As black box models increasingly drive decision-making in science and policy, there are rising concerns in their reliability and ethics in high stakes environments, particularly science research. This brief suggests that governance of mechanistic science in the age of AI requires rethinking the role of transparency, suggesting a hybrid governance model.

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October 14, 2025