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Quantitative interpretation explains machine learning models for chemical reaction prediction and uncovers bias

Organic synthesis remains a major challenge in drug discovery. Although a plethora of machine learning models have been proposed as solutions in the literature, they suffer from being opaque black-boxes. It is neither clear if the models are making correct predictions because they inferred the salie...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:Nat Commun
Prif Awduron: Kovács, Dávid Péter, McCorkindale, William, Lee, Alpha A.
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: Nature Publishing Group UK 2021
Pynciau:
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC7966799/
https://ncbi.nlm.nih.gov/pubmed/33727552
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41467-021-21895-w
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