Doctor Rashomon and the UNIVERSE of Madness: Variable Importance with Unobserved Confounding and the Rashomon Effect
The episode discusses 'Doctor Rashomon and the UNIVERSE of Madness,' a methodology that upgrades variable importance by formally integrating the risk posed by unobserved systemic factors. It shifts focus from simple correlation to structural causal inference, requiring model builders to quantify their own uncertainty.