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Image Credit: Arxiv

Evaluating machine learning models for predicting pesticides toxicity to honey bees

  • Small molecules play a critical role in the biomedical, environmental, and agrochemical domains.
  • This work focuses on ApisTox, the most comprehensive dataset of experimentally validated chemical toxicity to the honey bee (Apis mellifera).
  • The evaluation of ApisTox using various machine learning approaches reveals that it represents a distinct chemical space.
  • The limited generalizability of current state-of-the-art algorithms trained solely on biomedical data highlights the need for targeted model development in the agrochemical domain.

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