Proceedings of the National Academy of Sciences · 5 October 2026 · From issue 47

Causality-integrated graph learning for multi-endpoint toxicity prediction

A model using cause-and-effect chemical maps predicts toxic effects better than shape-only models.

Haoyue Tan, Tong Bao et al.

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