V
VitalPath
JM
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Continuous AI Learning

AI Governance & Autonomous Enhancement

Monitor VitalPath's self-audits, triage AI-generated improvement suggestions, and approve model changes — every action captured in a tamper-evident audit trail.

Human-in-the-loop governance is active

Significant AI changes require coordinator or clinical review before deployment. Continuous learning is running. Last self-audit 42m ago.

Performance signals

Decision-support accuracy
94.6%
+1.2%
Avg. response time
820ms
-8.4%
Screening false-positive rate
3.1%
-0.6%
Coordinator overrides
6.4%
-1.1%
Uptime (30d)
99.97%
+0.02%
Feedback signals /wk
1284
+12.6%

Improvement suggestions4 pending

Modelhigh impactpendingConfidence 92%
25m ago

Promote Impairment Screening v3.5.0-rc1 to production

Candidate model shows +1.2pp accuracy and -30ms latency across 2,400 shadow evaluations with no regressions in high-risk cohorts.

  • Shadow eval: 2,412 sessions
  • FP rate 2.4% vs 3.1% baseline
  • No cohort regressions detected
Workflowmedium impactpendingConfidence 81%
3h ago

Auto-suggest peer-support check-in when 3+ missed screenings

Participants with 3 consecutive missed screenings are 4.1x more likely to disengage within 14 days. A proactive peer-support nudge could reduce dropout.

  • n=612 cohort, 90 days
  • Dropout hazard 4.1x
  • Peer-support opt-in already consented
Integrationmedium impactpendingConfidence 74%
9h ago

Integrate county 211 resource feed into Resource Matcher

Local 211 feed publishes 340+ new resources per week not currently ingested; would improve match coverage for housing and food benefits.

  • Feed uptime 99.8%
  • +18% expected coverage in housing
Knowledgehigh impactpendingConfidence 96%
20h ago

Add updated CDC opioid guideline (2025) to knowledge base

Verified 2025 clinical guideline now available; adding will refresh 42 decision-support prompts referencing prior guidance.

  • Source: CDC MMWR 2025-11
  • Affects 42 prompts
  • No policy conflicts detected