G_3_24 — Post-Normal Science: Funtowicz, Ravetz, and Uncertainty

Post-normal science (PNS) is a framework for understanding and managing scientific inquiry when facts are uncertain, values in dispute, stakes high, and decisions urgent — conditions that characterize many of the most cr

ZD_2_16 — Federated Learning & Privacy-Preserving ML

Federated learning (FL) is a machine learning paradigm in which a model is trained across multiple decentralized devices or servers holding local data samples, without exchanging the raw data — the model comes to the dat

P_2_06 — Political Philosophy: Justice, Power, and Authority

Political philosophy examines the nature of justice, power, authority, and the proper organization of collective human life. Plato (Republic, c. 375 BCE) argued that justice consists in each part of the soul and the city

P_2_00 — Ethics Political: Subfolder Summary

ZE_5_18 — Research Ethics & Global Standards

Research ethics — the principles, regulations, and institutional structures governing the conduct of research involving human subjects, animals, and sensitive data — emerged as a formal discipline from the horrors of Naz

ZE_3_00 — Bioethics Technology: Subfolder Summary

ZE_0_00 — Ethics & Applied Philosophy: Section Summary

ZE_2_09 — Philosophy of Sovereignty

Sovereignty — the concept of supreme authority within a territory — has undergone radical transformation from its theological origins to contemporary debates about humanitarian intervention, indigenous self-determination

N_5_15 — African Secret Societies: Poro, Sande, Ogboni & Leopard Society

West and Central Africa possess some of the world's most complex and enduring secret society traditions, serving functions ranging from governance and judicial arbitration to education, spiritual initiation, and social c