T10833","display_name":"Vaccine Coverage and Hesitancy","score":0.3100999891757965,"subfield":{"id":"https://openalex.org/subfields/3306","display_name":"Health"},"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":0.2667999863624573,"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.1193000003695488,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/social-media","display_name":"Social media","score":0.7675999999046326},{"id":"https://openalex.org/keywords/mainstream","display_name":"Mainstream","score":0.6068000197410583},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.4867999851703644},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.48570001125335693},{"id":"https://openalex.org/keywords/government","display_name":"Government (linguistics)","score":0.48500001430511475},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.46560001373291016},{"id":"https://openalex.org/keywords/news-media","display_name":"News media","score":0.4271000027656555},{"id":"https://openalex.org/keywords/causal-inference","display_name":"Causal inference","score":0.41830000281333923},{"id":"https://openalex.org/keywords/social-network-analysis","display_name":"Social network analysis","score":0.3896999955177307}],"concepts":[{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.7675999999046326},{"id":"https://openalex.org/C2777617010","wikidata":"https://www.wikidata.org/wiki/Q18957","display_name":"Mainstream","level":2,"score":0.6068000197410583},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5116000175476074},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.4867999851703644},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.48570001125335693},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.48500001430511475},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.46560001373291016},{"id":"https://openalex.org/C529147693","wikidata":"https://www.wikidata.org/wiki/Q1193236","display_name":"News media","level":2,"score":0.4271000027656555},{"id":"https://openalex.org/C158600405","wikidata":"https://www.wikidata.org/wiki/Q5054566","display_name":"Causal inference","level":2,"score":0.41830000281333923},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.39629998803138733},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.3896999955177307},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3880000114440918},{"id":"https://openalex.org/C143275388","wikidata":"https://www.wikidata.org/wiki/Q92438","display_name":"Microblogging","level":3,"score":0.38100001215934753},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.37720000743865967},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.37400001287460327},{"id":"https://openalex.org/C89623803","wikidata":"https://www.wikidata.org/wiki/Q12184","display_name":"Pandemic","level":5,"score":0.3544999957084656},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.3321000039577484},{"id":"https://openalex.org/C2983685735","wikidata":"https://www.wikidata.org/wiki/Q5227355","display_name":"Data source","level":2,"score":0.3296000063419342},{"id":"https://openalex.org/C44725695","wikidata":"https://www.wikidata.org/wiki/Q288156","display_name":"Normative","level":2,"score":0.3271999955177307},{"id":"https://openalex.org/C167752473","wikidata":"https://www.wikidata.org/wiki/Q1191964","display_name":"News values","level":3,"score":0.32280001044273376},{"id":"https://openalex.org/C162446236","wikidata":"https://www.wikidata.org/wiki/Q653137","display_name":"Content analysis","level":2,"score":0.3109999895095825},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3073999881744385},{"id":"https://openalex.org/C2779812341","wikidata":"https://www.wikidata.org/wiki/Q5891525","display_name":"Homophily","level":2,"score":0.29789999127388},{"id":"https://openalex.org/C148383697","wikidata":"https://www.wikidata.org/wiki/Q1781695","display_name":"Regional science","level":1,"score":0.29350000619888306},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.2874999940395355},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.2815999984741211},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.26089999079704285},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.25870001316070557},{"id":"https://openalex.org/C2778729106","wikidata":"https://www.wikidata.org/wiki/Q1140126","display_name":"Social media analytics","level":3,"score":0.2565999925136566}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s13278-025-01532-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13278-025-01532-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13278-025-01532-w.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"}],"best_oa_location":{"id":"doi:10.1007/s13278-025-01532-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13278-025-01532-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13278-025-01532-w.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":[{"id":"https://openalex.org/F4320337807","display_name":"U.S. Army Combat Capabilities Development Command","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415963061.pdf","grobid_xml":"https://content.openalex.org/works/W4415963061.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W2561436554","https://openalex.org/W2594911318","https://openalex.org/W2765978126","https://openalex.org/W3045045932","https://openalex.org/W3093589752","https://openalex.org/W3120829418","https://openalex.org/W3163596114","https://openalex.org/W3183221431","https://openalex.org/W3196064124","https://openalex.org/W3198252989","https://openalex.org/W3202169618","https://openalex.org/W3204013198","https://openalex.org/W3204155403","https://openalex.org/W4210726652","https://openalex.org/W4283078929","https://openalex.org/W4285048163","https://openalex.org/W4285792910","https://openalex.org/W4288052171","https://openalex.org/W4300964701","https://openalex.org/W4309622010","https://openalex.org/W4360856220","https://openalex.org/W4366753652","https://openalex.org/W4376640412","https://openalex.org/W4377939854","https://openalex.org/W4385627034","https://openalex.org/W4386325810","https://openalex.org/W4388262829","https://openalex.org/W4388449547","https://openalex.org/W4388937350","https://openalex.org/W4390338533","https://openalex.org/W4390507156","https://openalex.org/W4391486428","https://openalex.org/W4392792671","https://openalex.org/W4392854678","https://openalex.org/W4394902717","https://openalex.org/W4399775500","https://openalex.org/W4401603596","https://openalex.org/W4401983583","https://openalex.org/W4402330542","https://openalex.org/W4402521615","https://openalex.org/W4403724445","https://openalex.org/W4404701545","https://openalex.org/W4405619541","https://openalex.org/W4406612329","https://openalex.org/W4408973681","https://openalex.org/W4408992814","https://openalex.org/W4409561718","https://openalex.org/W4411642180"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"The":[1,157,183],"COVID-19":[2,41,51,172],"pandemic":[3,173],"has":[4,205],"sparked":[5],"intense":[6],"global":[7,238],"discussions":[8,85],"about":[9],"vaccine":[10,52,224],"safety,":[11],"efficacy,":[12],"and":[13,31,86,93,96,105,115,122,144,180,192,230],"distribution":[14],"on":[15,40,55,234],"social":[16,29,56,83,216],"media.":[17],"It":[18],"underscored":[19],"the":[20,47,50,66,168,171,175,178,197,211],"need":[21],"to":[22,132,146,174,222],"analyze":[23],"how":[24],"vaccine-related":[25,199],"sentiments":[26],"propagate":[27],"across":[28,89],"media":[30,35,57,84,217],"interact":[32],"with":[33,196,219],"news":[34,59,88,107,220],"articles.":[36,200],"Despite":[37],"extensive":[38],"research":[39,233],"vaccines,":[42],"most":[43],"existing":[44],"studies":[45],"examine":[46],"sentiment":[48,78,142,187],"of":[49,170,177,213],"by":[53,68,152],"focusing":[54],"or":[58],"articles":[60,108,221],"in":[61,189,237],"isolation.":[62],"This":[63],"study":[64,158],"bridges":[65],"gap":[67],"exploring":[69],"correlations":[70],"between":[71,119],"these":[72],"sources":[73],"through":[74],"a":[75,127,140],"hierarchical":[76],"spatiotemporal":[77],"analysis":[79,218],"framework":[80],"that":[81],"integrates":[82],"mainstream":[87],"global,":[90],"national":[91],"(US),":[92],"regional":[94],"(Pennsylvania":[95],"Philadelphia)":[97],"scales.":[98],"Leveraging":[99],"over":[100],"7":[101],"million":[102],"English":[103],"tweets":[104],"6,500":[106],"alongside":[109],"physical":[110],"events,":[111],"official":[112],"government":[113],"records,":[114],"demographic":[116],"data":[117],"collected":[118],"January":[120],"2020":[121],"June":[123],"2022,":[124],"we":[125],"introduce":[126],"user":[128],"location":[129],"inference":[130],"method":[131],"approximate":[133],"geographic":[134],"context.":[135],"Our":[136],"approach":[137],"leverages":[138],"TriLex,":[139],"multi-lexicon":[141],"method,":[143],"BERTopic":[145],"extract":[147],"nuanced":[148],"topics,":[149],"further":[150],"refined":[151],"ChatGPT":[153],"for":[154],"enhanced":[155],"interpretability.":[156],"period":[159],"was":[160],"divided":[161],"into":[162],"six":[163],"key":[164],"intervals,":[165],"ranging":[166],"from":[167],"beginning":[169],"emergence":[176],"Delta":[179],"Omicron":[181],"variants.":[182],"results":[184],"indicate":[185],"distinct":[186],"patterns":[188],"different":[190],"regions":[191],"periods,":[193],"partially":[194],"aligning":[195],"NYT\u2019s":[198],"Although":[201],"no":[202],"causal":[203],"link":[204],"been":[206],"established,":[207],"our":[208],"findings":[209],"highlight":[210],"value":[212],"correlating":[214],"multi-scale":[215],"address":[223],"hesitancy,":[225],"refine":[226],"public":[227],"health":[228],"messaging,":[229],"guide":[231],"future":[232],"information":[235],"diffusion":[236],"crises.":[239]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-11-06T00:00:00"}