treatment-planning

Treatment Reversibility Modeling: Dynamic Gate Control for Irreversible Medical Actions

Quantifying reversibility scores for medical procedures and dynamically adjusting governance gates to prevent catastrophic irreversible harm

Medical decisions have different reversibility profiles: some interventions are easy to roll back, others are not. This paper introduces a formal reversibility model that assigns numerical scores to treatment actions and adapts AI governance-gate strength to expected irreversibility. Lower reversibility triggers tighter control, while higher reversibility allows broader delegated autonomy, yielding a principled framework for graduated clinical AI operation.