{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,22]],"date-time":"2025-03-22T11:54:17Z","timestamp":1742644457283,"version":"3.38.0"},"reference-count":131,"publisher":"SAGE Publications","issue":"7","license":[{"start":{"date-parts":[[2022,6,29]],"date-time":"2022-06-29T00:00:00Z","timestamp":1656460800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["New Media & Society"],"published-print":{"date-parts":[[2024,7]]},"abstract":" Growing concern about the democratic impact of automatically curated news platforms urges us to reconsider how such platforms should be designed. We propose a theoretical framework for personalised diversity nudges that can stimulate diverse news consumption on the individual level. To examine potential benefits and limitations of existing diversity nudges, we conduct an interdisciplinary literature review that synthesises theoretical work on news selection mechanisms with hands-on tools and implementations from the fields of computer science and recommender systems. Based thereupon, we propose five diversity nudges that researchers and practitioners can build on. We provide a theoretical motivation of why, when and for whom such nudges could be effective, critically reflect on their potential backfire effects and the need for algorithmic transparency, and sketch out a research agenda for diversity-aware news recommender design. Thereby, we develop concrete, theoretically grounded avenues towards facilitating diverse news consumption on algorithmically curated platforms. <\/jats:p>","DOI":"10.1177\/14614448221104413","type":"journal-article","created":{"date-parts":[[2022,6,30]],"date-time":"2022-06-30T06:47:34Z","timestamp":1656571654000},"page":"3681-3706","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":18,"title":["Nudging towards news diversity: A theoretical framework for facilitating diverse news consumption through recommender design"],"prefix":"10.1177","volume":"26","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5110-6612","authenticated-orcid":false,"given":"Nicolas","family":"Mattis","sequence":"first","affiliation":[{"name":"Vrije Universiteit Amsterdam, The Netherlands"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3065-7305","authenticated-orcid":false,"given":"Philipp","family":"Masur","sequence":"additional","affiliation":[{"name":"Vrije Universiteit Amsterdam, The Netherlands"}]},{"given":"Judith","family":"M\u00f6ller","sequence":"additional","affiliation":[{"name":"University of Amsterdam, The Netherlands"}]},{"given":"Wouter","family":"van Atteveldt","sequence":"additional","affiliation":[{"name":"Vrije Universiteit Amsterdam, The Netherlands"}]}],"member":"179","published-online":{"date-parts":[[2022,6,29]]},"reference":[{"key":"bibr1-14614448221104413","first-page":"562","volume-title":"Proceedings of the international AAAI conference on web and social media","author":"Agapie E","year":"2015"},{"key":"bibr2-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1016\/j.paid.2019.109675"},{"key":"bibr3-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/1464884915605028"},{"key":"bibr4-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1804840115"},{"key":"bibr5-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/0093650213497979"},{"issue":"1","key":"bibr6-14614448221104413","first-page":"43","volume":"9","author":"Bernstein A","year":"2021","journal-title":"Dagstuhl Manifestos"},{"key":"bibr7-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2013.03.012"},{"key":"bibr8-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/21670811.2019.1624185"},{"key":"bibr9-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1007\/s11109-013-9238-0"},{"key":"bibr10-14614448221104413","first-page":"202","volume-title":"SIGIR workshop on ExplainAble recommendation and search (EARS)","author":"Bountouridis D","year":"2018"},{"key":"bibr11-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1007\/s10676-013-9321-6"},{"key":"bibr12-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1007\/s10676-015-9380-y"},{"volume-title":"Are Filter Bubbles Real?","year":"2019","author":"Bruns A","key":"bibr13-14614448221104413"},{"key":"bibr14-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1093\/poq\/nfaa011"},{"key":"bibr15-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/19401612211012572."},{"key":"bibr16-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1037\/0022-3514.39.5.752"},{"key":"bibr17-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1109\/ASONAM.2016.7752207"},{"key":"bibr18-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/08838151.2021.1897822"},{"key":"bibr19-14614448221104413","doi-asserted-by":"publisher","DOI":"10.12840\/issn.2255-4165.2016.04.01.008"},{"key":"bibr20-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1037\/0022-3514.58.6.1015"},{"key":"bibr21-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/3209219.3209229"},{"key":"bibr22-14614448221104413","doi-asserted-by":"publisher","DOI":"10.4324\/9781003041719"},{"key":"bibr23-14614448221104413","doi-asserted-by":"publisher","DOI":"10.2478\/nor-2021-0002"},{"key":"bibr24-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-014-2437-9"},{"key":"bibr25-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/21670811.2016.1208053"},{"key":"bibr26-14614448221104413","volume-title":"Understanding Media Economics","author":"Doyle G","year":"2013","edition":"2"},{"key":"bibr27-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/3498366.3505812"},{"key":"bibr28-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/08913811.2012.711022"},{"key":"bibr29-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/1077699020961856."},{"key":"bibr30-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/15213269.2014.929526"},{"key":"bibr31-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/1369118X.2017.1379550"},{"key":"bibr32-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/1461444814549041"},{"key":"bibr33-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1007\/s13164-019-00450-z"},{"key":"bibr34-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/01972240490507974"},{"key":"bibr35-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/08838151.2017.1375502"},{"key":"bibr36-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1515\/9781503620766"},{"volume-title":"Deciding What\u2019s News: A Study of CBS Evening News, NBC Nightly News, Newsweek, and TIME","year":"1979","author":"Gans HJ","key":"bibr37-14614448221104413"},{"key":"bibr38-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/3274324"},{"key":"bibr39-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1111\/jcom.12105"},{"key":"bibr40-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1007\/s00779-021-01606-4."},{"key":"bibr41-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2021.102663"},{"key":"bibr42-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/2856767.2856776"},{"key":"bibr43-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/1464884916688290"},{"key":"bibr44-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/1461670X.2019.1639538"},{"key":"bibr45-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/21670811.2021.1984266"},{"key":"bibr46-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/3298689.3347014"},{"key":"bibr47-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1098\/rsta.2018.0088"},{"key":"bibr48-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1037\/a0015701"},{"key":"bibr49-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1515\/COMMUN.2006.023"},{"key":"bibr50-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/21670811.2021.2021804."},{"key":"bibr51-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/21670811.2019.1623700"},{"key":"bibr52-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1515\/9783110481129-029"},{"key":"bibr53-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/1369118X.2016.1271900"},{"key":"bibr54-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/1464884920966881."},{"key":"bibr55-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/14614448211022702"},{"key":"bibr56-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1016\/j.chbr.2020.100052"},{"key":"bibr57-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1093\/joc\/jqac009."},{"volume-title":"Thinking, Fast and Slow","year":"2011","author":"Kahneman D","key":"bibr58-14614448221104413"},{"key":"bibr59-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2018.04.008"},{"key":"bibr60-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1086\/268109"},{"key":"bibr61-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/08838151.2017.1375498"},{"key":"bibr62-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/0093650216644647"},{"key":"bibr63-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/2959100.2959189"},{"key":"bibr64-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/0093650209333030"},{"key":"bibr65-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/0093650217719596"},{"key":"bibr66-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1207\/s15506878jobem4903_3"},{"volume-title":"Proceedings of the 5th joint workshop on interfaces and human decision making for recommender systems co-located with ACM conference on recommender systems (RecSys 2018)","year":"2018","author":"Kumar J","key":"bibr67-14614448221104413"},{"key":"bibr68-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1037\/0033-2909.108.3.480"},{"key":"bibr69-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/3340631.3394869"},{"key":"bibr70-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-45046-5_6"},{"key":"bibr71-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/1464884911427800"},{"key":"bibr72-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2013.11.020"},{"key":"bibr73-14614448221104413","first-page":"184","volume-title":"Proceedings of the 17th ACM conference on computer supported cooperative work & social computing","author":"Liao QV","year":"2014"},{"key":"bibr74-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/2702123.2702570"},{"key":"bibr75-14614448221104413","doi-asserted-by":"publisher","DOI":"10.5117\/CCR2020.1.003.LOEC"},{"key":"bibr76-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/21670811.2020.1764374"},{"key":"bibr77-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/3447535.3462506"},{"key":"bibr78-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/3106426.3109433"},{"key":"bibr79-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1038\/s41562-020-0889-7"},{"key":"bibr80-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/3340631.3394864"},{"key":"bibr81-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/1461444819888417"},{"key":"bibr82-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2020.106771"},{"key":"bibr83-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/0093650212466406"},{"key":"bibr84-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1111\/j.1460-2466.2010.01488.x"},{"key":"bibr85-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1007\/s11257-018-9213-x"},{"key":"bibr86-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/1369118X.2018.1444076"},{"key":"bibr87-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/3387166"},{"key":"bibr88-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/3442188.3445911"},{"key":"bibr89-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1086\/685584"},{"key":"bibr90-14614448221104413","first-page":"419","volume-title":"Proceedings of the international AAAI conference on web and social media","author":"Munson S","year":"2013"},{"key":"bibr91-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/1753326.1753543"},{"key":"bibr92-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1017\/S0003055402004264"},{"key":"bibr93-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/2631775.2631811"},{"key":"bibr94-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1111\/j.1460-2466.1999.tb02815.x"},{"key":"bibr95-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/19331681.2020.1805085"},{"volume-title":"The Filter Bubble: What the Internet Is Hiding from You","year":"2011","author":"Pariser E","key":"bibr96-14614448221104413"},{"key":"bibr97-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/1464884920971522"},{"volume-title":"Attitudes and Persuasion: Classic and Contemporary Approaches","year":"1981","author":"Petty RE","key":"bibr98-14614448221104413"},{"key":"bibr99-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/1940161220966730"},{"key":"bibr100-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1109\/BigData47090.2019.9005459"},{"journal-title":"Artificial Intelligence Review","year":"2021","author":"Raza S","key":"bibr101-14614448221104413"},{"key":"bibr102-14614448221104413","first-page":"45","volume-title":"Proceedings of the EACL hackashop on news media content analysis and automated report generation","author":"Reuver M","year":"2021"},{"key":"bibr103-14614448221104413","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.nlp4posimpact-1.6"},{"volume-title":"2nd workshop on interactive natural language technology for explainable artificial intelligence 2020","year":"2020","author":"Rieger A","key":"bibr104-14614448221104413"},{"key":"bibr105-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/1369118X.2017.1305427"},{"key":"bibr106-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/10584609.2014.881942"},{"volume-title":"Selective Exposure Theories: The Oxford Handbook of Political Communication","year":"2017","author":"Stroud NJ","key":"bibr107-14614448221104413"},{"key":"bibr108-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/3314183.3323456"},{"volume-title":"Republic. com 2.0","year":"2009","author":"Sunstein CR","key":"bibr109-14614448221104413"},{"key":"bibr110-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1111\/j.1540-5907.2006.00214.x"},{"key":"bibr111-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1111\/pops.12321"},{"key":"bibr112-14614448221104413","first-page":"1","volume-title":"FATREC workshop on responsible recommendation at Recsys\u201917","author":"Ter Hoeve M","year":"2017"},{"volume-title":"Nudge: Improving Decisions about Health, Wealth, and Happiness","year":"2009","author":"Thaler RH","key":"bibr113-14614448221104413"},{"key":"bibr114-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/21670811.2018.1493936"},{"key":"bibr115-14614448221104413","first-page":"1","volume-title":"FATREC workshop on responsible recommendation at Recsys\u201917","author":"Tintarev N","year":"2017"},{"key":"bibr116-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/3167132.3167419"},{"key":"bibr117-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/3213586.3226203"},{"key":"bibr118-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1207\/S1532785XMEP0703_2"},{"key":"bibr119-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/23808985.2017.1288551"},{"key":"bibr120-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/1461444820946455"},{"key":"bibr121-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/15205436.2020.1782432"},{"key":"bibr122-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/0267323111423377"},{"issue":"2","key":"bibr123-14614448221104413","first-page":"1","volume":"9","author":"Vergara A","year":"2020","journal-title":"Digital Journalism"},{"key":"bibr124-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1177\/107769909607300306"},{"key":"bibr125-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/19331681.2019.1572565"},{"key":"bibr126-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1145\/3406522.3446019"},{"key":"bibr127-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1111\/jcom.12241"},{"key":"bibr128-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/15205436.2020.1714663"},{"key":"bibr129-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/15213269.2015.1006333"},{"key":"bibr130-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1007\/s11390-020-0135-9"},{"key":"bibr131-14614448221104413","doi-asserted-by":"publisher","DOI":"10.1080\/23808985.1980.11923821"}],"container-title":["New Media & Society"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/14614448221104413","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/full-xml\/10.1177\/14614448221104413","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/14614448221104413","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,1]],"date-time":"2025-03-01T20:29:29Z","timestamp":1740860969000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/14614448221104413"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,6,29]]},"references-count":131,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2024,7]]}},"alternative-id":["10.1177\/14614448221104413"],"URL":"https:\/\/doi.org\/10.1177\/14614448221104413","relation":{},"ISSN":["1461-4448","1461-7315"],"issn-type":[{"type":"print","value":"1461-4448"},{"type":"electronic","value":"1461-7315"}],"subject":[],"published":{"date-parts":[[2022,6,29]]}}}