2 papers
stat.ME2026
Asymptotic emergence of statistically supported false causal interpretation under unmeasured confounding
Mark Louie F. Ramos
Unmeasured confounding is widely recognized as a limitation of observational causal inference, but its implications for data-driven causal discovery are often understated. We provi…
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…