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Ethical deployment of neuro-symbolic systems requires supporting procedural fairness and democratic accountability through mechanisms such as human-in-the-loop intervention, the ability to audit and revise symbolic logic, and participatory rule curation that reflects diverse values, as suggested in reference [186].

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