I prefer fractions and ratios over percents. Here are the reasons.

It is easy to compute the sample size N_{1} needed to reliably estimate how one predictor relates to an outcome. It is next to impossible for a machine learning algorithm entertaining hundreds of features to yield reliable answers when the sample size < N_{1}.

Methodologic goals and wishes for research and clinical practice for 2018

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