Biomarker ratios

One example where ratios badly capture the information: polymorphonuclear leukocyte counts in predicting bacterial meningitis. It was “known” clinically that the % of leukocytes that were polymorph was the important feature. It’s not at all; the absolute polymorph count is the thing.