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Performance of machine-learning scoring functions in structure-based virtual screening

Classical scoring functions have reached a plateau in their performance in virtual screening and binding affinity prediction. Recently, machine-learning scoring functions trained on protein-ligand complexes have shown great promise in small tailored studies. They have also raised controversy, specif...

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Detalles Bibliográficos
Autores principales: Wójcikowski, Maciej, Ballester, Pedro J., Siedlecki, Pawel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5404222/
https://www.ncbi.nlm.nih.gov/pubmed/28440302
http://dx.doi.org/10.1038/srep46710