asymptotic analysis 1causal discovery 1observational data 1proxy variables 1unmeasured confounding 1
From the 1 of 2 linked papers with an AI index.
2 papers
stat.ME2026
Asymptotic emergence of statistically supported false causal interpretation under unmeasured confounding
Mark Louie F. Ramos
The paper analyzes how, in the presence of unmeasured confounding, increasing sample size can make associations with observable proxy variables appear increasingly certain, even th…
stat.AP2026
Is it Cake or is it AI? A Systematic Review of Human Uncertainty in Distinguishing Generative Artificial Intelligence Content
Mark Louie F. Ramos
This systematic review synthesized empirical evidence on human ability to distinguish generative artificial intelligence content from human produced content across text, image, and…