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%2C with its capacity to learn from data%2C is leveraged in sustainable agriculture for applications like yield prediction and weather forecasting. Nevertheless%2C it cannot explain causal mechanisms and remains descriptive rather than prescriptive. To address this gap%2C we propose causal ML%2C which merges ML's data processing with causality's ability to reason about change. This facilitates quantifying intervention impacts for evidence-based decision-making and enhances predictive model robustness. We showcase causal ML through eight diverse applications that benefit stakeholders across the agri-food chain%2C including farmers%2C policymakers%2C and researchers.?quality=80&w=800)
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