{"id":"https://openalex.org/W2523534749","doi":"https://doi.org/10.1155/2016/9682538","title":"Sentiment Contagion Based on the Modified SOSa-SPSa Model","display_name":"Sentiment Contagion Based on the Modified SOSa-SPSa Model","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2523534749","doi":"https://doi.org/10.1155/2016/9682538","mag":"2523534749","pmid":"https://pubmed.ncbi.nlm.nih.gov/27746827"},"language":"en","primary_location":{"id":"doi:10.1155/2016/9682538","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2016/9682538","pdf_url":"http://downloads.hindawi.com/journals/cmmm/2016/9682538.pdf","source":{"id":"https://openalex.org/S36980176","display_name":"Computational and Mathematical Methods in Medicine","issn_l":"1748-670X","issn":["1748-670X","1748-6718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational and Mathematical Methods in Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"http://downloads.hindawi.com/journals/cmmm/2016/9682538.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053705133","display_name":"Zhijie Song","orcid":"https://orcid.org/0000-0003-4294-9786"},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhijie Song","raw_affiliation_strings":["School of Economic and Management, Yanshan University, Qinhuangdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economic and Management, Yanshan University, Qinhuangdao, China","institution_ids":["https://openalex.org/I39333907"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001012932","display_name":"Rui Shi","orcid":"https://orcid.org/0000-0002-5493-1594"},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Rui Shi","raw_affiliation_strings":["School of Economic and Management, Yanshan University, Qinhuangdao, China"],"raw_orcid":"https://orcid.org/0000-0002-5493-1594","affiliations":[{"raw_affiliation_string":"School of Economic and Management, Yanshan University, Qinhuangdao, China","institution_ids":["https://openalex.org/I39333907"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118899432","display_name":"Jie Jia","orcid":null},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Jia","raw_affiliation_strings":["School of Economic and Management, Yanshan University, Qinhuangdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economic and Management, Yanshan University, Qinhuangdao, China","institution_ids":["https://openalex.org/I39333907"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053038219","display_name":"Jian Wang","orcid":"https://orcid.org/0000-0001-9586-0430"},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Wang","raw_affiliation_strings":["School of Economic and Management, Yanshan University, Qinhuangdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economic and Management, Yanshan University, Qinhuangdao, China","institution_ids":["https://openalex.org/I39333907"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5001012932"],"corresponding_institution_ids":["https://openalex.org/I39333907"],"apc_list":{"value":2550,"currency":"USD","value_usd":2550},"apc_paid":{"value":2550,"currency":"USD","value_usd":2550},"fwci":0.3817,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.63492331,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"2016","issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10410","display_name":"COVID-19 epidemiological studies","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11500","display_name":"Evacuation and Crowd Dynamics","score":0.9858999848365784,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/pessimism","display_name":"Pessimism","score":0.9444261789321899},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.4737699329853058}],"concepts":[{"id":"https://openalex.org/C9992130","wikidata":"https://www.wikidata.org/wiki/Q484954","display_name":"Pessimism","level":2,"score":0.9444261789321899},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.4737699329853058},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000223","descriptor_name":"Adaptation, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000223","descriptor_name":"Adaptation, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000223","descriptor_name":"Adaptation, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000339","descriptor_name":"Affect","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000339","descriptor_name":"Affect","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000339","descriptor_name":"Affect","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001290","descriptor_name":"Attitude","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001290","descriptor_name":"Attitude","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001290","descriptor_name":"Attitude","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004630","descriptor_name":"Emergencies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004630","descriptor_name":"Emergencies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004630","descriptor_name":"Emergencies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","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":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008960","descriptor_name":"Models, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008960","descriptor_name":"Models, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008960","descriptor_name":"Models, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009341","descriptor_name":"Negativism","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009341","descriptor_name":"Negativism","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009341","descriptor_name":"Negativism","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010551","descriptor_name":"Personality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010551","descriptor_name":"Personality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010551","descriptor_name":"Personality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012919","descriptor_name":"Social Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012919","descriptor_name":"Social Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012919","descriptor_name":"Social Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1155/2016/9682538","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2016/9682538","pdf_url":"http://downloads.hindawi.com/journals/cmmm/2016/9682538.pdf","source":{"id":"https://openalex.org/S36980176","display_name":"Computational and Mathematical Methods in Medicine","issn_l":"1748-670X","issn":["1748-670X","1748-6718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational and Mathematical Methods in Medicine","raw_type":"journal-article"},{"id":"pmid:27746827","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/27746827","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":"Computational and mathematical methods in medicine","raw_type":null},{"id":"pmh:oai:doaj.org/article:ec2b2222d3674eb38f9d96829ac566e5","is_oa":false,"landing_page_url":"https://doaj.org/article/ec2b2222d3674eb38f9d96829ac566e5","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational and Mathematical Methods in Medicine, Vol 2016 (2016)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:4017689","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5055997","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1155/2016/9682538","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2016/9682538","pdf_url":"http://downloads.hindawi.com/journals/cmmm/2016/9682538.pdf","source":{"id":"https://openalex.org/S36980176","display_name":"Computational and Mathematical Methods in Medicine","issn_l":"1748-670X","issn":["1748-670X","1748-6718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational and Mathematical Methods in Medicine","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2523534749.pdf","grobid_xml":"https://content.openalex.org/works/W2523534749.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W1970025637","https://openalex.org/W1970736635","https://openalex.org/W1983931647","https://openalex.org/W1984886828","https://openalex.org/W2008847567","https://openalex.org/W2018296903","https://openalex.org/W2035093031","https://openalex.org/W2044902179","https://openalex.org/W2106692528","https://openalex.org/W2153355865","https://openalex.org/W2318943257","https://openalex.org/W2348885120","https://openalex.org/W2350609820","https://openalex.org/W2357898753","https://openalex.org/W2369870396","https://openalex.org/W3004704377","https://openalex.org/W4238086324"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W4380987628","https://openalex.org/W2418537576","https://openalex.org/W2557514562","https://openalex.org/W214945085","https://openalex.org/W1987935396","https://openalex.org/W3126025002","https://openalex.org/W2354456418","https://openalex.org/W3197683035","https://openalex.org/W2006807542"],"abstract_inverted_index":{"Sentiment":[0],"contagion":[1,47],"is":[2,39,99,116,133,144],"similar":[3],"to":[4,80,93,102,112,119],"an":[5,61],"infectious":[6],"disease":[7],"that":[8,36,90,105],"spreads":[9],"in":[10,76,108],"a":[11,86,155],"crowd.":[12],"In":[13],"this":[14],"study,":[15],"we":[16],"extend":[17],"the":[18,27,45,66,71,103,120,123,128,135,142,149],"proposed":[19],"SOSa-SPSa":[20],"model":[21,38],"(susceptible-optimistic-susceptible":[22],"and":[23,31,41,70],"susceptible-pessimistic-susceptible)":[24],"by":[25,49],"considering":[26,50],"interaction":[28],"between":[29],"optimists":[30,74,106],"pessimists.":[32],"Simulation":[33],"results":[34],"show":[35],"our":[37],"reasonable":[40],"can":[42],"better":[43],"explain":[44],"entire":[46],"process":[48],"three":[51],"groups":[52],"of":[53,58,68,73,91,97,122,130,137,151],"people.":[54],"The":[55,95],"recovery":[56],"speed":[57,129,150],"pessimists":[59,69,79,98,111,138],"has":[60],"obvious":[62],"regulative":[63],"effect":[64],"on":[65],"number":[67,96,136],"possibility":[72,104,121],"coming":[75],"contact":[77,109],"with":[78,110],"be":[81],"infected":[82],"as":[83],"pessimism":[84],"plays":[85],"greater":[87],"role":[88],"than":[89],"reverting":[92],"susceptibility.":[94],"positively":[100],"related":[101,118],"come":[107],"become":[113],"pessimistic":[114],"but":[115],"negatively":[117],"other":[124],"way":[125],"around.":[126],"When":[127],"spontaneous":[131,152],"generation":[132,153],"slow,":[134],"sharply":[139],"increases.":[140],"However,":[141],"increase":[143],"not":[145],"so":[146],"apparent":[147],"when":[148],"reaches":[154],"certain":[156],"number.":[157]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}