Article
AI-mediated contamination in online research: Taxonomy, risk gradient, and recommendations
2026-04-27
Abstract excerpt
<p>For two decades, online research has relied on a quality heuristic: careful, coherent responding is good data. That heuristic is no longer reliable. Autonomous AI agents can now pass nearly all conventional quality checks, and on text-rich crowd-work tasks, reported use of large language models (LLMs) approaches one third. When such consultation shapes the response process itself—not merely its surface expressi...
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Identifiers and source
- Literature Corpus work
- a2709224-176a-5ec7-a1e4-0899158a9f5e
- DOI
- 10.31234/osf.io/6q9ps_v3