{"id":"https://openalex.org/W4414781221","doi":"https://doi.org/10.1145/3770747","title":"A Literature Review of Ethical Considerations in Recommender Systems for User-Generated Content in Human-Computer Interaction","display_name":"A Literature Review of Ethical Considerations in Recommender Systems for User-Generated Content in Human-Computer Interaction","publication_year":2025,"publication_date":"2025-10-03","ids":{"openalex":"https://openalex.org/W4414781221","doi":"https://doi.org/10.1145/3770747"},"language":"en","primary_location":{"id":"doi:10.1145/3770747","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770747","pdf_url":null,"source":{"id":"https://openalex.org/S4387284325","display_name":"ACM Transactions on Recommender Systems","issn_l":"2770-6699","issn":["2770-6699"],"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":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Recommender Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1145/3770747","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014136925","display_name":"Shuo Niu","orcid":"https://orcid.org/0000-0002-8316-4785"},"institutions":[{"id":"https://openalex.org/I130785548","display_name":"Clark University","ror":"https://ror.org/04123ky43","country_code":"US","type":"education","lineage":["https://openalex.org/I130785548"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shuo Niu","raw_affiliation_strings":["Clark University"],"raw_orcid":"https://orcid.org/0000-0002-8316-4785","affiliations":[{"raw_affiliation_string":"Clark University","institution_ids":["https://openalex.org/I130785548"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100460601","display_name":"Tianyi Li","orcid":"https://orcid.org/0000-0002-1145-2526"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tianyi Li","raw_affiliation_strings":["Purdue University System"],"raw_orcid":"https://orcid.org/0000-0002-1145-2526","affiliations":[{"raw_affiliation_string":"Purdue University System","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5117279110","display_name":"Mohan Chi","orcid":"https://orcid.org/0009-0000-2122-348X"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohan Chi","raw_affiliation_strings":["Purdue University System"],"raw_orcid":"https://orcid.org/0009-0000-2122-348X","affiliations":[{"raw_affiliation_string":"Purdue University System","institution_ids":["https://openalex.org/I219193219"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.7179,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.95457034,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"4","issue":"2","first_page":"1","last_page":"30"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9742000102996826,"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"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9722999930381775,"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/recommender-system","display_name":"Recommender system","score":0.616100013256073},{"id":"https://openalex.org/keywords/user-generated-content","display_name":"User-generated content","score":0.551800012588501},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5189999938011169},{"id":"https://openalex.org/keywords/ethical-issues","display_name":"Ethical issues","score":0.4569999873638153},{"id":"https://openalex.org/keywords/user-experience-design","display_name":"User experience design","score":0.43380001187324524},{"id":"https://openalex.org/keywords/content","display_name":"Content (measure theory)","score":0.4047999978065491},{"id":"https://openalex.org/keywords/user-engagement","display_name":"User engagement","score":0.4009000062942505},{"id":"https://openalex.org/keywords/user-interface","display_name":"User interface","score":0.40059998631477356}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6535999774932861},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.616100013256073},{"id":"https://openalex.org/C101293273","wikidata":"https://www.wikidata.org/wiki/Q579716","display_name":"User-generated content","level":3,"score":0.551800012588501},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5189999938011169},{"id":"https://openalex.org/C2986663376","wikidata":"https://www.wikidata.org/wiki/Q9465","display_name":"Ethical issues","level":2,"score":0.4569999873638153},{"id":"https://openalex.org/C201025465","wikidata":"https://www.wikidata.org/wiki/Q11248500","display_name":"User experience design","level":2,"score":0.43380001187324524},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.41690000891685486},{"id":"https://openalex.org/C2778152352","wikidata":"https://www.wikidata.org/wiki/Q5165061","display_name":"Content (measure theory)","level":2,"score":0.4047999978065491},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4018999934196472},{"id":"https://openalex.org/C2984870255","wikidata":"https://www.wikidata.org/wiki/Q5196451","display_name":"User engagement","level":2,"score":0.4009000062942505},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.40059998631477356},{"id":"https://openalex.org/C67712803","wikidata":"https://www.wikidata.org/wiki/Q7901853","display_name":"User modeling","level":3,"score":0.39160001277923584},{"id":"https://openalex.org/C162446236","wikidata":"https://www.wikidata.org/wiki/Q653137","display_name":"Content analysis","level":2,"score":0.34630000591278076},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3066999912261963},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.30570000410079956},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.302700012922287},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.30230000615119934},{"id":"https://openalex.org/C3017568202","wikidata":"https://www.wikidata.org/wiki/Q2899888","display_name":"User needs","level":2,"score":0.2978000044822693},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.2937000095844269},{"id":"https://openalex.org/C149229913","wikidata":"https://www.wikidata.org/wiki/Q135707","display_name":"User interface design","level":3,"score":0.265500009059906},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.2558000087738037}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3770747","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770747","pdf_url":null,"source":{"id":"https://openalex.org/S4387284325","display_name":"ACM Transactions on Recommender Systems","issn_l":"2770-6699","issn":["2770-6699"],"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":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Recommender Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3770747","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770747","pdf_url":null,"source":{"id":"https://openalex.org/S4387284325","display_name":"ACM Transactions on Recommender Systems","issn_l":"2770-6699","issn":["2770-6699"],"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":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Recommender Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W1139185857","https://openalex.org/W2023893046","https://openalex.org/W2025605741","https://openalex.org/W2030808931","https://openalex.org/W2092872567","https://openalex.org/W2108630796","https://openalex.org/W2109741756","https://openalex.org/W2112856797","https://openalex.org/W2116206254","https://openalex.org/W2245858136","https://openalex.org/W2301953046","https://openalex.org/W2338533289","https://openalex.org/W2517551598","https://openalex.org/W2518047734","https://openalex.org/W2535122198","https://openalex.org/W2538005748","https://openalex.org/W2748870231","https://openalex.org/W2767327746","https://openalex.org/W2774321216","https://openalex.org/W2805655805","https://openalex.org/W2806347998","https://openalex.org/W2905002332","https://openalex.org/W2951551356","https://openalex.org/W2961954754","https://openalex.org/W2972782898","https://openalex.org/W2980951591","https://openalex.org/W3008694996","https://openalex.org/W3041336306","https://openalex.org/W3041908332","https://openalex.org/W3047657179","https://openalex.org/W3085627079","https://openalex.org/W3090454134","https://openalex.org/W3093602717","https://openalex.org/W3113375623","https://openalex.org/W3173920363","https://openalex.org/W3182411636","https://openalex.org/W3184217925","https://openalex.org/W3185820380","https://openalex.org/W3187424701","https://openalex.org/W3205778884","https://openalex.org/W3210302050","https://openalex.org/W4200279827","https://openalex.org/W4224248227","https://openalex.org/W4230337524","https://openalex.org/W4281386583","https://openalex.org/W4292092796","https://openalex.org/W4293214217","https://openalex.org/W4366782941","https://openalex.org/W4407953538"],"related_works":[],"abstract_inverted_index":{"The":[0],"design":[1],"of":[2,15,31],"user-generated":[3],"content":[4,85],"(UGC)":[5],"platforms":[6],"poses":[7],"challenges":[8],"in":[9,52,62,80],"comprehensively":[10],"addressing":[11],"the":[12,48,63,69],"ethical":[13,49,64,78],"dimensions":[14],"recommendation":[16],"algorithms":[17,36],"and":[18,42,68,92,96,124,126],"applying":[19],"human-centered":[20],"methods":[21,72],"for":[22],"their":[23],"evaluation.":[24],"This":[25],"article":[26],"presents":[27],"a":[28],"literature":[29],"review":[30,58],"97":[32],"studies":[33],"on":[34],"UGC":[35,99],"(UGCAlgos)":[37],"that":[38],"incorporate":[39],"human":[40],"factors":[41],"user":[43,70,88,110,116,118,122],"experience":[44],"considerations":[45,65],"to":[46],"investigate":[47],"issues":[50],"explored":[51],"human-computer":[53],"interaction":[54],"(HCI)":[55],"research.":[56],"Our":[57],"identifies":[59],"key":[60],"themes":[61],"surrounding":[66],"UGCAlgos":[67],"modeling":[71,111],"employed.":[73],"We":[74],"examine":[75],"how":[76,104],"common":[77],"concerns":[79,106],"recommender":[81],"systems,":[82],"such":[83],"as":[84],"appropriateness,":[86],"privacy,":[87],"engagement,":[89],"transparency,":[90],"fairness,":[91],"diversity,":[93],"are":[94,107],"studied":[95],"contextualized":[97],"within":[98],"platforms.":[100],"Furthermore,":[101],"we":[102],"summarize":[103],"these":[105],"addressed":[108],"through":[109],"approaches,":[112],"including":[113],"data":[114],"characterization,":[115],"context,":[117],"outsmarting,":[119],"interface":[120],"design,":[121],"beliefs,":[123],"community":[125],"societal":[127],"impacts.":[128]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}