The Social Cost of Disclosing AI Use — experiment platform

A self-contained instrument for two pre-registered behavioral studies on AI-disclosure labels. Every action is logged server-side (write-ahead). The same pages run as the live, data-collecting instrument and as a browser-only preview.

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Study 3 · between-subjects, 2×3

Disclosure-Label Experiment

Does an “Created Using Generative AI” label lower readers' endorsement of identical human-written fiction? Archive-style reading page → kudos intent (primary) → behavioral click-through → effort/authenticity mechanism.

Open Study 3 →

Study 4 · 3 regimes, supply-side

The Disclosure Decision Under Regimes

Do stigma / benefit regimes change whether writers truthfully label their own AI use? Gallery (regime carrier) → writing with a logged AI assistant → regime revealed → label choice. Truthful disclosure given logged use is the primary outcome.

Open Study 4 →

Researchers: live monitoring dashboard — live cell counts, the Study-4 adaptive AI-user counter, the intake kill switch, and raw-data export (requires the admin key).