{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T17:21:33Z","timestamp":1771003293596,"version":"3.50.1"},"reference-count":15,"publisher":"SAGE Publications","issue":"2","license":[{"start":{"date-parts":[[2024,11,11]],"date-time":"2024-11-11T00:00:00Z","timestamp":1731283200000},"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":["Journal of Computational Methods in Sciences and Engineering"],"published-print":{"date-parts":[[2025,3]]},"abstract":"<jats:p>The integration of social media into the daily lives of adolescents has sparked considerable interest in its influence on their social value formation. Social media, serving as a repository of varied information and knowledge, plays a pivotal role in subtly shaping the value orientations and behavioral propensities of adolescents. This research delves into the dynamics between educational content on social media platforms and the evolution of adolescents\u2019 social values, addressing a notable gap in quantitative analysis and model development within this discourse. Employing the social media educational content-emotion calculation (SMEC-EC) method, the study quantitatively analyzes the social values of adolescents influenced by social media, thereby establishing a benchmark for evaluation. Further, it introduces a novel computational model for compensating feature extraction specifically designed for adolescent social values, enhancing the analytical perspective in feature analysis. Lastly, the research adopts a stepwise regression ordinary least squares (OLS) model to dissect the correlation between educational content on social media and adolescent social values, uncovering the underlying mechanisms by which social media influences these values. This research provides empirical evidence and theoretical guidance for educators and policymakers on how to effectively guide adolescents in forming positive and healthy social values within the social media environment, contributing to the promotion of social media as a platform for positive socialization among young people.<\/jats:p>","DOI":"10.1177\/14727978241299541","type":"journal-article","created":{"date-parts":[[2025,4,29]],"date-time":"2025-04-29T03:15:24Z","timestamp":1745896524000},"page":"1316-1328","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":0,"title":["Examining the impact of social media\u2019s educational content on adolescent social value formation"],"prefix":"10.1177","volume":"25","author":[{"given":"Wei","family":"Liu","sequence":"first","affiliation":[{"name":"Shijiazhuang College of Applied Technology, Shijiazhuang, China"}]}],"member":"179","published-online":{"date-parts":[[2024,11,11]]},"reference":[{"key":"e_1_3_2_2_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10826-017-0872-8"},{"key":"e_1_3_2_3_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.acap.2022.09.020"},{"key":"e_1_3_2_4_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2021.107024"},{"key":"e_1_3_2_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2018.03.048"},{"key":"e_1_3_2_6_2","doi-asserted-by":"publisher","DOI":"10.33808\/clinexphealthsci.869465"},{"key":"e_1_3_2_7_2","doi-asserted-by":"publisher","DOI":"10.1080\/15213269.2023.2227941"},{"key":"e_1_3_2_8_2","doi-asserted-by":"publisher","DOI":"10.1007\/s12144-022-03893-3"},{"key":"e_1_3_2_9_2","doi-asserted-by":"publisher","DOI":"10.1037\/fam0000879"},{"key":"e_1_3_2_10_2","doi-asserted-by":"publisher","DOI":"10.1111\/josi.12486"},{"key":"e_1_3_2_11_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10578-020-00967-w"},{"key":"e_1_3_2_12_2","doi-asserted-by":"publisher","DOI":"10.1080\/02615479.2020.1793935"},{"key":"e_1_3_2_13_2","doi-asserted-by":"publisher","DOI":"10.1080\/02673843.2024.2306886"},{"key":"e_1_3_2_14_2","doi-asserted-by":"publisher","DOI":"10.1007\/s12144-022-03280-y"},{"key":"e_1_3_2_15_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-023-10606-0"},{"key":"e_1_3_2_16_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-021-06442-5"}],"container-title":["Journal of Computational Methods in Sciences and Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/14727978241299541","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/full-xml\/10.1177\/14727978241299541","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/14727978241299541","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T16:31:51Z","timestamp":1771000311000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/14727978241299541"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,11,11]]},"references-count":15,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2025,3]]}},"alternative-id":["10.1177\/14727978241299541"],"URL":"https:\/\/doi.org\/10.1177\/14727978241299541","relation":{},"ISSN":["1472-7978","1875-8983"],"issn-type":[{"value":"1472-7978","type":"print"},{"value":"1875-8983","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,11,11]]}}}