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42 claims shown.

7. Algorithmic Perception Control42 linked claims

Claim records for Algorithmic Perception Control
Claim	Evidence class	Selected sources	Review state
`AIP-07-0250`Card definition Ranking, recommendation, search, trending, moderation, and notification systems shape what people notice, regard as important, believe is popular, or treat as credible.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0251`In Scope Intentional or structurally induced shaping of attention and perceived importance through information-selection systems.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0252`Out Of Scope All ranking or personalization; filtering is necessary in large information systems and is not inherently manipulative.	Limitation Or BoundaryCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0253`Principal Concern Control over visibility can alter perceived importance and social norms even without removing content or persuading every user.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0254`Why It Matters People infer credibility and social consensus from rank, repetition, and visible engagement.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0255`Why It Matters External actors can exploit the same systems that platforms optimize internally for attention, creating overlapping responsibility.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0256`How Ai Changes It More precise content classification and prediction.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0257`How Ai Changes It Faster generation of engagement signals and synthetic content.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0258`How Ai Changes It Continuous optimization based on micro-interactions.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0259`How Ai Changes It Automated moderation at enormous scale.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0260`How Ai Changes It Opaque individualized information environments.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0261`Visibility shaping established Visibility shaping established: Search order, recommendation, and popularity signals measurably affect attention and perceived importance.	Evidence ClassificationCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0262`Belief effects context dependent Belief effects context dependent: Large studies find algorithmic feeds influence exposure, but user choice and prior beliefs remain central.	Evidence ClassificationCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0263`Mass radicalization claims contested Mass radicalization claims contested: The report cautions against treating recommendation as a uniform causal funnel for the average user.	Evidence ClassificationCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0264`Mechanism Content selection and ranking.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0265`Mechanism Visible social-proof metrics.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0266`Mechanism Feedback loops between engagement and visibility.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0267`Mechanism Automated visibility reduction.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0268`Mechanism External gaming of trending, reporting, or search systems.	Report Derived SynthesisCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0269`Ephemeral astroturfing in trending systems Ephemeral astroturfing in trending systems Documented external manipulation Coordinated accounts generated and then removed bursts of posts, exploiting timing gaps in a trending system. Researchers measured large numbers of manipulated trends in the studied environment. Artificial topics reached local or global trend visibility. Trend visibility alone does not show durable belief change.	Fact Allegation Or Experiment As LabelledDirect Example Citation	`algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf	Automated source checks in this claim: 1Human reviewed: noPublication accepted: no
`AIP-07-0270`Meta “Meaningful Social Interactions” update Meta “Meaningful Social Interactions” update Documented internal optimization change A ranking change favored comments and reshares intended to support meaningful interaction. The platform changed ranking incentives and publishers adapted. Highly emotive and divisive content could benefit from the new engagement weights. The size and durability of political effects differ by population and study design.	Prospective RiskDirect Example Citation	`algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 0Human reviewed: noPublication accepted: no
`AIP-07-0271`Risk Popularity metrics can be mistaken for independent consensus.	Prospective RiskCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0272`Risk Mass reporting can suppress legitimate marginalized speech.	Prospective RiskCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0273`Risk Optimization can amplify outrage without an explicit political intent.	Prospective RiskCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0274`Risk Opaque ranking makes errors and bias hard to contest.	Prospective RiskCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0275`Limitation Exposure does not equal persuasion.	Limitation Or BoundaryCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0276`Limitation Chronological feeds also carry spam and low-quality content.	Limitation Or BoundaryCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0277`Limitation User demand and social networks shape outcomes alongside algorithms.	Limitation Or BoundaryCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0278`Limitation Independent audits often lack complete platform data.	Limitation Or BoundaryCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0279`Defensive Indicator Indicator: Sudden visibility spikes unsupported by durable discussion or diverse origins. Caveat: Real emergencies also create abrupt spikes.	Governance Or Defensive GuidanceCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0280`Defensive Indicator Indicator: Coordinated reporting followed by rapid reach collapse. Caveat: Visibility changes can have many platform-specific causes.	Governance Or Defensive GuidanceCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0281`Defensive Indicator Indicator: Search or recommendation results systematically omit relevant alternatives. Caveat: Audits must control for location, history, language, and query differences.	Governance Or Defensive GuidanceCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0282`Safeguard Give users meaningful feed and ranking controls.	Governance Or Defensive GuidanceCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0283`Safeguard Disclose major ranking objectives and policy changes.	Governance Or Defensive GuidanceCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0284`Safeguard Audit exposure rather than only engagement.	Governance Or Defensive GuidanceCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0285`Safeguard Provide vetted researcher access with privacy safeguards.	Governance Or Defensive GuidanceCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0286`Safeguard Use human review for coordinated-reporting enforcement.	Governance Or Defensive GuidanceCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0287`Safeguard Add friction and diversity constraints where evidence supports them.	Governance Or Defensive GuidanceCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0288`Research Gap Causal effects across different platform architectures.	Research GapCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0289`Research Gap Auditing individualized feeds without privacy intrusion.	Research GapCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0290`Research Gap Impact of synthetic engagement on ranking models.	Research GapCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no
`AIP-07-0291`Research Gap How visibility interventions affect marginalized and small communities.	Research GapCategory Report Synthesis	`algorithmic-perception-control-s2`How do social media feed algorithms affect attitudes and behavior in an election campaign? `algorithmic-perception-control-s6`Understanding Social Media Recommendation Algorithms \| Knight First Amendment Institute `algorithmic-perception-control-s7`Search engine manipulation effect - Wikipedia `algorithmic-perception-control-s14`Ephemeral Astroturfing Attacks: The Case of Fake Twitter Trends - Rebekah Overdorf `algorithmic-perception-control-s21`STRIDE Threat Model - Simplified - Real Attack Examples (2026) - Practical DevSecOps `algorithmic-perception-control-s38`Interactions-HSG/SOAP: SOAP - A Sockpuppet Auditing Tool for Very Large Online Platforms - GitHub `algorithmic-perception-control-s44`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - arXiv `algorithmic-perception-control-s45`Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act - ResearchGate `algorithmic-perception-control-s23`How Social Media Algorithms Work in 2026: Full Guide - Digital Applied	Automated source checks in this claim: 2Human reviewed: noPublication accepted: no

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