Some assumptions are so obvious no one bothers to state them, or even remember them. Assumption: Medical professionals are trained to use Evidence Based Medicine (EBM). One might assume that EBM means something specific, and I'm sure it does, but that specific thing is different for different people. One thing that EBM sometimes means is: common sense is no substitute for evidence. There are uncountable times that co…
The problem with studying humans is, roughly, the central limit theorem doesnt work: properties of biological and social systems do not have well-behaved statistics. So all this t-test pseudoscience can be a great misdirection, and common sense more reliable.
In the case where effect sizes are small and the data generating process "chaotic", assumptions of the opposite can be more dangerous than giving up on science and adopting "circumstantial humility". (Consider eg., that common sense is very weakly correlated across its practicioners, but "science" forces often pathological correlations on how people are treated -- which can signficantly mangify the harm).