{"id":"https://openalex.org/W4388631551","doi":"https://doi.org/10.1145/3632297","title":"Building Human Values into Recommender Systems: An Interdisciplinary Synthesis","display_name":"Building Human Values into Recommender Systems: An Interdisciplinary Synthesis","publication_year":2023,"publication_date":"2023-11-13","ids":{"openalex":"https://openalex.org/W4388631551","doi":"https://doi.org/10.1145/3632297"},"language":"en","primary_location":{"id":"doi:10.1145/3632297","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3632297","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3632297","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":null,"license_id":null,"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":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3632297","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075221940","display_name":"Jonathan Stray","orcid":"https://orcid.org/0000-0003-4467-1239"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jonathan Stray","raw_affiliation_strings":["UC Berkeley Center for Human-compatible AI, Berkeley, USA"],"raw_orcid":"https://orcid.org/0000-0003-4467-1239","affiliations":[{"raw_affiliation_string":"UC Berkeley Center for Human-compatible AI, Berkeley, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067621853","display_name":"Alon Halevy","orcid":"https://orcid.org/0000-0002-8717-7356"},"institutions":[{"id":"https://openalex.org/I3197470489","display_name":"Alpha Omega Alpha Medical Honor Society","ror":"https://ror.org/057q9nn35","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I3197470489"]},{"id":"https://openalex.org/I4210099336","display_name":"Menlo School","ror":"https://ror.org/01240pn49","country_code":"US","type":"education","lineage":["https://openalex.org/I4210099336"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alon Halevy","raw_affiliation_strings":["Meta AI, Menlo Park, USA"],"raw_orcid":"https://orcid.org/0000-0002-8717-7356","affiliations":[{"raw_affiliation_string":"Meta AI, Menlo Park, USA","institution_ids":["https://openalex.org/I3197470489","https://openalex.org/I4210099336"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033986537","display_name":"Parisa Assar","orcid":"https://orcid.org/0009-0005-1350-2557"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Parisa Assar","raw_affiliation_strings":["Adobe Inc., San Jose, USA"],"raw_orcid":"https://orcid.org/0009-0005-1350-2557","affiliations":[{"raw_affiliation_string":"Adobe Inc., San Jose, USA","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076757561","display_name":"Dylan Hadfield-Menell","orcid":"https://orcid.org/0000-0002-6168-4763"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dylan Hadfield-Menell","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, MIT, Cambridge, USA"],"raw_orcid":"https://orcid.org/0000-0002-6168-4763","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, MIT, Cambridge, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036934218","display_name":"Craig Boutilier","orcid":"https://orcid.org/0000-0001-9330-4545"},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Craig Boutilier","raw_affiliation_strings":["Google Research, Mountain View, USA"],"raw_orcid":"https://orcid.org/0000-0001-9330-4545","affiliations":[{"raw_affiliation_string":"Google Research, Mountain View, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039347114","display_name":"Amar Ashar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210122154","display_name":"Photon Spot (United States)","ror":"https://ror.org/01yxc0v75","country_code":"US","type":"company","lineage":["https://openalex.org/I4210122154"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amar Ashar","raw_affiliation_strings":["Spotify Inc., New York City, USA"],"raw_orcid":"https://orcid.org/0000-0001-9144-9011","affiliations":[{"raw_affiliation_string":"Spotify Inc., New York City, USA","institution_ids":["https://openalex.org/I4210122154"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011341041","display_name":"Chlo\u00e9 Bakalar","orcid":"https://orcid.org/0000-0002-2764-0986"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chloe Bakalar","raw_affiliation_strings":["Meta Inc., Menlo Park, USA"],"raw_orcid":"https://orcid.org/0000-0002-2764-0986","affiliations":[{"raw_affiliation_string":"Meta Inc., Menlo Park, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068380992","display_name":"Lex Beattie","orcid":"https://orcid.org/0000-0003-3351-5951"},"institutions":[{"id":"https://openalex.org/I4210122154","display_name":"Photon Spot (United States)","ror":"https://ror.org/01yxc0v75","country_code":"US","type":"company","lineage":["https://openalex.org/I4210122154"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lex Beattie","raw_affiliation_strings":["Spotify Inc., New York City, USA"],"raw_orcid":"https://orcid.org/0000-0003-3351-5951","affiliations":[{"raw_affiliation_string":"Spotify Inc., New York City, USA","institution_ids":["https://openalex.org/I4210122154"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015092805","display_name":"Michael D. Ekstrand","orcid":"https://orcid.org/0000-0003-2467-0108"},"institutions":[{"id":"https://openalex.org/I72816309","display_name":"Drexel University","ror":"https://ror.org/04bdffz58","country_code":"US","type":"education","lineage":["https://openalex.org/I72816309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Ekstrand","raw_affiliation_strings":["Department of Information Science, Drexel University, Philadelphia, USA"],"raw_orcid":"https://orcid.org/0000-0003-2467-0108","affiliations":[{"raw_affiliation_string":"Department of Information Science, Drexel University, Philadelphia, USA","institution_ids":["https://openalex.org/I72816309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048415612","display_name":"Claire Leibowicz","orcid":"https://orcid.org/0000-0002-2640-5458"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Claire Leibowicz","raw_affiliation_strings":["Partnership on AI, Palo Alto, USA"],"raw_orcid":"https://orcid.org/0000-0002-2640-5458","affiliations":[{"raw_affiliation_string":"Partnership on AI, Palo Alto, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016868030","display_name":"Connie Moon Sehat","orcid":"https://orcid.org/0000-0002-4803-0730"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Connie Moon Sehat","raw_affiliation_strings":["Hacks/Hackers, Atlanta, USA"],"raw_orcid":"https://orcid.org/0000-0002-4803-0730","affiliations":[{"raw_affiliation_string":"Hacks/Hackers, Atlanta, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001052612","display_name":"Sara L. Johansen","orcid":"https://orcid.org/0000-0003-2054-0920"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sara Johansen","raw_affiliation_strings":["Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, USA"],"raw_orcid":"https://orcid.org/0000-0003-2054-0920","affiliations":[{"raw_affiliation_string":"Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005905416","display_name":"Lianne Kerlin","orcid":"https://orcid.org/0000-0003-0360-1613"},"institutions":[{"id":"https://openalex.org/I2801884250","display_name":"British Broadcasting Corporation (United Kingdom)","ror":"https://ror.org/01qepzr42","country_code":"GB","type":"government","lineage":["https://openalex.org/I2801884250"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lianne Kerlin","raw_affiliation_strings":["BBC, London, UK"],"raw_orcid":"https://orcid.org/0000-0003-0360-1613","affiliations":[{"raw_affiliation_string":"BBC, London, UK","institution_ids":["https://openalex.org/I2801884250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087737449","display_name":"David Vickrey","orcid":"https://orcid.org/0009-0000-0375-1422"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"David Vickrey","raw_affiliation_strings":["Meta Inc., Menlo Park, USA"],"raw_orcid":"https://orcid.org/0009-0000-0375-1422","affiliations":[{"raw_affiliation_string":"Meta Inc., Menlo Park, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090204725","display_name":"Spandana Singh","orcid":"https://orcid.org/0000-0001-9258-1209"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Spandana Singh","raw_affiliation_strings":["Meta Inc., Menlo Park, USA"],"raw_orcid":"https://orcid.org/0000-0001-9258-1209","affiliations":[{"raw_affiliation_string":"Meta Inc., Menlo Park, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090448564","display_name":"Sanne Vrijenhoek","orcid":"https://orcid.org/0000-0002-1031-4746"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Sanne Vrijenhoek","raw_affiliation_strings":["Institute for Information Law, University of Amsterdam, Amsterdam, Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-1031-4746","affiliations":[{"raw_affiliation_string":"Institute for Information Law, University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037569091","display_name":"Amy X. Zhang","orcid":"https://orcid.org/0000-0001-9462-9835"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]},{"id":"https://openalex.org/I58610484","display_name":"Seattle University","ror":"https://ror.org/02jqc0m91","country_code":"US","type":"education","lineage":["https://openalex.org/I58610484"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amy Zhang","raw_affiliation_strings":["Allen School of Computer Science and Engineering, University of Washington, Seattle, USA"],"raw_orcid":"https://orcid.org/0000-0001-9462-9835","affiliations":[{"raw_affiliation_string":"Allen School of Computer Science and Engineering, University of Washington, Seattle, USA","institution_ids":["https://openalex.org/I201448701","https://openalex.org/I58610484"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071066840","display_name":"McKane Andrus","orcid":"https://orcid.org/0000-0003-0543-3609"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"McKane Andrus","raw_affiliation_strings":["Partnership on AI, Palo Alto, USA"],"raw_orcid":"https://orcid.org/0000-0003-0543-3609","affiliations":[{"raw_affiliation_string":"Partnership on AI, Palo Alto, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053437341","display_name":"Natali Helberger","orcid":"https://orcid.org/0000-0003-1652-0580"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Natali Helberger","raw_affiliation_strings":["Institute for Information Law, University of Amsterdam, Amsterdam, Netherlands"],"raw_orcid":"https://orcid.org/0000-0003-1652-0580","affiliations":[{"raw_affiliation_string":"Institute for Information Law, University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027963921","display_name":"Polina Proutskova","orcid":"https://orcid.org/0000-0002-7514-2711"},"institutions":[{"id":"https://openalex.org/I2801884250","display_name":"British Broadcasting Corporation (United Kingdom)","ror":"https://ror.org/01qepzr42","country_code":"GB","type":"government","lineage":["https://openalex.org/I2801884250"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Polina Proutskova","raw_affiliation_strings":["BBC, London, UK"],"raw_orcid":"https://orcid.org/0000-0002-7514-2711","affiliations":[{"raw_affiliation_string":"BBC, London, UK","institution_ids":["https://openalex.org/I2801884250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062498796","display_name":"Tanushree Mitra","orcid":"https://orcid.org/0000-0002-9507-6192"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]},{"id":"https://openalex.org/I58610484","display_name":"Seattle University","ror":"https://ror.org/02jqc0m91","country_code":"US","type":"education","lineage":["https://openalex.org/I58610484"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tanushree Mitra","raw_affiliation_strings":["Information, School, University of Washington, Seattle, USA"],"raw_orcid":"https://orcid.org/0000-0002-9507-6192","affiliations":[{"raw_affiliation_string":"Information, School, University of Washington, Seattle, USA","institution_ids":["https://openalex.org/I201448701","https://openalex.org/I58610484"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027136972","display_name":"Nina Vasan","orcid":"https://orcid.org/0000-0002-8917-9320"},"institutions":[{"id":"https://openalex.org/I1743320","display_name":"Palo Alto University","ror":"https://ror.org/04f812k67","country_code":"US","type":"education","lineage":["https://openalex.org/I1743320"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nina Vasan","raw_affiliation_strings":["Department of Psychiatry and Behavioral Sciences, Stanford University, Palo Alto, USA"],"raw_orcid":"https://orcid.org/0000-0002-8917-9320","affiliations":[{"raw_affiliation_string":"Department of Psychiatry and Behavioral Sciences, Stanford University, Palo Alto, USA","institution_ids":["https://openalex.org/I1743320","https://openalex.org/I97018004"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":22,"corresponding_author_ids":["https://openalex.org/A5075221940"],"corresponding_institution_ids":["https://openalex.org/I95457486"],"apc_list":null,"apc_paid":null,"fwci":13.9735,"has_fulltext":true,"cited_by_count":82,"citation_normalized_percentile":{"value":0.99243615,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"2","issue":"3","first_page":"1","last_page":"57"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12128","display_name":"AI in Service Interactions","score":0.9842000007629395,"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"}},"topics":[{"id":"https://openalex.org/T12128","display_name":"AI in Service Interactions","score":0.9842000007629395,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.979200005531311,"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/T10315","display_name":"Decision-Making and Behavioral Economics","score":0.9761999845504761,"subfield":{"id":"https://openalex.org/subfields/1800","display_name":"General Decision Sciences"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.8065248727798462},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5373199582099915},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3451285660266876},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3412269949913025}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8065248727798462},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5373199582099915},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3451285660266876},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3412269949913025}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3632297","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3632297","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3632297","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":null,"license_id":null,"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:10.1145/3632297","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3632297","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3632297","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":null,"license_id":null,"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":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388631551.pdf","grobid_xml":"https://content.openalex.org/works/W4388631551.grobid-xml"},"referenced_works_count":295,"referenced_works":["https://openalex.org/W67410282","https://openalex.org/W1274426204","https://openalex.org/W1498874100","https://openalex.org/W1574481415","https://openalex.org/W1583820460","https://openalex.org/W1583837637","https://openalex.org/W1609659585","https://openalex.org/W1922396948","https://openalex.org/W1963971215","https://openalex.org/W1986829999","https://openalex.org/W1992745256","https://openalex.org/W1998789158","https://openalex.org/W2003346153","https://openalex.org/W2006156933","https://openalex.org/W2010045482","https://openalex.org/W2011261152","https://openalex.org/W2014352947","https://openalex.org/W2019397899","https://openalex.org/W2023476501","https://openalex.org/W2024132711","https://openalex.org/W2024953787","https://openalex.org/W2028677680","https://openalex.org/W2030863659","https://openalex.org/W2031534816","https://openalex.org/W2032555085","https://openalex.org/W2032577510","https://openalex.org/W2033198212","https://openalex.org/W2033390400","https://openalex.org/W2037985870","https://openalex.org/W2048504820","https://openalex.org/W2051429419","https://openalex.org/W2054047387","https://openalex.org/W2055176445","https://openalex.org/W2057659248","https://openalex.org/W2060907561","https://openalex.org/W2070808447","https://openalex.org/W2074012419","https://openalex.org/W2079033860","https://openalex.org/W2080057153","https://openalex.org/W2091780923","https://openalex.org/W2096434649","https://openalex.org/W2096848647","https://openalex.org/W2099556653","https://openalex.org/W2102968466","https://openalex.org/W2104470097","https://openalex.org/W2109638824","https://openalex.org/W2109920916","https://openalex.org/W2110491721","https://openalex.org/W2112709014","https://openalex.org/W2123427850","https://openalex.org/W2123552131","https://openalex.org/W2124074612","https://openalex.org/W2126877580","https://openalex.org/W2135263912","https://openalex.org/W2141181276","https://openalex.org/W2144874182","https://openalex.org/W2148587638","https://openalex.org/W2154273558","https://openalex.org/W2155912844","https://openalex.org/W2156567728","https://openalex.org/W2157472472","https://openalex.org/W2160505695","https://openalex.org/W2161620994","https://openalex.org/W2162111811","https://openalex.org/W2163191809","https://openalex.org/W2166237624","https://openalex.org/W2170689222","https://openalex.org/W2171140573","https://openalex.org/W2172070393","https://openalex.org/W2213191543","https://openalex.org/W2223821166","https://openalex.org/W2259768013","https://openalex.org/W2272740393","https://openalex.org/W2285723775","https://openalex.org/W2297594467","https://openalex.org/W2301777741","https://openalex.org/W2303276850","https://openalex.org/W2339421005","https://openalex.org/W2340378363","https://openalex.org/W2341297081","https://openalex.org/W2344015651","https://openalex.org/W2346792670","https://openalex.org/W2349436533","https://openalex.org/W2364865162","https://openalex.org/W2406390611","https://openalex.org/W2460276213","https://openalex.org/W2501772582","https://openalex.org/W2509048457","https://openalex.org/W2516364559","https://openalex.org/W2521473604","https://openalex.org/W2550925836","https://openalex.org/W2565683863","https://openalex.org/W2573955387","https://openalex.org/W2578856715","https://openalex.org/W2579516306","https://openalex.org/W2586601519","https://openalex.org/W2588638859","https://openalex.org/W2591957553","https://openalex.org/W2604584490","https://openalex.org/W2687843025","https://openalex.org/W2732547613","https://openalex.org/W2747005671","https://openalex.org/W2757072513","https://openalex.org/W2761498026","https://openalex.org/W2763172566","https://openalex.org/W2773640334","https://openalex.org/W2779365023","https://openalex.org/W2783539613","https://openalex.org/W2786568026","https://openalex.org/W2787991113","https://openalex.org/W2790166049","https://openalex.org/W2790980374","https://openalex.org/W2792859381","https://openalex.org/W2795737619","https://openalex.org/W2796199965","https://openalex.org/W2798294275","https://openalex.org/W2798435682","https://openalex.org/W2803484323","https://openalex.org/W2804419925","https://openalex.org/W2805720864","https://openalex.org/W2886498471","https://openalex.org/W2888160501","https://openalex.org/W2889127731","https://openalex.org/W2891633525","https://openalex.org/W2896126418","https://openalex.org/W2897429051","https://openalex.org/W2897522600","https://openalex.org/W2897955056","https://openalex.org/W2902572901","https://openalex.org/W2905868634","https://openalex.org/W2911601927","https://openalex.org/W2912265160","https://openalex.org/W2912638141","https://openalex.org/W2913081045","https://openalex.org/W2913153455","https://openalex.org/W2914783728","https://openalex.org/W2917760808","https://openalex.org/W2924873698","https://openalex.org/W2939191944","https://openalex.org/W2942012185","https://openalex.org/W2945976633","https://openalex.org/W2946837585","https://openalex.org/W2947612811","https://openalex.org/W2948345531","https://openalex.org/W2950173087","https://openalex.org/W2953083078","https://openalex.org/W2954552190","https://openalex.org/W2962686197","https://openalex.org/W2963086506","https://openalex.org/W2963125461","https://openalex.org/W2963189767","https://openalex.org/W2964023221","https://openalex.org/W2964125683","https://openalex.org/W2965257440","https://openalex.org/W2965489676","https://openalex.org/W2966049019","https://openalex.org/W2967394917","https://openalex.org/W2969886764","https://openalex.org/W2972450445","https://openalex.org/W2973172293","https://openalex.org/W2974397365","https://openalex.org/W2974965500","https://openalex.org/W2975625678","https://openalex.org/W2980501973","https://openalex.org/W2980951591","https://openalex.org/W2982915530","https://openalex.org/W2989978528","https://openalex.org/W2995006168","https://openalex.org/W2996483058","https://openalex.org/W2999331643","https://openalex.org/W3001221685","https://openalex.org/W3001807593","https://openalex.org/W3003483085","https://openalex.org/W3009043573","https://openalex.org/W3011685549","https://openalex.org/W3014901735","https://openalex.org/W3016050534","https://openalex.org/W3023202929","https://openalex.org/W3025936724","https://openalex.org/W3028977438","https://openalex.org/W3030594067","https://openalex.org/W3031525783","https://openalex.org/W3031586727","https://openalex.org/W3032407425","https://openalex.org/W3034344071","https://openalex.org/W3035371891","https://openalex.org/W3035403907","https://openalex.org/W3039258535","https://openalex.org/W3041050431","https://openalex.org/W3043494686","https://openalex.org/W3044709562","https://openalex.org/W3047791797","https://openalex.org/W3080077280","https://openalex.org/W3081199443","https://openalex.org/W3082042211","https://openalex.org/W3090267106","https://openalex.org/W3091129453","https://openalex.org/W3092103025","https://openalex.org/W3094101919","https://openalex.org/W3096900234","https://openalex.org/W3099019654","https://openalex.org/W3099420497","https://openalex.org/W3099814932","https://openalex.org/W3100156698","https://openalex.org/W3101366597","https://openalex.org/W3102496129","https://openalex.org/W3102518922","https://openalex.org/W3103891807","https://openalex.org/W3105994008","https://openalex.org/W3106000504","https://openalex.org/W3106346154","https://openalex.org/W3110020536","https://openalex.org/W3121416125","https://openalex.org/W3121661582","https://openalex.org/W3122725723","https://openalex.org/W3122821379","https://openalex.org/W3123348991","https://openalex.org/W3124410800","https://openalex.org/W3124952075","https://openalex.org/W3125032943","https://openalex.org/W3128392043","https://openalex.org/W3133874049","https://openalex.org/W3134235469","https://openalex.org/W3135773605","https://openalex.org/W3155541393","https://openalex.org/W3157410348","https://openalex.org/W3157826390","https://openalex.org/W3159435787","https://openalex.org/W3162447981","https://openalex.org/W3163078977","https://openalex.org/W3163892065","https://openalex.org/W3164966484","https://openalex.org/W3171472364","https://openalex.org/W3172701938","https://openalex.org/W3174212033","https://openalex.org/W3175993430","https://openalex.org/W3177148406","https://openalex.org/W3180466780","https://openalex.org/W3187127870","https://openalex.org/W3187177811","https://openalex.org/W3196695903","https://openalex.org/W3197314822","https://openalex.org/W3197548413","https://openalex.org/W3199782056","https://openalex.org/W3200957822","https://openalex.org/W3207934453","https://openalex.org/W3209763391","https://openalex.org/W3212411386","https://openalex.org/W3216363398","https://openalex.org/W4205171160","https://openalex.org/W4205228770","https://openalex.org/W4205908687","https://openalex.org/W4206125442","https://openalex.org/W4206262396","https://openalex.org/W4206748596","https://openalex.org/W4206917460","https://openalex.org/W4211049957","https://openalex.org/W4211096099","https://openalex.org/W4213069590","https://openalex.org/W4225127529","https://openalex.org/W4225378011","https://openalex.org/W4232512299","https://openalex.org/W4243795479","https://openalex.org/W4247551517","https://openalex.org/W4253935475","https://openalex.org/W4255114703","https://openalex.org/W4255493555","https://openalex.org/W4280598593","https://openalex.org/W4283760054","https://openalex.org/W4284690424","https://openalex.org/W4285059900","https://openalex.org/W4292081290","https://openalex.org/W4292994367","https://openalex.org/W4293003987","https://openalex.org/W4293585414","https://openalex.org/W4293811063","https://openalex.org/W4296448351","https://openalex.org/W4297794619","https://openalex.org/W4297802133","https://openalex.org/W4300131090","https://openalex.org/W4300482433","https://openalex.org/W4304098849","https://openalex.org/W4308433048","https://openalex.org/W4310492983","https://openalex.org/W4312725303","https://openalex.org/W4375827590","https://openalex.org/W4385325063","https://openalex.org/W4387841511","https://openalex.org/W4392366624","https://openalex.org/W6630221451","https://openalex.org/W6681699275","https://openalex.org/W6683728295","https://openalex.org/W6685299701","https://openalex.org/W6786995064","https://openalex.org/W6822274259"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266","https://openalex.org/W4317039510"],"abstract_inverted_index":{"Recommender":[0],"systems":[1,47,134],"are":[2],"the":[3,14,49,52,107,144],"algorithms":[4],"which":[5],"select,":[6],"filter,":[7],"and":[8,18,24,29,36,54,72,74,90,101,118,139,153,165,191],"personalize":[9],"content":[10],"across":[11,136],"many":[12],"of":[13,51,69,109,126,146,185],"world's":[15],"largest":[16],"platforms":[17],"apps.":[19],"As":[20],"such,":[21],"their":[22],"positive":[23],"negative":[25],"effects":[26],"on":[27,30,78],"individuals":[28,53],"societies":[31,55],"have":[32],"been":[33],"extensively":[34],"theorized":[35],"studied.":[37],"Our":[38],"overarching":[39],"question":[40,61],"is":[41,94],"how":[42],"to":[43,98,132],"ensure":[44],"that":[45,56,128,173],"recommender":[46,70,133,171,186],"enact":[48],"values":[50,127,164],"they":[57],"serve.":[58],"Addressing":[59],"this":[60],"in":[62],"a":[63,95,111,124],"principled":[64],"fashion":[65],"requires":[66],"technical":[67],"knowledge":[68],"design":[71,116],"operation,":[73],"also":[75],"critically":[76],"depends":[77],"insights":[79],"from":[80,103,143],"diverse":[81],"fields":[82],"including":[83],"social":[84],"science,":[85],"ethics,":[86],"economics,":[87],"psychology,":[88],"policy,":[89],"law.":[91],"This":[92],"article":[93],"multidisciplinary":[96],"effort":[97],"synthesize":[99],"theory":[100],"practice":[102],"different":[104,137],"perspectives,":[105],"with":[106],"goal":[108],"providing":[110],"shared":[112],"language,":[113],"articulating":[114],"current":[115,147],"approaches,":[117],"identifying":[119],"open":[120,157],"problems.":[121],"We":[122],"collect":[123],"set":[125],"seem":[129],"most":[130],"relevant":[131],"operating":[135],"domains,":[138],"then":[140],"examine":[141],"them":[142],"perspectives":[145],"industry":[148],"practice,":[149],"measurement,":[150],"product":[151],"design,":[152],"policy":[154],"approaches.":[155],"Important":[156],"problems":[158],"include":[159],"multi-stakeholder":[160],"processes":[161],"for":[162,180],"defining":[163],"resolving":[166],"trade-offs,":[167],"better":[168],"values-driven":[169],"measurements,":[170],"controls":[172],"people":[174],"use,":[175],"non-behavioral":[176],"algorithmic":[177],"feedback,":[178],"optimization":[179],"long-term":[181],"outcomes,":[182],"causal":[183],"inference":[184],"effects,":[187],"academic-industry":[188],"research":[189],"collaborations,":[190],"interdisciplinary":[192],"policy-making.":[193]},"counts_by_year":[{"year":2026,"cited_by_count":17},{"year":2025,"cited_by_count":39},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":19}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
