Neema Kaseje, Kennedy Oruenjo, Dan Kaseje, Meghna Ranganathan, Marcel Tanner, Andy Haines
The effectiveness of community health worker training, equipping, and deployment in reducing COVID-19 infections and deaths in rural Western Kenya: A comparison of two counties
PLOS global public health
online chemical reaction databases publicly accessible fully downloadable databases tend contain reactions noncanonicalized formats often lack comprehensive information regarding reaction pathways intermediates byproducts within publicly available databases reactions typically stored form unbalanced overall transformations minimal interpretability underlying chemistry limitations present significant obstacles datadriven applications including development machine learning models effort overcome challenges introduce pmechdb publicly accessible platform designed curate aggregate share polar chemical reaction data form elementary reaction steps initial version pmechdb consists 100000 steps pmechdb reactions stored canonicalized balanced elementary steps featuring accurate atom mapping arrowpushing mechanisms online interactive database pmechdb provides multiple interfaces enable users search download upload chemical reactions anticipate public availability pmechdb standardized data representation prove beneficial chemoinformatics research education development datadriven interpretable models predicting reactions pathways pmechdb platform accessible online httpsdeeprxnicsuciedupmechdb