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Exposing the Limitations of Molecular Machine Learning with Activity Cliffs

[Image: see text] Machine learning has become a crucial tool in drug discovery and chemistry at large, e.g., to predict molecular properties, such as bioactivity, with high accuracy. However, activity cliffs—pairs of molecules that are highly similar in their structure but exhibit large differences...

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Detalles Bibliográficos
Autores principales: van Tilborg, Derek, Alenicheva, Alisa, Grisoni, Francesca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2022
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9749029/
https://www.ncbi.nlm.nih.gov/pubmed/36456532
http://dx.doi.org/10.1021/acs.jcim.2c01073