{"id":"https://openalex.org/W3202703862","doi":"https://doi.org/10.1145/3474680","title":"For Honor, for Toxicity","display_name":"For Honor, for Toxicity","publication_year":2021,"publication_date":"2021-10-05","ids":{"openalex":"https://openalex.org/W3202703862","doi":"https://doi.org/10.1145/3474680","mag":"3202703862"},"language":"en","primary_location":{"id":"doi:10.1145/3474680","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3474680","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047788775","display_name":"Alessandro Canossa","orcid":"https://orcid.org/0000-0002-5852-9287"},"institutions":[{"id":"https://openalex.org/I99412970","display_name":"Schools of Visual Arts, The Royal Danish Academy of Fine Arts","ror":"https://ror.org/02xz41712","country_code":"DK","type":"education","lineage":["https://openalex.org/I99412970"]}],"countries":["DK"],"is_corresponding":true,"raw_author_name":"Alessandro Canossa","raw_affiliation_strings":["The Royal Danish Academy, Copenhagen, Denmark"],"affiliations":[{"raw_affiliation_string":"The Royal Danish Academy, Copenhagen, Denmark","institution_ids":["https://openalex.org/I99412970"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002405072","display_name":"D.Sh. Salimov","orcid":"https://orcid.org/0000-0001-8647-1505"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dmitry Salimov","raw_affiliation_strings":["Ubisoft Blue Byte, D\u00fcsseldorf, Germany"],"affiliations":[{"raw_affiliation_string":"Ubisoft Blue Byte, D\u00fcsseldorf, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031613486","display_name":"Ahmad Azadvar","orcid":"https://orcid.org/0000-0002-6016-028X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ahmad Azadvar","raw_affiliation_strings":["A Ubisoft Studio, Malmo, Sweden"],"affiliations":[{"raw_affiliation_string":"A Ubisoft Studio, Malmo, Sweden","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054944358","display_name":"Casper Harteveld","orcid":"https://orcid.org/0000-0002-8164-0303"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Casper Harteveld","raw_affiliation_strings":["Northeastern University, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072029181","display_name":"Georgios N. Yannakakis","orcid":"https://orcid.org/0000-0001-7793-1450"},"institutions":[{"id":"https://openalex.org/I197854408","display_name":"University of Malta","ror":"https://ror.org/03a62bv60","country_code":"MT","type":"education","lineage":["https://openalex.org/I197854408"]}],"countries":["MT"],"is_corresponding":false,"raw_author_name":"Georgios Yannakakis","raw_affiliation_strings":["University of Malta, Msida, Malta"],"affiliations":[{"raw_affiliation_string":"University of Malta, Msida, Malta","institution_ids":["https://openalex.org/I197854408"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5047788775"],"corresponding_institution_ids":["https://openalex.org/I99412970"],"apc_list":null,"apc_paid":null,"fwci":5.5048,"has_fulltext":false,"cited_by_count":46,"citation_normalized_percentile":{"value":0.95946592,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"5","issue":"CHI PLAY","first_page":"1","last_page":"29"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10485","display_name":"Bullying, Victimization, and Aggression","score":0.9505000114440918,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10485","display_name":"Bullying, Victimization, and Aggression","score":0.9505000114440918,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11197","display_name":"Digital Games and Media","score":0.9412000179290771,"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/T11574","display_name":"Artificial Intelligence in Games","score":0.9175999760627747,"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/offensive","display_name":"Offensive","score":0.8446635603904724},{"id":"https://openalex.org/keywords/honor","display_name":"Honor","score":0.772148609161377},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.5053970813751221},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4752920866012573},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.457211971282959},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.44480428099632263},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.42370671033859253},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3774091303348541},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2970762848854065},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.2589740753173828},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.1422281563282013},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.12513518333435059},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1228327751159668},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08528399467468262}],"concepts":[{"id":"https://openalex.org/C176856949","wikidata":"https://www.wikidata.org/wiki/Q2001676","display_name":"Offensive","level":2,"score":0.8446635603904724},{"id":"https://openalex.org/C2779438500","wikidata":"https://www.wikidata.org/wiki/Q27070331","display_name":"Honor","level":2,"score":0.772148609161377},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.5053970813751221},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4752920866012573},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.457211971282959},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.44480428099632263},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.42370671033859253},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3774091303348541},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2970762848854065},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.2589740753173828},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.1422281563282013},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.12513518333435059},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1228327751159668},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08528399467468262},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3474680","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3474680","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:publications/35234b6d-9a9e-405d-8b89-04aa869a9ea4","is_oa":false,"landing_page_url":"https://adk.elsevierpure.com/da/publications/35234b6d-9a9e-405d-8b89-04aa869a9ea4","pdf_url":null,"source":{"id":"https://openalex.org/S4306402278","display_name":"Architecture, Design and Conservation (Aarhus School of Architecture, Design School Kolding, The Royal Danish Academy of Fine Arts, Schools of Architecture, Design and Conservation (KADK))","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":"Canossa, A, Salimov, D, Azadvar, A, Harteveld, C & Yannakakis, G 2021, 'For Honor, for Toxicity : Detecting Toxic Behavior through Gameplay', Proceedings of the ACM on Human-Computer Interaction, vol. 5, no. CHI PLAY, pp. 1-29. https://doi.org/10.1145/3474680","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W54887220","https://openalex.org/W1530315115","https://openalex.org/W1814926073","https://openalex.org/W1966058979","https://openalex.org/W2026708449","https://openalex.org/W2037990632","https://openalex.org/W2043316506","https://openalex.org/W2067939171","https://openalex.org/W2078178105","https://openalex.org/W2104933073","https://openalex.org/W2114295585","https://openalex.org/W2138044068","https://openalex.org/W2140420369","https://openalex.org/W2144271401","https://openalex.org/W2148143831","https://openalex.org/W2150849589","https://openalex.org/W2160600179","https://openalex.org/W2234303208","https://openalex.org/W2305014665","https://openalex.org/W2317062297","https://openalex.org/W2340258158","https://openalex.org/W2408438569","https://openalex.org/W2534266434","https://openalex.org/W2744299968","https://openalex.org/W2758424050","https://openalex.org/W2791261959","https://openalex.org/W2792919371","https://openalex.org/W2794257674","https://openalex.org/W2795389852","https://openalex.org/W2883147591","https://openalex.org/W2884446176","https://openalex.org/W2892510470","https://openalex.org/W2898518202","https://openalex.org/W2912769369","https://openalex.org/W2924692560","https://openalex.org/W2939436813","https://openalex.org/W2943620549","https://openalex.org/W2949432678","https://openalex.org/W2972399853","https://openalex.org/W2972486443","https://openalex.org/W2974119810","https://openalex.org/W2985236607","https://openalex.org/W2998983832","https://openalex.org/W3009655579","https://openalex.org/W3010266536","https://openalex.org/W3011615502","https://openalex.org/W3016830640","https://openalex.org/W3028206683","https://openalex.org/W3041527293","https://openalex.org/W3045677979","https://openalex.org/W3059079878","https://openalex.org/W3097181435","https://openalex.org/W3103141604","https://openalex.org/W3105203071","https://openalex.org/W3110413418","https://openalex.org/W3147083253","https://openalex.org/W3156102711","https://openalex.org/W3160394448","https://openalex.org/W3161078460","https://openalex.org/W3163747597","https://openalex.org/W3163823280","https://openalex.org/W3166724332","https://openalex.org/W4234433632","https://openalex.org/W4248491679","https://openalex.org/W4254797932","https://openalex.org/W4410952298","https://openalex.org/W6796183028"],"related_works":["https://openalex.org/W1568520348","https://openalex.org/W3214407891","https://openalex.org/W3194113117","https://openalex.org/W2476169496","https://openalex.org/W4244591268","https://openalex.org/W4287020359","https://openalex.org/W3213194066","https://openalex.org/W4205253569","https://openalex.org/W268355439","https://openalex.org/W2967125893"],"abstract_inverted_index":{"Is":[0],"it":[1,42,132,150],"possible":[2,44,136,153],"to":[3,25,45,137,154],"detect":[4],"toxicity":[5,47,81],"in":[6,48,210],"games":[7],"just":[8],"by":[9,53,71,104],"observing":[10,54,200],"in-game":[11,55,201],"behavior?":[12,34],"If":[13],"so,":[14],"what":[15],"are":[16,102],"the":[17,27,49,157,164,205,215],"behavioral":[18],"factors":[19],"that":[20,59,67,131,199],"will":[21],"help":[22],"machine":[23],"learning":[24,126],"discover":[26],"unknown":[28],"relationship":[29],"between":[30],"gameplay":[31,83],"and":[32,92,114,163,182,212],"toxic":[33,64,106,218],"In":[35,172],"this":[36],"initial":[37],"study,":[38],"we":[39],"examine":[40],"whether":[41],"is":[43,133,151],"predict":[46,155,178],"MOBA":[50],"gameFor":[51],"Honor":[52],"behavior":[56,110,168,202],"for":[57],"players":[58,66,96,101,143],"have":[60,68],"been":[61,69],"labeled":[62],"as":[63],"(i.e.":[65],"sanctioned":[70,90,95,140],"Ubisoft":[72],"community":[73,208],"managers).":[74],"We":[75],"test":[76],"our":[77],"hypothesis":[78],"of":[79,87,116,148,187,207,217],"detecting":[80],"through":[82],"with":[84,97,127,184],"a":[85],"dataset":[86],"almost":[88],"1,800":[89],"players,":[91],"comparing":[93],"these":[94],"unsanctioned":[98,142],"players.":[99,195],"Sanctioned":[100],"defined":[103],"their":[105],"action":[107],"type":[108,166],"(offensive":[109,167],"vs.":[111,119,161,169],"unfair":[112,170],"advantage)":[113],"degree":[115],"severity":[117,159],"(warned":[118,160],"banned).":[120],"Our":[121],"findings,":[122],"based":[123,144],"on":[124,145,191,193],"supervised":[125],"random":[128,175],"forests,":[129],"suggest":[130],"not":[134],"only":[135],"behaviorally":[138],"distinguish":[139],"from":[141],"selected":[146],"features":[147],"gameplay;":[149],"also":[152],"both":[156],"sanction":[158,165],"banned)":[162],"advantage).":[171],"particular,":[173],"all":[174],"forest":[176],"models":[177],"toxicity,":[179],"its":[180],"severity,":[181],"type,":[183],"an":[185],"accuracy":[186],"at":[188],"least":[189],"82%,":[190],"average,":[192],"unseen":[194],"This":[196],"research":[197],"shows":[198],"can":[203],"support":[204],"work":[206],"managers":[209],"moderating":[211],"possibly":[213],"containing":[214],"burden":[216],"behavior.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":8}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2021-10-11T00:00:00"}