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In this study, we examine how different framings of recommendations trigger people\u2019s anthropomorphic perceptions of RSs and therefore affect users\u2019 attitudes in an online experiment. Participants used and evaluated one of four versions of a web-based wine RS with different source framings (i.e. \u201crecommendation by an algorithm,\u201d \u201crecommendation by an AI assistant,\u201d \u201crecommendation by knowledge generated from similar people,\u201d no description). Results showed that different source framings generated different levels of perceived anthropomorphism. Participants indicated greater trust in the recommendations and greater confidence in making choices based on the recommendations when they perceived an RS as highly anthropomorphic; however, higher perceived anthropomorphism of an RS led to a lower willingness to disclose personal information to the RS.<\/jats:p>","DOI":"10.1177\/14614448231223517","type":"journal-article","created":{"date-parts":[[2024,1,23]],"date-time":"2024-01-23T07:01:44Z","timestamp":1705993304000},"page":"3264-3292","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":21,"title":["Which recommendation system do you trust the most? Exploring the impact of perceived anthropomorphism on recommendation system trust, choice confidence, and information disclosure"],"prefix":"10.1177","volume":"27","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2100-1366","authenticated-orcid":false,"given":"Yanyun (Mia)","family":"Wang","sequence":"first","affiliation":[{"name":"University of Colorado Boulder, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2071-1603","authenticated-orcid":false,"given":"Weizi","family":"Liu","sequence":"additional","affiliation":[{"name":"University of Illinois Urbana-Champaign, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mike","family":"Yao","sequence":"additional","affiliation":[{"name":"University of Illinois Urbana-Champaign, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2024,1,23]]},"reference":[{"key":"e_1_3_4_2_1","doi-asserted-by":"publisher","DOI":"10.2753\/JEC1086-4415170202"},{"key":"e_1_3_4_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2018.03.051"},{"key":"e_1_3_4_4_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00146-019-00931-w"},{"key":"e_1_3_4_5_1","doi-asserted-by":"publisher","DOI":"10.1037\/h0034845"},{"key":"e_1_3_4_6_1","doi-asserted-by":"publisher","DOI":"10.1080\/21515581.2019.1579730"},{"key":"e_1_3_4_7_1","doi-asserted-by":"publisher","DOI":"10.1177\/0022243719851788"},{"key":"e_1_3_4_8_1","doi-asserted-by":"publisher","DOI":"10.1089\/cyber.2012.0278"},{"key":"e_1_3_4_9_1","doi-asserted-by":"publisher","DOI":"10.1080\/10447318.2022.2050543"},{"key":"e_1_3_4_10_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1460-2466.2002.tb02578.x"},{"key":"e_1_3_4_11_1","doi-asserted-by":"publisher","DOI":"10.4337\/9781783476732.00017"},{"key":"e_1_3_4_12_1","doi-asserted-by":"publisher","DOI":"10.5120\/ijca2017913081"},{"key":"e_1_3_4_13_1","doi-asserted-by":"crossref","unstructured":"Dell\u2019Acqua F McFowland E Mollick ER et al. 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