{"id":"https://openalex.org/W4400770870","doi":"https://doi.org/10.1109/access.2024.3430495","title":"From Polarization to Pro-Sociality: Measuring Beneficence in Controversial Online Conversations","display_name":"From Polarization to Pro-Sociality: Measuring Beneficence in Controversial Online Conversations","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400770870","doi":"https://doi.org/10.1109/access.2024.3430495"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3430495","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3430495","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3430495","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076143079","display_name":"Matteo Cinelli","orcid":"https://orcid.org/0000-0003-3899-4592"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Matteo Cinelli","raw_affiliation_strings":["Department of Computer Science, Sapienza University of Rome, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Sapienza University of Rome, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068906697","display_name":"Gabriele Etta","orcid":"https://orcid.org/0000-0001-5603-0100"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gabriele Etta","raw_affiliation_strings":["Department of Computer Science, Sapienza University of Rome, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Sapienza University of Rome, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022438396","display_name":"Valentina Franzoni","orcid":"https://orcid.org/0000-0002-2972-7188"},"institutions":[{"id":"https://openalex.org/I27483092","display_name":"University of Perugia","ror":"https://ror.org/00x27da85","country_code":"IT","type":"education","lineage":["https://openalex.org/I27483092"]},{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]}],"countries":["HK","IT"],"is_corresponding":false,"raw_author_name":"Valentina Franzoni","raw_affiliation_strings":["Department of Mathematics and Computer Science, University of Perugia, Perugia, Italy","Department of Computer Science, Hong Kong Baptist University, Kowloon Tsai, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, University of Perugia, Perugia, Italy","institution_ids":["https://openalex.org/I27483092"]},{"raw_affiliation_string":"Department of Computer Science, Hong Kong Baptist University, Kowloon Tsai, Hong Kong","institution_ids":["https://openalex.org/I141568987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004267627","display_name":"Maurizio Mancini","orcid":"https://orcid.org/0000-0002-9933-8583"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Maurizio Mancini","raw_affiliation_strings":["Department of Computer Science, Sapienza University of Rome, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Sapienza University of Rome, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075676076","display_name":"Rados\u0142aw Niewiadomski","orcid":"https://orcid.org/0000-0002-0476-0803"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Radoslaw Niewiadomski","raw_affiliation_strings":["Department of Computer Science, Bioengineering, Robotics and Systems Engineering (DIBRIS), University of Genova, Genova, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Bioengineering, Robotics and Systems Engineering (DIBRIS), University of Genova, Genova, Italy","institution_ids":["https://openalex.org/I83816512"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5076143079"],"corresponding_institution_ids":["https://openalex.org/I861853513"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.3069,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.89459678,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"12","issue":null,"first_page":"102851","last_page":"102861"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9984999895095825,"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"}},"topics":[{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9984999895095825,"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/T10557","display_name":"Social Media and Politics","score":0.9983999729156494,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9962999820709229,"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/beneficence","display_name":"Beneficence","score":0.9596338272094727},{"id":"https://openalex.org/keywords/autonomy","display_name":"Autonomy","score":0.6012566089630127},{"id":"https://openalex.org/keywords/pointwise","display_name":"Pointwise","score":0.5516970753669739},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5128867626190186},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.43833857774734497},{"id":"https://openalex.org/keywords/pointwise-mutual-information","display_name":"Pointwise mutual information","score":0.43523332476615906},{"id":"https://openalex.org/keywords/polarization","display_name":"Polarization (electrochemistry)","score":0.4246361255645752},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.369439959526062},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.3231503963470459},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3213110864162445},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20453423261642456},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.20179739594459534},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.18901214003562927},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13728171586990356},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.10401362180709839},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.09624031186103821}],"concepts":[{"id":"https://openalex.org/C117438556","wikidata":"https://www.wikidata.org/wiki/Q4887413","display_name":"Beneficence","level":3,"score":0.9596338272094727},{"id":"https://openalex.org/C65414064","wikidata":"https://www.wikidata.org/wiki/Q484105","display_name":"Autonomy","level":2,"score":0.6012566089630127},{"id":"https://openalex.org/C2777984123","wikidata":"https://www.wikidata.org/wiki/Q9248237","display_name":"Pointwise","level":2,"score":0.5516970753669739},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5128867626190186},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.43833857774734497},{"id":"https://openalex.org/C7797323","wikidata":"https://www.wikidata.org/wiki/Q3798612","display_name":"Pointwise mutual information","level":3,"score":0.43523332476615906},{"id":"https://openalex.org/C205049153","wikidata":"https://www.wikidata.org/wiki/Q2698605","display_name":"Polarization (electrochemistry)","level":2,"score":0.4246361255645752},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.369439959526062},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.3231503963470459},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3213110864162445},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20453423261642456},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.20179739594459534},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.18901214003562927},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13728171586990356},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.10401362180709839},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.09624031186103821},{"id":"https://openalex.org/C147789679","wikidata":"https://www.wikidata.org/wiki/Q11372","display_name":"Physical chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/access.2024.3430495","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3430495","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:iris.unige.it:11567/1213955","is_oa":true,"landing_page_url":"https://hdl.handle.net/11567/1213955","pdf_url":"https://iris.unige.it/bitstream/11567/1213955/1/From_Polarization_to_Pro-Sociality_Measuring_Beneficence_in_Controversial_Online_Conversations.pdf","source":{"id":"https://openalex.org/S4377196291","display_name":"CINECA IRIS Institutial Research Information System (University of Genoa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I83816512","host_organization_name":"University of Genoa","host_organization_lineage":["https://openalex.org/I83816512"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:fd7d2e4c48b848b3bcf5d2670cfcc85d","is_oa":true,"landing_page_url":"https://doaj.org/article/fd7d2e4c48b848b3bcf5d2670cfcc85d","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":"IEEE Access, Vol 12, Pp 102851-102861 (2024)","raw_type":"article"},{"id":"pmh:oai:iris.uniroma1.it:11573/1731424","is_oa":false,"landing_page_url":"https://hdl.handle.net/11573/1731424","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","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":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3430495","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3430495","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322510","display_name":"Sapienza Universit\u00e0 di Roma","ror":"https://ror.org/02be6w209"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1567365482","https://openalex.org/W2005496291","https://openalex.org/W2127480954","https://openalex.org/W2159637323","https://openalex.org/W2160104153","https://openalex.org/W2166492410","https://openalex.org/W2336550466","https://openalex.org/W2517189949","https://openalex.org/W2735367885","https://openalex.org/W2801267439","https://openalex.org/W2807964499","https://openalex.org/W2952431634","https://openalex.org/W2955259794","https://openalex.org/W2963184629","https://openalex.org/W2963403337","https://openalex.org/W2975005765","https://openalex.org/W3133423348","https://openalex.org/W3207759907","https://openalex.org/W4242883546","https://openalex.org/W4362602234","https://openalex.org/W4390905788","https://openalex.org/W6684406844"],"related_works":["https://openalex.org/W2073744174","https://openalex.org/W1547401580","https://openalex.org/W26584305","https://openalex.org/W2954256433","https://openalex.org/W1967980472","https://openalex.org/W2154104845","https://openalex.org/W4379522057","https://openalex.org/W2765138910","https://openalex.org/W3124313629","https://openalex.org/W2999396254"],"abstract_inverted_index":{"This":[0],"study":[1],"presents":[2],"a":[3,12,31],"novel":[4],"computational":[5],"approach":[6],"to":[7,51,122],"quantifying":[8],"beneficence,":[9,126],"defined":[10],"as":[11,44,57],"pro-social":[13],"attitude":[14],"that":[15,109,158,163],"positively":[16],"influences":[17],"others,":[18],"in":[19,73,140,153,185],"the":[20,53,84,92,97,105,110,116,146,150,175,181],"polarized":[21,41],"context":[22],"of":[23,33,94,99,101,112,130,138,148,177,183],"online":[24],"debates":[25],"on":[26,35,38,83,115,125],"controversial":[27,39,156],"topics.":[28],"Starting":[29],"from":[30,96],"dataset":[32],"conversations":[34],"Facebook":[36],"pages":[37],"and":[40,62,104,132,180,187],"topics":[42,157],"such":[43,56],"vaccination,":[45],"we":[46],"used":[47],"semantic":[48],"proximity":[49],"measures":[50],"analyze":[52],"linguistic":[54],"landscape,":[55],"confidence,":[58],"normalized":[59],"Google":[60],"distance,":[61],"pointwise":[63],"mutual":[64],"information.":[65],"We":[66,87,107],"built":[67],"an":[68],"undirected":[69],"weighted":[70],"co-occurrence":[71],"network":[72],"which":[74],"two":[75],"users":[76,134],"are":[77],"connected":[78],"if":[79],"they":[80],"both":[81,128],"comment":[82],"same":[85],"post.":[86],"analyzed":[88],"polarization":[89],"trends":[90],"toward":[91],"semantics":[93],"beneficence":[95,139,169,184],"point":[98],"view":[100],"comments,":[102],"users,":[103],"neighborhood.":[106],"found":[108],"formation":[111,179],"echo":[113,123,160],"chambers":[114,124],"vaccination":[117],"topic":[118],"did":[119],"not":[120],"correspond":[121],"with":[127],"groups":[129],"pro-vax":[131],"anti-vax":[133],"exhibiting":[135],"similar":[136,168],"levels":[137],"their":[141],"discourse.":[142],"These":[143],"findings":[144],"highlight":[145],"challenges":[147],"bridging":[149],"communicative":[151],"gaps":[152],"communities":[154],"around":[155],"form":[159],"chambers,":[161],"showing":[162],"opposing":[164],"parties":[165],"can":[166],"share":[167],"levels.":[170],"Future":[171],"research":[172],"should":[173],"explore":[174],"dynamics":[176],"opinion":[178],"role":[182],"preventing":[186],"managing":[188],"hate":[189],"speeches.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2024-07-19T00:00:00"}
