Clinical Data Quality Agent
Identifies data query backlogs, deviations, missing data, and data integrity signals.
Status
Planned
Owner
Data Management
Version
—
Approved Data Connections
Data access is permission-scoped and governed by Agentic OS policies.
- ✕Patient-level PHI
- ✕Unapproved clinical datasets
Agent Permissions
Can analyze · Can prepare · Requires approval · Cannot execute autonomously.
Allowed
- ✓Retrieve approved data
- ✓Analyze operational status
- ✓Calculate risk
- ✓Generate explanations
- ✓Recommend actions
- ✓Prepare actions
Human approval required
- ⚠External communications
- ⚠Operational escalations
- ⚠Workflow changes
- ⚠Creating external tasks
Not allowed
- ✕Modify clinical source data
- ✕Access unauthorized datasets
- ✕Access patient-level PHI
- ✕Execute high-impact actions autonomously
Autonomy Level
Level 1 — Retrieve
Level 2 — Recommend
Level 3 — Prepare
Level 4 — Human-Approved Action
Current level
Level 5 — Autonomous Action
Not enabled
The agent may retrieve approved data, analyze operational risks, recommend interventions, and prepare actions. Consequential actions require explicit human approval.
AI Configuration
Model
Enterprise-Approved LLM
Reasoning mode
Hybrid
Deterministic logic
- • Permissions
- • Data validation
- • Risk thresholds
- • Workflow state
- • Fixed business rules
LLM reasoning
- • Intent interpretation
- • Cross-source synthesis
- • Contextual explanation
- • Recommendation generation
Principle: use deterministic automation where possible and AI reasoning where it adds contextual value.
Agent Evaluation
Synthetic Prototype Metrics — not production outcomes.
Evaluation suite Site Readiness Eval v1.0
Last evaluation Aug 2026
PassedRisk identification accuracy
92%
False-positive rate
8%
Recommendation approval rate
67%
Human override rate
33%
Successful issue resolution rate
1/2
Average time to resolution
4.2 days
Outcomes feed the shared Agent Performance experience.
Audit & Traceability
- ✓User request
- ✓Agent identity and version
- ✓Data sources accessed
- ✓Risk assessment
- ✓Recommendation
- ✓Proposed action
- ✓Human approval / rejection
- ✓Executed action
- ✓Outcome
- ✓Evaluation feedback
All agent activity is traceable through the shared Agentic OS audit framework — visible in the Audit Trail. Approvals appear in Approvals.