{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,23]],"date-time":"2026-04-23T08:00:06Z","timestamp":1776931206100,"version":"3.51.2"},"publisher-location":"New York, NY, USA","reference-count":101,"publisher":"ACM","funder":[{"name":"European Union (Horizon Europe, Marie Sk\u0142odowska-Curie Actions)","award":["101148443"],"award-info":[{"award-number":["101148443"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2026,4,13]]},"DOI":"10.1145\/3772318.3791406","type":"proceedings-article","created":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T04:12:28Z","timestamp":1776053548000},"page":"1-20","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Surfacing Problematic Recommender System Behaviors Affecting Music Discoverability: A Think-Aloud Protocol"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0218-5187","authenticated-orcid":false,"given":"Lorenzo","family":"Porcaro","sequence":"first","affiliation":[{"name":"Department of Computer, Control, and Management Engineering Antonio Ruberti, Sapienza University of Rome, Roma, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-3590-4526","authenticated-orcid":false,"given":"Valeria","family":"Mirabella","sequence":"additional","affiliation":[{"name":"Department of Computer, Control, and Management Engineering Antonio Ruberti, Sapienza University of Rome, Roma, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4983-3989","authenticated-orcid":false,"given":"Emilia","family":"G\u00f3mez","sequence":"additional","affiliation":[{"name":"Joint Research Centre, European Commission, Seville, Spain and Music Technology Group, Universitat Pompeu Fabra, Barcelona, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3578-1121","authenticated-orcid":false,"given":"Tiziana","family":"Catarci","sequence":"additional","affiliation":[{"name":"Institute of Cognitive Sciences and Technologies, National Research Council, Roma, Italy and Department of Computer, Control, and Management Engineering Antonio Ruberti, University of Rome, Roma, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2026,4,13]]},"reference":[{"key":"e_1_3_3_3_2_2","doi-asserted-by":"publisher","unstructured":"Luis Aguiar. 2017. Let the music play? Free streaming and its effects on digital music consumption. Information Economics and Policy 41 (2017) 1\u201314. 10.1016\/j.infoecopol.2017.06.002","DOI":"10.1016\/j.infoecopol.2017.06.002"},{"key":"e_1_3_3_3_3_2","doi-asserted-by":"publisher","unstructured":"Luis Aguiar and Joel Waldfogel. 2021. Platforms Power and Promotion: Evidence from Spotify Playlists. The Journal of Industrial Economics 69 3 (2021) 653\u2013691. 10.1111\/joie.12263","DOI":"10.1111\/joie.12263"},{"key":"e_1_3_3_3_4_2","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3173618"},{"key":"e_1_3_3_3_5_2","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3173860"},{"key":"e_1_3_3_3_6_2","doi-asserted-by":"publisher","unstructured":"Jack Bandy. 2021. Problematic Machine Behavior: A Systematic Literature Review of Algorithm Audits. Proc. ACM Hum.-Comput. Interact. 5 CSCW1 Article 74 (April 2021) 34\u00a0pages. 10.1145\/3449148","DOI":"10.1145\/3449148"},{"key":"e_1_3_3_3_7_2","volume-title":"Playing to the Crowd: Musicians, Audiences, and the Intimate Work of Connection","author":"Baym Nancy\u00a0K.","year":"2018","unstructured":"Nancy\u00a0K. Baym. 2018. Playing to the Crowd: Musicians, Audiences, and the Intimate Work of Connection. NYU Press, New York."},{"key":"e_1_3_3_3_8_2","doi-asserted-by":"publisher","unstructured":"M.\u00a0Ted Boren and Judith Ramey. 2000. Thinking aloud: reconciling theory and practice. IEEE Transactions on Professional Communication 43 3 (2000) 261\u2013278. 10.1109\/47.867942","DOI":"10.1109\/47.867942"},{"key":"e_1_3_3_3_9_2","volume-title":"Artificial Intelligence, Music Recommendation, and the Curation of Culture","author":"Born Georgina","year":"2021","unstructured":"Georgina Born, Jeremy Morris, Fernando Diaz, and Ashton Anderson. 2021. Artificial Intelligence, Music Recommendation, and the Curation of Culture. Technical Report. Schwartz Reisman Institute; University of Toronto. https:\/\/utoronto.scholaris.ca\/server\/api\/core\/bitstreams\/3fee35e6-48e7-444a-8b4f-e40afadd7bae\/content Accessed: 2026-01-21."},{"key":"e_1_3_3_3_10_2","volume-title":"How are global consumers finding new music?","author":"Bruce Graeme","year":"2022","unstructured":"Graeme Bruce. 2022. How are global consumers finding new music?https:\/\/yougov.co.uk\/technology\/articles\/40255-how-are-global-consumers-finding-new-music Accessed: 2026-01-21."},{"key":"e_1_3_3_3_11_2","volume-title":"Are Filter Bubbles Real?","author":"Bruns Axel","year":"2019","unstructured":"Axel Bruns. 2019. Are Filter Bubbles Real?John Wiley & Sons, Hoboken, NJ."},{"key":"e_1_3_3_3_12_2","doi-asserted-by":"publisher","unstructured":"Taina Bucher. 2017. The algorithmic imaginary: exploring the ordinary affects of Facebook algorithms. Information Communication & Society 20 1 (2017) 30\u201344. 10.1080\/1369118X.2016.1154086","DOI":"10.1080\/1369118X.2016.1154086"},{"key":"e_1_3_3_3_13_2","volume-title":"Discoverability: Toward a Common Frame of Reference","author":"(CMF) Canada Media Fund","year":"2021","unstructured":"Canada Media Fund (CMF). 2021. Discoverability: Toward a Common Frame of Reference. Technical Report. Canada Media Fund (CMF). https:\/\/cmf-fmc.ca\/wp-content\/uploads\/2021\/01\/CMF_-_Discoverability_Toward_a_Common_Frame_of_Reference_-_Final.pdf Accessed: 2026-01-21."},{"key":"e_1_3_3_3_14_2","volume-title":"Discoverability Summit: Content in the Age of Abundance","author":"Board Canadian Radio-television and Telecommunications Commission and the National Film","year":"2016","unstructured":"Canadian Radio-television and Telecommunications Commission and the National Film Board. 2016. Discoverability Summit: Content in the Age of Abundance. https:\/\/web.archive.org\/web\/20170505013548http:\/\/www.discoverability.ca\/ Accessed: 2026-01-21."},{"key":"e_1_3_3_3_15_2","doi-asserted-by":"publisher","unstructured":"Filippo Carnovalini Antonio Rod\u00e0 and Geraint\u00a0A. Wiggins. 2025. Popularity Bias in Recommender Systems: The Search for Fairness in the Long Tail. Information 16 2 (Feb. 2025) 151. 10.3390\/info16020151","DOI":"10.3390\/info16020151"},{"key":"e_1_3_3_3_16_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-0716-2197-4_16"},{"key":"e_1_3_3_3_17_2","doi-asserted-by":"publisher","DOI":"10.1145\/1722149.1722154"},{"key":"e_1_3_3_3_18_2","doi-asserted-by":"publisher","DOI":"10.1145\/3460231.3474236"},{"key":"e_1_3_3_3_19_2","volume-title":"The Challenge of Discoverability: The Urgency to Act to Defend the Diversity of Cultural Expressions","author":"(CDCE) Coalition for the Diversity of Cultural Expressions","year":"2020","unstructured":"Coalition for the Diversity of Cultural Expressions (CDCE). 2020. The Challenge of Discoverability: The Urgency to Act to Defend the Diversity of Cultural Expressions. Technical Report. Coalition for the Diversity of Cultural Expressions (CDCE). https:\/\/cdec-cdce.org\/wp-content\/uploads\/2020\/12\/The-challenge-of-discoverability_CDCE.pdf Accessed: 2026-01-21."},{"key":"e_1_3_3_3_20_2","doi-asserted-by":"publisher","unstructured":"Sebastian Cole. 2024. Exploring users\u2019 algorithmic knowledge and reflexivity in a music streaming context: A critical realist approach. Convergence 30 6 (2024) 2075\u20132089. 10.1177\/13548565241277379","DOI":"10.1177\/13548565241277379"},{"key":"e_1_3_3_3_21_2","doi-asserted-by":"publisher","DOI":"10.1145\/2959100.2959190"},{"key":"e_1_3_3_3_22_2","unstructured":"Kimberl\u00e9 Crenshaw. 1989. Demarginalizing the Intersection of Race and Sex: A Black Feminist Critique of Antidiscrimination Doctrine Feminist Theory and Antiracist Politics. University of Chicago Legal Forum1 (1989) 139\u2013167."},{"key":"e_1_3_3_3_23_2","doi-asserted-by":"publisher","unstructured":"Hannes Datta George Knox and Bart\u00a0J. Bronnenberg. 2018. Changing Their Tune: How Consumers\u2019 Adoption of Online Streaming Affects Music Consumption and Discovery. Marketing Science 37 1 (2018) 5\u201321. 10.1287\/mksc.2017.1051","DOI":"10.1287\/mksc.2017.1051"},{"key":"e_1_3_3_3_24_2","doi-asserted-by":"publisher","DOI":"10.1145\/3554364.3560901"},{"key":"e_1_3_3_3_25_2","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3581026"},{"key":"e_1_3_3_3_26_2","doi-asserted-by":"publisher","DOI":"10.1145\/3491102.3517441"},{"key":"e_1_3_3_3_27_2","doi-asserted-by":"publisher","unstructured":"Karlijn Dinnissen and Christine Bauer. 2022. Fairness in Music Recommender Systems: A Stakeholder-Centered Mini Review. Frontiers in Big Data 5 (2022) 9\u00a0pages. 10.3389\/fdata.2022.913608","DOI":"10.3389\/fdata.2022.913608"},{"key":"e_1_3_3_3_28_2","doi-asserted-by":"publisher","DOI":"10.1145\/3565472.3592960"},{"key":"e_1_3_3_3_29_2","doi-asserted-by":"publisher","DOI":"10.1145\/3720553.3746671"},{"key":"e_1_3_3_3_30_2","doi-asserted-by":"publisher","unstructured":"Michael\u00a0D. Ekstrand Afsaneh Razi Aleksandra Sarcevic Maria\u00a0Soledad Pera Robin Burke and Katherine\u00a0Landau Wright. 2025. Recommending With Not For: Co-Designing Recommender Systems for Social Good. ACM Trans. Recomm. Syst. Just Accepted (Aug. 2025) 23\u00a0pages. 10.1145\/3759261","DOI":"10.1145\/3759261"},{"key":"e_1_3_3_3_31_2","doi-asserted-by":"publisher","unstructured":"K.\u00a0Anders Ericsson and Herbert\u00a0A. Simon. 1980. Verbal reports as data. Psychological Review 87 3 (1980) 215\u2013251. 10.1037\/0033-295X.87.3.215","DOI":"10.1037\/0033-295X.87.3.215"},{"key":"e_1_3_3_3_32_2","doi-asserted-by":"publisher","unstructured":"Maria\u00a0C. Eriksson and Anna Johansson. 2017. Tracking Gendered Streams. Culture Unbound 9 2 (Oct. 2017) 163\u2013183. 10.3384\/cu.2000.1525.1792163","DOI":"10.3384\/cu.2000.1525.1792163"},{"key":"e_1_3_3_3_33_2","volume-title":"European Commission launches study on discoverability and promotion of cultural diversity online","author":"Commission European","year":"2024","unstructured":"European Commission. 2024. European Commission launches study on discoverability and promotion of cultural diversity online. https:\/\/culture.ec.europa.eu\/news\/european-commission-launches-study-on-discoverability-and-promotion-of-cultural-diversity-online Accessed: 2026-01-21."},{"key":"e_1_3_3_3_34_2","volume-title":"Music Listening 2019","author":"(FIMI) Federazione Industria Musicale Italiana","year":"2019","unstructured":"Federazione Industria Musicale Italiana (FIMI). 2019. Music Listening 2019. Technical Report. Federazione Industria Musicale Italiana (FIMI). https:\/\/www.fimi.it\/wp-content\/uploads\/2025\/06\/music_listening_2019.pdf Accessed: 2026-01-21."},{"key":"e_1_3_3_3_35_2","volume-title":"Il mercato discografico italiano | Report FIMI 2025","author":"(FIMI) Federazione Industria Musicale Italiana","year":"2025","unstructured":"Federazione Industria Musicale Italiana (FIMI). 2025. Il mercato discografico italiano | Report FIMI 2025. Technical Report. Federazione Industria Musicale Italiana (FIMI). https:\/\/www.fimi.it\/wp-content\/uploads\/2025\/04\/report_fimi_2025.pdf Accessed: 2026-01-21."},{"key":"e_1_3_3_3_36_2","doi-asserted-by":"publisher","unstructured":"Andres Ferraro Gustavo Ferreira Fernando Diaz and Georgina Born. 2024. Measuring Commonality in Recommendation of Cultural Content to Strengthen Cultural Citizenship. ACM Trans. Recomm. Syst. 2 1 Article 10 (March 2024) 32\u00a0pages. 10.1145\/3643138","DOI":"10.1145\/3643138"},{"key":"e_1_3_3_3_37_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-85616-8_33"},{"key":"e_1_3_3_3_38_2","doi-asserted-by":"publisher","DOI":"10.1145\/3576840.3578287"},{"key":"e_1_3_3_3_39_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE48307.2020.00203"},{"key":"e_1_3_3_3_40_2","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3581492"},{"key":"e_1_3_3_3_41_2","doi-asserted-by":"publisher","DOI":"10.1145\/3209978.3210049"},{"key":"e_1_3_3_3_42_2","doi-asserted-by":"publisher","unstructured":"Anja\u00a0Nylund Hagen. 2022. Datafication Literacy and Democratization in the Music Industry. Popular Music and Society 45 2 (2022) 184\u2013201. 10.1080\/03007766.2021.1989558","DOI":"10.1080\/03007766.2021.1989558"},{"key":"e_1_3_3_3_43_2","doi-asserted-by":"publisher","DOI":"10.5040\/9781501340765.ch-006"},{"key":"e_1_3_3_3_44_2","doi-asserted-by":"publisher","unstructured":"David Hesmondhalgh. 2022. Streaming\u2019s Effects on Music Culture: Old Anxieties and New Simplifications. Cultural Sociology 16 1 (2022) 3\u201324. 10.1177\/17499755211019974","DOI":"10.1177\/17499755211019974"},{"key":"e_1_3_3_3_45_2","volume-title":"The impact of algorithmically driven recommendation systems on music consumption and production \u2013 a literature review","author":"Hesmondhalgh David","year":"2023","unstructured":"David Hesmondhalgh, Raquel Campos\u00a0Valverde, D.\u00a0Bondy Valdovinos\u00a0Kaye, and Zhongwei Li. 2023. The impact of algorithmically driven recommendation systems on music consumption and production \u2013 a literature review. Technical Report. Centre for Data Ethics and Innovation (CDEI). https:\/\/www.gov.uk\/government\/publications\/research-into-the-impact-of-streaming-services-algorithms-on-music-consumption\/the-impact-of-algorithmically-driven-recommendation-systems-on-music-consumption-and-production-a-literature-review Accessed: 2026-01-21."},{"key":"e_1_3_3_3_46_2","doi-asserted-by":"publisher","DOI":"10.1145\/3397481.3450642"},{"key":"e_1_3_3_3_47_2","volume-title":"Music Tech Ownership Ouroboros, 2025 edition","author":"Hu Cherie","year":"2025","unstructured":"Cherie Hu. 2025. Music Tech Ownership Ouroboros, 2025 edition. https:\/\/www.waterandmusic.com\/music-tech-ownership-ouroboros-2025\/ Accessed: 2026-01-21."},{"key":"e_1_3_3_3_48_2","volume-title":"Global Music Report 2025: State of the Industry","author":"(IFPI) International Federation of the Phonographic Industry","year":"2025","unstructured":"International Federation of the Phonographic Industry (IFPI). 2025. Global Music Report 2025: State of the Industry. https:\/\/ifpi-website-cms.s3.eu-west-2.amazonaws.com\/GMR_2025_State_of_the_Industry_Final_83665b84be.pdf Accessed: 2026-01-21."},{"key":"e_1_3_3_3_49_2","doi-asserted-by":"publisher","unstructured":"Lucas\u00a0D. Introna and Helen Nissenbaum. 2000. Shaping the Web: Why the Politics of Search Engines Matters. The Information Society 16 3 (2000) 169\u2013185. 10.1080\/01972240050133634","DOI":"10.1080\/01972240050133634"},{"key":"e_1_3_3_3_50_2","doi-asserted-by":"publisher","unstructured":"Catherine Johnson Matt Hills and Laurie Dempsey. 2024. An audience studies\u2019 contribution to the discoverability and prominence debate: Seeking UK TV audiences\u2019 \u2018routes to content\u2019. Convergence 30 5 (2024) 1625\u20131645. 10.1177\/13548565231222605","DOI":"10.1177\/13548565231222605"},{"key":"e_1_3_3_3_51_2","doi-asserted-by":"publisher","unstructured":"Michelle\u00a0S. Lam Mitchell\u00a0L. Gordon Dana\u00eb Metaxa Jeffrey\u00a0T. Hancock James\u00a0A. Landay and Michael\u00a0S. Bernstein. 2022. End-User Audits: A System Empowering Communities to Lead Large-Scale Investigations of Harmful Algorithmic Behavior. Proc. ACM Hum.-Comput. Interact. 6 CSCW2 Article 512 (Nov. 2022) 34\u00a0pages. 10.1145\/3555625","DOI":"10.1145\/3555625"},{"key":"e_1_3_3_3_52_2","doi-asserted-by":"publisher","DOI":"10.5281\/zenodo.232222"},{"key":"e_1_3_3_3_53_2","doi-asserted-by":"publisher","unstructured":"Jin\u00a0Ha Lee and Rachel Price. 2016. User experience with commercial music services: An empirical exploration. Journal of the Association for Information Science and Technology 67 4 (2016) 800\u2013811. 10.1002\/asi.23433","DOI":"10.1002\/asi.23433"},{"key":"e_1_3_3_3_54_2","doi-asserted-by":"publisher","DOI":"10.1145\/2470654.2466122"},{"key":"e_1_3_3_3_55_2","volume-title":"Using the \u2019Thinking-Aloud\u2019 Method in Cognitive Interface Design","author":"Lewis Clayton","year":"1982","unstructured":"Clayton Lewis. 1982. Using the \u2019Thinking-Aloud\u2019 Method in Cognitive Interface Design. Technical Report RC9265. IBM Thomas J. Watson Research Center. https:\/\/dominoweb.draco.res.ibm.com\/reports\/RC9265.pdf Accessed: 2026-01-21."},{"key":"e_1_3_3_3_56_2","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3582074"},{"key":"e_1_3_3_3_57_2","doi-asserted-by":"publisher","DOI":"10.1145\/3523227.3546772"},{"key":"e_1_3_3_3_58_2","volume-title":"Sabrina Carpenter and Spotify conspiracy theories","author":"Marsden Harriet","year":"2024","unstructured":"Harriet Marsden. 2024. Sabrina Carpenter and Spotify conspiracy theories. https:\/\/theweek.com\/culture-life\/music\/sabrina-carpenter-spotify-conspiracy-theories-algorithm Accessed: 2026-01-21."},{"key":"e_1_3_3_3_59_2","doi-asserted-by":"publisher","unstructured":"Eleonora\u00a0Maria Mazzoli. 2020. Online content governance: Towards a framework for analysis for prominence and discoverability. Journal of Digital Media & Policy 11 Regulating digital platform power (2020) 301\u2013319. 10.1386\/jdmp_00027_1","DOI":"10.1386\/jdmp_00027_1"},{"key":"e_1_3_3_3_60_2","volume-title":"Prioritisation Uncovered: The Discoverability of Public Interest Content Online","author":"Mazzoli Eleonora\u00a0Maria","year":"2020","unstructured":"Eleonora\u00a0Maria Mazzoli and Damian Tambini. 2020. Prioritisation Uncovered: The Discoverability of Public Interest Content Online. Technical Report. Council of Europe. https:\/\/edoc.coe.int\/en\/internet\/11681-prioritisation-uncovered-the-discoverability-of-public-interest-content-online.html Accessed: 2026-01-21."},{"key":"e_1_3_3_3_61_2","unstructured":"Fenwick McKelvey. 2016. The new attention factory: Discoverability and Canadian cultural policy. In Canadian Centre for Policy Alternatives Monitor 23(2) 32\u201334. Accessed: 2026-01-21."},{"key":"e_1_3_3_3_62_2","doi-asserted-by":"publisher","DOI":"10.1145\/3269206.3272027"},{"key":"e_1_3_3_3_63_2","doi-asserted-by":"publisher","unstructured":"Dana\u00eb Metaxa Joon\u00a0Sung Park Ronald\u00a0E. Robertson Karrie Karahalios Christo Wilson Jeff Hancock and Christian Sandvig. 2021. Auditing Algorithms: Understanding Algorithmic Systems from the Outside In. Foundations and Trends\u00ae in Human\u2013Computer Interaction 14 4 (2021) 272\u2013344. 10.1561\/1100000083","DOI":"10.1561\/1100000083"},{"key":"e_1_3_3_3_64_2","volume-title":"Beyond the Filter Bubble: Concepts, Myths, Evidence and Issues for Future Debates","author":"Moeller Judith","year":"2018","unstructured":"Judith Moeller and Natali Helberger. 2018. Beyond the Filter Bubble: Concepts, Myths, Evidence and Issues for Future Debates. Technical Report. University of Amsterdam, Amsterdam."},{"key":"e_1_3_3_3_65_2","doi-asserted-by":"publisher","DOI":"10.1145\/3699682.3728333"},{"key":"e_1_3_3_3_66_2","doi-asserted-by":"publisher","unstructured":"Daniel M\u00fcllensiefen Bruno Gingras Jason Musil and Lauren Stewart. 2014. The Musicality of Non-Musicians: An Index for Assessing Musical Sophistication in the General Population. PLOS ONE 9 2 (02 2014) 1\u201323. 10.1371\/journal.pone.0089642","DOI":"10.1371\/journal.pone.0089642"},{"key":"e_1_3_3_3_67_2","doi-asserted-by":"publisher","unstructured":"Laurens Naudts Natali Helberger Michael Veale and Marijn Sax. 2025. A Right to Constructive Optimization: A Public Interest Approach to Recommender Systems in the Digital Services Act. Journal of Consumer Policy 48 (March 2025) 269\u2013296. 10.1007\/s10603-025-09586-1","DOI":"10.1007\/s10603-025-09586-1"},{"key":"e_1_3_3_3_68_2","doi-asserted-by":"publisher","DOI":"10.1145\/3340631.3394841"},{"key":"e_1_3_3_3_69_2","volume-title":"Why is Sabrina Carpenter\u2019s \u2018Espresso\u2019 taking over Spotify algorithms?","year":"2024","unstructured":"NME. 2024. Why is Sabrina Carpenter\u2019s \u2018Espresso\u2019 taking over Spotify algorithms?https:\/\/www.nme.com\/features\/music-features\/espresso-sabrina-carpenter-spotify-streaming-3757741"},{"key":"e_1_3_3_3_70_2","volume-title":"The Design of Everyday Things","author":"Norman Donald\u00a0A.","year":"2013","unstructured":"Donald\u00a0A. Norman. 2013. The Design of Everyday Things. The MIT Press, Cambridge, MA."},{"key":"e_1_3_3_3_71_2","doi-asserted-by":"publisher","DOI":"10.1057\/9781137492562"},{"key":"e_1_3_3_3_72_2","doi-asserted-by":"publisher","unstructured":"Rapha\u00ebl Nowak. 2016. When is a discovery? The affective dimensions of discovery in music consumption. Popular Communication 14 3 (2016) 137\u2013145. 10.1080\/15405702.2016.1193182","DOI":"10.1080\/15405702.2016.1193182"},{"key":"e_1_3_3_3_73_2","doi-asserted-by":"publisher","unstructured":"Anne Oeldorf-Hirsch and German Neubaum. 2025. What do we know about algorithmic literacy? The status quo and a research agenda for a growing field. New Media & Society 27 2 (2025) 681\u2013701. 10.1177\/14614448231182662","DOI":"10.1177\/14614448231182662"},{"key":"e_1_3_3_3_74_2","volume-title":"EPG Prominence: A Report on the Discoverability of PSB and Local TV Services","year":"2018","unstructured":"Ofcom. 2018. EPG Prominence: A Report on the Discoverability of PSB and Local TV Services. Technical Report. Ofcom. https:\/\/www.ofcom.org.uk\/__data\/assets\/pdf_file\/0026\/116288\/report-psb-local-tv-discoverability.pdf Accessed: 2026-01-21."},{"key":"e_1_3_3_3_75_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-18444-4_4"},{"key":"e_1_3_3_3_76_2","volume-title":"\u2018Glocalisation\u2019 of Music Streaming within and across Europe","author":"Page Will","year":"2023","unstructured":"Will Page and Chris Dalla\u00a0Riva. 2023. \u2018Glocalisation\u2019 of Music Streaming within and across Europe. Technical Report EIQ Paper No. 182. London School of Economics and Political Science (LSE) European Institute. https:\/\/www.lse.ac.uk\/european-institute\/Assets\/Documents\/LEQS-Discussion-Papers\/EIQPaper182.pdf Accessed: 2026-01-21."},{"key":"e_1_3_3_3_77_2","doi-asserted-by":"publisher","DOI":"10.1145\/3531146.3533238"},{"key":"e_1_3_3_3_78_2","doi-asserted-by":"publisher","DOI":"10.1145\/3490099.3511156"},{"key":"e_1_3_3_3_79_2","doi-asserted-by":"publisher","unstructured":"Lorenzo Porcaro Emilia G\u00f3mez and Carlos Castillo. 2022. Perceptions of Diversity in Electronic Music: the Impact of Listener Artist and Track Characteristics. Proc. ACM Hum.-Comput. Interact. 6 CSCW1 Article 109 (April 2022) 26\u00a0pages. 10.1145\/3512956","DOI":"10.1145\/3512956"},{"key":"e_1_3_3_3_80_2","doi-asserted-by":"publisher","unstructured":"Lorenzo Porcaro Emilia G\u00f3mez and Carlos Castillo. 2024. Assessing the Impact of Music Recommendation Diversity on Listeners: A Longitudinal Study. ACM Trans. Recomm. Syst. 2 1 Article 3 (March 2024) 47\u00a0pages. 10.1145\/3608487","DOI":"10.1145\/3608487"},{"key":"e_1_3_3_3_81_2","doi-asserted-by":"publisher","unstructured":"Robert Prey. 2020. Locating Power in Platformization: Music Streaming Playlists and Curatorial Power. Social Media + Society 6 2 (2020) 2056305120933291. 10.1177\/2056305120933291","DOI":"10.1177\/2056305120933291"},{"key":"e_1_3_3_3_82_2","first-page":"1","volume-title":"2nd Music Recommender Systems Workshop (MuRS 2024), CEUR Workshop Proceedings","volume":"3787","author":"Salganik Rebecca","year":"2024","unstructured":"Rebecca Salganik, Valdy Wiratama, Adelaida Afilipoaie, and Heritiana Ranaivoson. 2024. Navigating Discoverability in the Digital Era: A Theoretical Framework. In 2nd Music Recommender Systems Workshop (MuRS 2024), CEUR Workshop Proceedings , Vol.\u00a03787. CEUR-WS.org, Aachen, Germany, 1\u201310."},{"key":"e_1_3_3_3_83_2","doi-asserted-by":"publisher","unstructured":"Michela Santangelo Valentina Persici Luca Caricati Paola Corsano Reyna\u00a0L. Gordon and Marinella Majorano. 2024. The adaptation and validation of the Goldsmiths Musical Sophistication Index (Gold-MSI) in Italian: The Gold-MSI-IT. Psychology of Music 52 4 (2024) 385\u2013401. 10.1177\/03057356231204855","DOI":"10.1177\/03057356231204855"},{"key":"e_1_3_3_3_84_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-0716-2197-4_24"},{"key":"e_1_3_3_3_85_2","doi-asserted-by":"publisher","unstructured":"Nick Seaver. 2019. Captivating algorithms: Recommender systems as traps. Journal of Material Culture 24 4 (2019) 421\u2013436. 10.1177\/1359183518820366","DOI":"10.1177\/1359183518820366"},{"key":"e_1_3_3_3_86_2","doi-asserted-by":"publisher","unstructured":"Dougal Shakespeare Victor Chareyron and Camille Roth. 2025. Reframing the filter bubble through diverse scale effects in online music consumption. Scientific Reports 15 1 (Feb. 2025) 4071. 10.1038\/s41598-024-75967-0","DOI":"10.1038\/s41598-024-75967-0"},{"key":"e_1_3_3_3_87_2","doi-asserted-by":"publisher","unstructured":"Hong Shen Alicia DeVos Motahhare Eslami and Kenneth Holstein. 2021. Everyday Algorithm Auditing: Understanding the Power of Everyday Users in Surfacing Harmful Algorithmic Behaviors. Proc. ACM Hum.-Comput. Interact. 5 CSCW2 Article 433 (Oct. 2021) 29\u00a0pages. 10.1145\/3479577","DOI":"10.1145\/3479577"},{"key":"e_1_3_3_3_88_2","doi-asserted-by":"publisher","unstructured":"Ignacio Siles Andr\u00e9s Segura-Castillo M\u00f3nica Sancho and Ricardo Sol\u00eds-Quesada. 2019. Genres as Social Affect: Cultivating Moods and Emotions through Playlists on Spotify. Social Media + Society 5 2 (2019) 2056305119847514. 10.1177\/2056305119847514","DOI":"10.1177\/2056305119847514"},{"key":"e_1_3_3_3_89_2","doi-asserted-by":"publisher","unstructured":"Ignacio Siles Andr\u00e9s Segura-Castillo Ricardo Sol\u00eds and M\u00f3nica Sancho. 2020. Folk theories of algorithmic recommendations on Spotify: Enacting data assemblages in the global South. Big Data & Society 7 1 (2020) 2053951720923377. 10.1177\/2053951720923377","DOI":"10.1177\/2053951720923377"},{"key":"e_1_3_3_3_90_2","volume-title":"Loud & Clear","year":"2025","unstructured":"Spotify. 2025. Loud & Clear. https:\/\/loudandclear.byspotify.com\/ Accessed: 2026-01-21."},{"key":"e_1_3_3_3_91_2","volume-title":"\u201cNon succede, ma se succede\u2026 Ed \u00e8 successo. Anche quest\u2019anno la playlist di Sanremo 2025 su Spotify \u00e8 la pi\u00f9 ascoltata al mondo.\u201d [Instagram post]","author":"Italia Spotify","year":"2025","unstructured":"Spotify Italia. 2025. \u201cNon succede, ma se succede\u2026 Ed \u00e8 successo. Anche quest\u2019anno la playlist di Sanremo 2025 su Spotify \u00e8 la pi\u00f9 ascoltata al mondo.\u201d [Instagram post]. https:\/\/www.instagram.com\/spotifyitaly\/p\/DGBK8v3onbB\/"},{"key":"e_1_3_3_3_92_2","volume-title":"Celebrating 10 Years of Spotify in Italy and Poland","author":"Newsroom Spotify","year":"2023","unstructured":"Spotify Newsroom. 2023. Celebrating 10 Years of Spotify in Italy and Poland. https:\/\/newsroom.spotify.com\/2023-03-01\/celebrating-10-years-of-spotify-in-italy-and-poland\/ Accessed: 2026-01-21."},{"key":"e_1_3_3_3_93_2","volume-title":"Culture Next 2024: The Major Gen Z Trends That Are Shaping Audio Streaming","author":"Newsroom Spotify","year":"2024","unstructured":"Spotify Newsroom. 2024. Culture Next 2024: The Major Gen Z Trends That Are Shaping Audio Streaming. https:\/\/newsroom.spotify.com\/2024-11-04\/culture-next-2024-the-major-gen-z-trends-that-are-shaping-audio-streaming\/ Accessed: 2026-01-21."},{"key":"e_1_3_3_3_94_2","volume-title":"Spotify Takes Instagram Sharing to the Next Level with Audio Previews and Real-Time Listening Notes","author":"Newsroom Spotify","year":"2025","unstructured":"Spotify Newsroom. 2025. Spotify Takes Instagram Sharing to the Next Level with Audio Previews and Real-Time Listening Notes. https:\/\/newsroom.spotify.com\/2025-08-21\/spotify-takes-instagram-sharing-to-the-next-level-with-audio-previews-and-real-time-listening-notes\/"},{"key":"e_1_3_3_3_95_2","volume-title":"Number of music streaming subscribers worldwide from the 1st half of 2019 to 4th quarter 2024","year":"2025","unstructured":"Statista. 2025. Number of music streaming subscribers worldwide from the 1st half of 2019 to 4th quarter 2024. https:\/\/www.statista.com\/statistics\/669113\/number-music-streaming-subscribers\/ Accessed: 2026-01-21."},{"key":"e_1_3_3_3_96_2","volume-title":"Music Impact Report","author":"Luminate TikTok &","year":"2025","unstructured":"TikTok & Luminate. 2025. Music Impact Report. Technical Report. TikTok, commissioned with Luminate. https:\/\/sf16-sg.tiktokcdn.com\/obj\/eden-sg\/fuuvieh7uvzpsh\/Music%20Impact%20Report%20-%20Final.pdf Accessed: 2026-01-21."},{"key":"e_1_3_3_3_97_2","volume-title":"Add to Music App launches in partnership with Major Music Streaming Services","author":"Newsroom TikTok","year":"2023","unstructured":"TikTok Newsroom. 2023. Add to Music App launches in partnership with Major Music Streaming Services. https:\/\/newsroom.tiktok.com\/en-us\/add-to-music-app-launches-in-partnership-with-major-music-streaming-services"},{"key":"e_1_3_3_3_98_2","volume-title":"France-Qu\u00e9bec Mission on the Discoverability of Francophone Cultural Content Online","year":"2020","unstructured":"UNESCO. 2020. France-Qu\u00e9bec Mission on the Discoverability of Francophone Cultural Content Online. https:\/\/www.unesco.org\/creativity\/en\/policy-monitoring-platform\/france-quebec-mission-discoverability-francophone-cultural-content-online Accessed: 2026-01-21."},{"key":"e_1_3_3_3_99_2","doi-asserted-by":"publisher","DOI":"10.1145\/3640457.3688102"},{"key":"e_1_3_3_3_100_2","doi-asserted-by":"publisher","DOI":"10.1145\/3531146.3533101"},{"key":"e_1_3_3_3_101_2","doi-asserted-by":"publisher","DOI":"10.4135\/9781526405555"},{"key":"e_1_3_3_3_102_2","doi-asserted-by":"publisher","unstructured":"Brahim Zarouali Sophie\u00a0C. Boerman and Claes\u00a0H. de Vreese. 2021. Is this recommended by an algorithm? The development and validation of the algorithmic media content awareness scale (AMCA-scale). Telematics and Informatics 62 (2021) 101607. 10.1016\/j.tele.2021.101607","DOI":"10.1016\/j.tele.2021.101607"}],"event":{"name":"CHI 2026: CHI Conference on Human Factors in Computing Systems","location":"Barcelona Spain","acronym":"CHI '26","sponsor":["SIGCHI ACM Special Interest Group on Computer-Human Interaction"]},"container-title":["Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3772318.3791406","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,17]],"date-time":"2026-04-17T10:13:16Z","timestamp":1776420796000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3772318.3791406"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4,13]]},"references-count":101,"alternative-id":["10.1145\/3772318.3791406","10.1145\/3772318"],"URL":"https:\/\/doi.org\/10.1145\/3772318.3791406","relation":{},"subject":[],"published":{"date-parts":[[2026,4,13]]},"assertion":[{"value":"2026-04-13","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}