TAG ARCHIVE
healthcare
2 MARIA OS blog articles tagged healthcare, organized as a Bonginkan topic archive for search engines and LLM retrieval.
Agentic Company Architecture
Research on human-agent organizations, delegation boundaries, role topology, and governed autonomy.
Responsibility Gates and AI Governance
Safety, accountability, fail-closed gates, auditability, and human-in-the-loop control for AI agents.
Evidence, RAG, and Knowledge Governance
Evidence bundles, retrieval architecture, Graph RAG, knowledge trust, and auditable reasoning pipelines.
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.
The Hippocratic Gate: A Governance Design Pattern for Clinical AI Decision Systems
Encoding 'First, do no harm' as a fail-closed control pattern for clinical AI without overstating clinical validation or compliance certainty
Clinical AI systems operate in high-stakes settings where pre-execution safety checks matter. This article frames the Hippocratic Gate as a fail-closed governance pattern for evaluating clinical AI actions against safety factors, evidence requirements, and human-escalation rules. The formulas and case material in this post should be read as design-oriented modeling rather than completed clinical validation or regulatory certification.