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This paper evaluates citation faithfulness in agentic scientific synthesis systems, showing that current verifiers are unreliable with unsupported-citation rates varying from 3% to 18% depending on strictness. It proposes a gold-anchored evaluation protocol and a deployable guard that uses split-conformal prediction to provide a distribution-free bound on truly unsupported citations.