A non-parametric causal framework decomposes disparities in survival times into direct, indirect, and spurious pathway contributions using graphical models and the Causal Reduction Theorem.
Title resolution pending
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
background 1
citation-polarity summary
years
2026 2verdicts
CONDITIONAL 2roles
background 1polarities
background 1representative citing papers
ADHD status carries a direct penalty of 0.67 points on high school STEM GPA, with 63% of the total disparity not explained by observed sociodemographic or academic factors.
citing papers explorer
-
Causal Fairness for Survival Analysis
A non-parametric causal framework decomposes disparities in survival times into direct, indirect, and spurious pathway contributions using graphical models and the Causal Reduction Theorem.
-
Causal Fairness Analysis of ADHD Status and High School STEM Outcomes
ADHD status carries a direct penalty of 0.67 points on high school STEM GPA, with 63% of the total disparity not explained by observed sociodemographic or academic factors.