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Reproducibility
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== Real-world applications of reproducibility == Medical research β reproducibility ensures that clinical trials and drug effectiveness studies produce reliable results before treatments reach the public. AI and machine learning β scientists emphasize reproducibility in AI by requiring open-source models and datasets to validate algorithm performance. Climate science β climate models must be reproducible across different datasets and simulations to ensure accurate predictions of global warming. Pharmaceutical development β drug discovery relies on reproducing experiments across multiple labs to ensure safety and efficacy.
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