{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T15:41:20Z","timestamp":1778254880621,"version":"3.51.4"},"reference-count":68,"publisher":"Emerald","issue":"7","funder":[{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"crossref","award":["ZR2020MG003"],"award-info":[{"award-number":["ZR2020MG003"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100018563","name":"Social Science Planning Project of Shandong Province","doi-asserted-by":"crossref","award":["17CHLJ23"],"award-info":[{"award-number":["17CHLJ23"]}],"id":[{"id":"10.13039\/501100018563","id-type":"DOI","asserted-by":"crossref"}]},{"name":"National Social Science Fund of China","award":["No. 21BGL001"],"award-info":[{"award-number":["No. 21BGL001"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["71701115"],"award-info":[{"award-number":["71701115"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,11,4]]},"abstract":"<jats:sec>\n                    <jats:title>Purpose<\/jats:title>\n                    <jats:p>Homophilic echo chambers occur frequently on social media, accelerating the spread of social cognitive biases or disinformation. From a psychological perspective, this study aims to explore the influence of social media users\u2019 personality traits on echo chamber formation under different derivation topics.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Design\/methodology\/approach<\/jats:title>\n                    <jats:p>According to 164 entries, 71,430 comments, 51,070 users and 2,874,937 posts, we divide the dataset related to \u201cpublic health emergency\u201d into 3 derivative topics. We then identify echo chambers based on structural and attribute dimensions and assign personality traits to each user using an unsupervised personality trait recognition algorithm. Finally, we calculate correlations between personality traits and echo chambers by using statistical measures such as chi-square tests.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Findings<\/jats:title>\n                    <jats:p>In different derivation topics, the echo chamber effects are the same on emotion, homophily and structural dimensions. Also, these representative personality traits of echo chambers remain constant, i.e. the personality traits of extroversion, emotional stability, empathy for others, antisocial behavior and preference for simplicity. We find a strong correlation between the personality traits of social media users and their behavior in joining the echo chamber. Personality traits can predict 67% of users joining the echo chamber. Therefore, specific personality traits can greatly influence social media users to join echo chambers.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Originality\/value<\/jats:title>\n                    <jats:p>The results provide suggestions for public opinion regulators to manage and control the echo chamber effect caused by negative public opinion or rumors.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1108\/oir-11-2024-0735","type":"journal-article","created":{"date-parts":[[2025,9,13]],"date-time":"2025-09-13T15:12:21Z","timestamp":1757776341000},"page":"1285-1301","source":"Crossref","is-referenced-by-count":2,"title":["Exploring the effects of personality traits on echo chamber formation under different derivative topics"],"prefix":"10.1108","volume":"49","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-1204-6675","authenticated-orcid":true,"given":"Yingping","family":"Sun","sequence":"first","affiliation":[{"name":"Business School, Shandong Normal University , ,","place":["Jinan, China"]},{"name":"School of Computer and Mathematical Sciences, The University of Adelaide , ,","place":["Adelaide, Australia"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yichang","family":"Gao","sequence":"additional","affiliation":[{"name":"Business School, Shandong Normal University , ,","place":["Jinan, China"]},{"name":"Waite Campus, CSIRO , ,","place":["Adelaide, Australia"]},{"name":"School of Computer and Mathematical Sciences, The University of Adelaide , ,","place":["Adelaide, Australia"]},{"name":"Artificial Intelligence and Cyber Futures Institute, Charles Sturt University , ,","place":["Melbourne, Australia"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wenrong","family":"Zheng","sequence":"additional","affiliation":[{"name":"Business School, Shandong Normal University , ,","place":["Jinan, China"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8643-9572","authenticated-orcid":true,"given":"Fengming","family":"Liu","sequence":"additional","affiliation":[{"name":"Business School, Shandong Normal University , ,","place":["Jinan, China"]}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"140","published-online":{"date-parts":[[2025,8,8]]},"reference":[{"issue":"1-2","key":"2025110321432234800_ref001","doi-asserted-by":"publisher","first-page":"835","DOI":"10.1007\/s11229-020-02724-x","article-title":"Technologically scaffolded atypical cognition: the case of YouTube's recommender 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