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In terms of stability, genetic algorithms are not coherent on the set of features selected since, in general, only 2 or 3 variables are common per run while using variable importance calculated by random forests the list of most important descriptor is coherent.
What we haven't really heard it called, however, is perhaps the most important descriptor: domestic violence.
Molecular weight is the next most important descriptor.
Despite this, the significance of log Kt:p in the prediction of Vss was very clear based on the fact that all the models where log Kt:p parameters were included as input parameters (Model 1 and all the model trees making up Model 3) used a log Kt:p parameter as the most important descriptor (see model interpretations in the next two sections).
For 411 compounds, a five-descriptor performing relationship (r = 0.949; Table S6) was developed: the most important descriptor was the gravitation index (IG), and the second most important descriptor was the hydrogen-bonding donor charged surface area (HDCA(2)).
The most important descriptor of bicelle preparations is the molar ratio of long-chain to short-chain component.
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The 89 most important descriptors selected using variable importance calculated by random forests were individually analyzed.
Table containing the 89 most important descriptors selected using variable importance calculated by random forests.
6ChainCount, T_C_C_1, and T_O_O_7 are the most important descriptors that have the greatest effect.
(XLSX 348 KB) 13321_2012_374_MOESM2_ESM.xlsx Additional file 2: List of the 89 most important descriptors.
This is the reason why this descriptor was found between the most important descriptors correlated with carcinogenicity.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com