A nonparametric sensitivity framework supplies bounds on the controlled direct effect of contagion in fixed-in-time networks by quantifying the latent homophily strength required to explain away observed connected-dyad associations, with a simulation study and application to 2008 U.S. House TARP vot
Journal of the Royal Statistical Society Series B , year=2020, volume=
5 Pith papers cite this work. Polarity classification is still indexing.
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CIVeX maps agent tool calls to structural causal queries, checks identifiability, and issues auditable verdicts to prevent false executions while preserving utility on confounded benchmarks.
A method sharpens joint partial identification bounds on causal effects across settings by exploiting unobserved correlations in omitted variable biases.
The clone-censor-weight approach is formalized and tested via simulations before application to a breast cancer cohort comparing 2 versus 5 years of adjuvant tamoxifen, yielding estimates with substantial uncertainty.
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.
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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.