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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Prudence Musonda Mubanga

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Review Open access Aug 2026

An evaluation of the use of the Universal Benefit-Risk Assessment Framework by the Zambia Medicines Regulatory Authority for documenting and communicating benefit-risk decisions.

This study evaluated the feasibility, usability and perceived value of applying UMBRA within the Zambia Medicines Regulatory Authority (ZAMRA) and compared the explicitness and structure of UMBRA benefit-risk documentation with the existing narrative approach.

Constance Sakala Chisha, Stephanie Leigh, Prudence Musonda Mubanga et al. · 0 citations

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