Agent-based simulations across four platform architectures and two algorithms find that algorithmic effects on information spread and quality are absent on tree structures, modest and positive on hierarchies and networks, and strongly negative on complete graphs.
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The authors conduct a systematic literature review and real-world analysis to define Crowdsourced Context Systems and map a six-aspect design space with normative implications.
An AI system that elicits personal experiences and visualizes policy support increased perceived legitimacy and perspective-taking in collective decisions despite unfavorable outcomes.
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Platform architecture determines whether recommendation algorithms can shape information quality on social media
Agent-based simulations across four platform architectures and two algorithms find that algorithmic effects on information spread and quality are absent on tree structures, modest and positive on hierarchies and networks, and strongly negative on complete graphs.
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Beyond Community Notes: A Framework for Understanding and Building Crowdsourced Context Systems for Social Media
The authors conduct a systematic literature review and real-world analysis to define Crowdsourced Context Systems and map a six-aspect design space with normative implications.
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AI and Collective Decisions: Strengthening Legitimacy and Losers' Consent
An AI system that elicits personal experiences and visualizes policy support increased perceived legitimacy and perspective-taking in collective decisions despite unfavorable outcomes.