Black Box Models and the Governance of Mechanistic Science

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

Inquiry-driven, this project may reflect personal views, aiming to enrich problem-related discourse.

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Bhavana Rupakula

Social Policy Analyst

Bhavana is a high school student at Carmel High School in Carmel, Indiana. With interests in AI, policy, journalism, and digital design, she strives to create sustainable technology for society and aspires to work in intellectual property law.

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