IRHAI Policy Doctrine
Deterministic Decision Governance in Healthcare AI
"Probabilistic AI may inform clinical judgment,
but deterministic authority must govern patient care."
Clinical Accountability
Clinical medicine operates under deterministic accountability. Every action must be traceable to a specific, licensed professional who assuming absolute legal liability.
Probabilistic Inference
Modern AI systems operate under probabilistic inference. They estimate likelihoods and rank probabilities, introducing stochastic variance that is incompatible with direct liability.
The Boundary Principle
IRHAI-POL-003 establishes a structural boundary between these two domains. Prediction may remain probabilistic, but Decision Authority must remain technically and legally deterministic.
Two-Axis Governance Framework
Contextualizing POL-003 within the broader IRHAI Doctrine.
Note: POL-003 primarily addresses the Structural functional axis, providing the technical containment layer necessary for Clinician and Institutional safety.
Agentic Escalation Scope 🚀
The transition from predictive augmentation to autonomous orchestration.
Reasoning Chains
Autonomous planning and Sequential task generation.
Orchestration
Syncing care processes across fragmented EHR platforms.
Prioritization
Autonomous triage ranking and consult escalation.
Crisis Alerting
Real-time physiological perception and monitoring.
Decision Stack Separation
Separation logic ensures prediction, language, and execution do not collapse into a single unmonitored pathway.
| Stack Layer | Requirement | Class |
|---|---|---|
| Authority Layer | Deterministic execution; Named human owner. | Decision |
| Prediction Layer | Probabilistic risk scoring; Pattern recognition. | Informative |
| Interface Layer | LLM summarization; Drafting; Patient interaction. | Communicative |
Structural Containment Modules
RATSe Governance Analysis
Structural Security Matrix
Metric Emphasis: ...
Runtime Enforcement Clauses 🚧
Ensuring human-in-the-loop is a technical property, not a policy formality.
Named Ownership
Mandatory mapping to a named clinician with authenticated authorization timestamps.
Override Access
Visible, immediate, and low-friction override capability is a non-negotiable right.
Drift Control
Automatic suspension of authority if override rates or input data distributions diverge.
Safe Halt
Kill-switch activation for probabilistic instability.
Global Alignment
EU AI Act (Article 14)
Operationalizing human agency and oversight through deterministic layers.
FDA PCCP Guidance
Managing model updates and change control through technical drift gates.
NIST AI RMF
Technical realization of the 'Manage' function in high-risk environments.
Framework Positioning
"Deterministic Governance defines the structural envelope for safe clinical innovation."
Institutional Reference Standard
Institute for Responsible Healthcare AI (IRHAI). Whitepaper on structural decision boundaries and operational safety.
Institute for Responsible Healthcare AI (IRHAI). Foundational framework for structural and tactical clinical oversight.
Institute for Responsible Healthcare AI (IRHAI). Policy on compute proportionality and infrastructure volatility containment.
Institute for Responsible Healthcare AI (IRHAI). Translating governance pillars into technically enforceable runtime layers.
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