{"id":"https://openalex.org/W4280556419","doi":"https://doi.org/10.1007/s00500-022-07082-z","title":"The role of big data in network public opinion within the colleges and universities","display_name":"The role of big data in network public opinion within the colleges and universities","publication_year":2022,"publication_date":"2022-05-17","ids":{"openalex":"https://openalex.org/W4280556419","doi":"https://doi.org/10.1007/s00500-022-07082-z"},"language":"en","primary_location":{"id":"doi:10.1007/s00500-022-07082-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00500-022-07082-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00500-022-07082-z.pdf","source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"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":"Soft Computing","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/s00500-022-07082-z.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077294056","display_name":"Bin Xu","orcid":"https://orcid.org/0000-0001-9563-2251"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bin Xu","raw_affiliation_strings":["Wuhan University of Science and Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Wuhan University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100414216","display_name":"Ying Liu","orcid":"https://orcid.org/0000-0002-3944-2194"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Liu","raw_affiliation_strings":["Wuhan University of Science and Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Wuhan University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I43922553"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5077294056"],"corresponding_institution_ids":["https://openalex.org/I43922553"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":1.5819,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.82817337,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"26","issue":"20","first_page":"10853","last_page":"10862"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9919999837875366,"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":0.9919999837875366,"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/T10994","display_name":"Terrorism, Counterterrorism, and Political Violence","score":0.9890000224113464,"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":0.9837999939918518,"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/public-opinion","display_name":"Public opinion","score":0.8449738025665283},{"id":"https://openalex.org/keywords/sophistication","display_name":"Sophistication","score":0.6871120929718018},{"id":"https://openalex.org/keywords/public-relations","display_name":"Public relations","score":0.6415039300918579},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5785037279129028},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4621274173259735},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.45209863781929016},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.4154742658138275},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.40009498596191406},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3482441306114197},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.29449111223220825},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.2867817282676697},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.16810289025306702},{"id":"https://openalex.org/keywords/politics","display_name":"Politics","score":0.1261313557624817},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.0977722704410553},{"id":"https://openalex.org/keywords/social-science","display_name":"Social science","score":0.09461900591850281}],"concepts":[{"id":"https://openalex.org/C134698397","wikidata":"https://www.wikidata.org/wiki/Q17946","display_name":"Public opinion","level":3,"score":0.8449738025665283},{"id":"https://openalex.org/C168725872","wikidata":"https://www.wikidata.org/wiki/Q991663","display_name":"Sophistication","level":2,"score":0.6871120929718018},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.6415039300918579},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5785037279129028},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4621274173259735},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.45209863781929016},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.4154742658138275},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.40009498596191406},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3482441306114197},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.29449111223220825},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.2867817282676697},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.16810289025306702},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.1261313557624817},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0977722704410553},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.09461900591850281},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00500-022-07082-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00500-022-07082-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00500-022-07082-z.pdf","source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"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":"Soft Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s00500-022-07082-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00500-022-07082-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00500-022-07082-z.pdf","source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"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":"Soft Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6399999856948853,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4280556419.pdf","grobid_xml":"https://content.openalex.org/works/W4280556419.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W1981819325","https://openalex.org/W1988323515","https://openalex.org/W2020642999","https://openalex.org/W2027376987","https://openalex.org/W2131804206","https://openalex.org/W2145564864","https://openalex.org/W2146617181","https://openalex.org/W2150934734","https://openalex.org/W2164635708","https://openalex.org/W2779336337","https://openalex.org/W3122121843","https://openalex.org/W3122569167","https://openalex.org/W3122881352","https://openalex.org/W3124798801"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3157575077","https://openalex.org/W1495033600","https://openalex.org/W2778691240","https://openalex.org/W2160902753","https://openalex.org/W2369306014","https://openalex.org/W2383305597","https://openalex.org/W2152439233","https://openalex.org/W4280556419"],"abstract_inverted_index":{"Abstract":[0],"The":[1,55,106],"online":[2,99,121,156,187,197],"public":[3,38,57,100,122,135,157,188,198],"opinion":[4,58,91,101,136,199],"of":[5,16,33,40,48,81,89,98,129,150,154,186,196],"colleges":[6,93,138,177,202],"and":[7,24,36,52,60,94,164,178,184,203,206],"universities,":[8,95],"which":[9],"utilizes":[10],"social":[11,90],"opinion,":[12],"is":[13,25,63,102,145],"a":[14,26],"type":[15],"college":[17,155],"student\u2019s":[18],"individualism":[19],"that":[20],"exists":[21],"on":[22,120,147],"campus":[23],"societal":[27],"hot":[28],"concern.":[29],"With":[30],"the":[31,41,68,79,87,96,115,127,148,151,194],"advancement":[32],"Internet":[34],"skills":[35],"uses,":[37],"perception":[39],"network":[42,134],"has":[43,109],"changed":[44],"significantly":[45],"in":[46,71,114,132,137,142,201],"terms":[47],"data":[49,83,131],"quantity,":[50],"sophistication,":[51],"production":[53],"speed.":[54],"current":[56,152],"assessment":[59],"monitoring":[61],"system":[62],"hard":[64],"to":[65,67],"adapt":[66],"variations":[69],"occurring":[70],"this":[72],"situation.":[73],"It":[74,144,174],"must":[75],"be":[76],"created":[77],"under":[78],"guise":[80],"big":[82,130],"investigation.":[84],"Furthermore,":[85],"with":[86],"use":[88],"by":[92],"problem":[97],"becoming":[103],"more":[104],"serious.":[105],"academic":[107],"community":[108],"also":[110],"been":[111],"very":[112],"interested":[113],"college's":[116],"early":[117,181],"warning":[118],"research":[119],"opinion.":[123,158,189],"This":[124],"manuscript":[125],"examines":[126],"role":[128],"guiding":[133],"as":[139,141],"well":[140],"universities.":[143],"based":[146],"analysis":[149,185],"state":[153],"Our":[159],"proposed":[160],"model":[161],"builds":[162],"multi-level":[163],"comprehensive":[165],"guidance":[166],"metrics":[167],"for":[168],"new":[169],"media":[170],"through":[171],"dynamic":[172],"monitoring.":[173],"will":[175,192],"help":[176],"universities":[179,204],"prevent":[180],"warning,":[182],"processing,":[183],"Besides,":[190],"it":[191],"promote":[193],"professionalism":[195],"management":[200],"accurately":[205],"effectively.":[207]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
