The relationship between social media use and critical evaluation of political information is studied only

The gap

Evidence profile

Sourced from the future work and recommendations and synthesized of the source papers, classified as general, spanning 3 journals.

Supporting evidence — 3 representative gaps

• The physics of news, rumors, and opinions (2026) · Physics Reports · doi

  [345] M. Hilbert, J. Vásquez, D. Halpern, S. Valenzuela, two step, network step? E. Arriagada, One step, complementary communication flows in twittered citizen protests, Social Science Computer Review 35 (4) (2017) 444–461. arXiv: https://doi.org/10.1177/0894439316639561, doi:10.1177/0894439316639561. URL 0894439316639561 https://doi.org/10.1177/ on [346] E. Dubois, and leaders seekers Paquet-Labelle, S. Minaeian, A. S. Beaudry, Who to trust on social media: How opinion disinforma- tion and echo chambers, Social Media + So- ciety 6 (2) (2020) 2056305120913993. arXiv: https://doi.org/10.1177/2056305120913993, doi:10.1177/2056305120913993. URL 2056305120913993 https://doi.org/10.1177/ avoid communication, The ANNALS of J. B. Manheim, The one-step [347] W. L. Bennett, the flow of American Academy of Political and Social Sci- ence 608 (1) arXiv:https: //doi.org/10.1177/0002716206292266, doi:10.1177/0002716206292266. URL 0002716206292266 https://doi.org/10.1177/ (2006) 213–232. [348] A. Broder, R. Kumar, F. Maghoul, P. Raghavan, S. Ra- jagopalan, R. Stata, A. Tomkins, J. Wiener, Graph struc- ture in the web, Computer Networks (2000). doi: 10.1016/S1389-1286(00)00083-9. [349] R. Yang, L. Zhuhadar, O. Nasraoui, Bow-tie decomposi- tion in directed graphs, 2011. [350] M. Bernaschi, A. Celestini, M. Cianfriglia, S. Guar- ino, F. Lombardi, E. Mastrostefano, Onion un- der microscope: An in-depth analysis of the tor web, World Wide Web 25 (3) (2022) 1287–1313. doi:10.1007/s11280-022-01044-z. URL s11280-022-01044-z http://dx.doi.org/10.1007/ [351] S. Vitali, J. B. Glattfelder, S. Battiston, The network of global corporate control, PLOS ONE 6 (10) (2011) 1–6. doi:10.1371/journal.pone.0025995. URL https://doi.org/10.1371/journal.pone. 0025995 [352] K. Jamieson, J. Cappella, Echo Chamber: Rush Lim- baugh and the Conservative Media Establishment, Ox- ford University Press, 2008. [362] N. Ayi, N. P. Duteil, Mean-field and graph limits for collective dynamics models with time-varying weights, Journal of Differential Equations 299 (2021) 65–110. [353] R. K. Garrett, Echo chambers online?: Politically motivated selective exposure among internet news users, Journal of Computer-Mediated Communication 14 (2009) 265–285. doi:10.1111/J.1083-6101. 2009.01440.X. [354] C. A. Bail, L. P. Argyle, T. W. Brown, J. P. Bumpus, H. Chen, M. B. F. Hunzaker, J. Lee, M. Mann, F. Mer- hout, A. Volfovsky, Exposure to opposing views on social media can increase political polarization, Pro- ceedings of the National Academy of Sciences 115 (37) (2018) 9216–9221. doi:10.1073/pnas.1804840115. URL http://dx.doi.org/10.1073/pnas. 1804840115 [355] M. Cinelli, G. De Francisci Morales, A. Galeazzi, W. Quattrociocchi, M. Starnini, The echo chamber effect on social media, Proceedings of the national academy of sciences 118 (9) (2021) e2023301118. [356] G. De Francisci Morales, C. Monti, M. Starnini, interactions (2021) 2818. No echo in the chambers of political on reddit, Scientific Reports 11 (1) doi:10.1038/s41598-021-81531-x. URL s41598-021-81531-x https://doi.org/10.1038/ [357] C. Monti, J. D’Ignazi, M. Starnini, G. De Fran- cisci Morales, Evidence of demographic rather than ideological segregation in news discussion on in: Proceedings of the ACM Web Confer- reddit, ence 2023, WWW ’23, ACM, 2023, p. 2777–2786. doi:10.1145/3543507.3583468. URL 3583468 http://dx.doi.org/10.1145/3543507. [358] S. Guarino, F. Pierri, M. D. Giovanni, A. Celestini, In- formation disorders during the covid-19 infodemic: The case of italian facebook, Online Social Networks and Media 22 (2021) 100124. doi:10.1016/J.OSNEM. 2021.100124. [359] R. Berner, T. Gross, C. Kuehn, J. Kurths, S. Yanchuk, preprint networks, arXiv

  generalfuture work
  Keywords: https social media echo step arxiv journal communication computer chambers academy political networks http morales
• Employee Advocacy and Social Media Engagement of Local Government Councils in Bayelsa State (2026) · INTERNATIONAL JOURNAL OF SOCIAL SCIENCE HUMANITY & MANAGEMENT RESEARCH · doi

  i. ii. iii. iv. Local government councils should provide regular training programs for employees on effective social media use and digital communication strategies to maximize content sharing and brand representation advocacy. Councils should establish comprehensive social media guidelines to ensure consistency, professionalism, and alignment with organizational objectives, reducing the risk of misinformation or reputational damage. Recognition programs or incentives for employees who actively engage in advocacy can motivate staff to participate voluntarily in promoting council initiatives. Councils should monitor the reach and impact of employees’ social media activities using analytics tools to identify best practices and adjust communication strategies accordingly. REFERENCES 1) Adeyemi, T., & Folarin, O. (2020). Digital communication in local government: Enhancing citizen engagement through social media. Lagos: University Press. 2) Bertot, J. C., Jaeger, P. T., & Hansen, D. (2012). The impact of polices on government social media usage: Issues, challenges, and recommendations. Government Information Quarterly, 29(1), 30–40 3) Blau, P. M. (1964). Exchange and power in social life. New York, NY: Wiley. 4) Cropanzano, R., & Mitchell, M. S. (2005). Social exchange theory: An interdisciplinary review. Journal of Management, 31(6), 874–900. 5) Kaplan, A. M., & Haenlein, M. (2010). Users of the world, unite! The challenges and opportunities of social media. Business Horizons, 53(1), 59–68. 6) Kietzmann, J. H., Hermkens, K., McCarthy, I. P., & Silvestre, B. S. (2011). Social media? Get serious! Understanding the functional building blocks of social media. Business Horizons, 54(3), 241–251. 7) Mergel, I. (2013). A framework for interpreting social media interactions in the public sector. Government Information Quarterly, 30(4), 327–334. 8) Nguyen, T. H. (2019). Employee advocacy in the digital era: Motivations and impacts. Journal of Public Affairs, 19(2), e1912. 9) Smith, K., & Taylor, M. (2018). Employee advocacy: A practical guide to mobilizing your workforce on social media. London: Kogan Page. 10) Welch, E. W., Hinnant, C. C., & Moon, M. J. (2019). Linking citizen satisfaction with e-government and social media engagement: Empirical evidence from local governments. Public Performance & Management Review, 42(5), 1075–1102. IJSSHMR, Volume 05 Issue 06 June 2026 www.ijsshmr.com Page 1452

  generalrecommendations
  Keywords: social media government advocacy local councils employees digital communication public programs strategies impact citizen engagement
• Politics in the Age of Social Media: Participation Without Critical Thinking? (2026) · Zenodo (CERN European Organization for Nuclear Research) · doi

  Across this set, the relationship between social media use and critical evaluation of political information is studied only through the lens of misinformation spread and fact-checking decline; no study measures how social media exposure affects users' ability to assess source credibility, distinguish opinion from fact, or apply epistemic standards when forming political opinions.

  generalsynthesizedevidence 5/5
  Keywords: across set relationship between social media use critical

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