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      <title>Pay to Think: Incentive Design Is the Hidden Variable in Human–AI Research</title>
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      <description>A mechanism-first reading of why participant incentives are not administrative trivia, but part of the experimental machinery behind human–AI decision-making evidence.</description>
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