Risk and ethics assessment and the GAIA ethics toolkit

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dc.creatorCAB International
dc.date2025-11
dc.date2026-02-11T20:36:33Z
dc.date2026-02-11T20:36:33Z
dc.date.accessioned2026-06-27T15:22:26Z
dc.descriptionGenerative AI (GenAI) is rapidly reshaping agricultural advisory systems, offering new opportunities for climate resilience, productivity gains, and improved decision-making. Yet its adoption in agriculture—particularly in smallholder contexts—comes with significant sociotechnical and ethical risks. These risks arise from data quality limitations, unequal power dynamics, opaque algorithms, and gaps in accountability and governance. This report outlines these emerging challenges and presents the rationale, structure, and expected impact of a forthcoming GAIA Ethics Toolkit designed to ensure responsible development and deployment of GenAI-enabled agricultural advisory systems. Global conversations around data governance, including outcomes from the 2024 UN World Data Forum, stress the importance of equitable and FAIR data ecosystems. In agriculture, where digital innovation intersects closely with farmer livelihoods, environmental stability, and national strategies, responsible AI development is essential. Applications such as crop management chatbots, long-lead weather forecasting, and AI-driven pest detection tools already demonstrate strong potential. However, they also highlight the vulnerabilities introduced by poor data representativeness, model opacity, privacy risks, and the marginalisation of traditional knowledge.
dc.formatapplication/pdf
dc.identifierhttps://hdl.handle.net/10568/181439
dc.identifier.urihttp://hdl.handle.net/123456789/102447
dc.languageen
dc.publisherCAB International
dc.relationhttps://hdl.handle.net/10568/181440
dc.rightsOpen Access
dc.sourceCABI. 2025. Risk and ethics assessment and the GAIA ethics toolkit. CAB International. https://hdl.handle.net/10568/181439
dc.subjectrisk
dc.subjectethics
dc.subjectframeworks
dc.subjectartificial intelligence
dc.titleRisk and ethics assessment and the GAIA ethics toolkit
dc.typeReport

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Instituto Internacional de Investigación sobre Políticas Alimentarias (IFPRI)