GeneEcho

Nutritional Genomics, Lab Integration & Supplement Tracking (v5)

Jessica

Founder Admin

👩🏼

Elena Vance

Age: 34 • Chronic Migraine Profile

Symptom Telemetry

  • Migraine Frequency 4x / month (↑)
  • Aura Precursors Logged 2 days ago

Supplement Stack Tracker

Vitamin D3

Target: 50 ng/mL

2000 IU / daily

Lab verified: Jan 12

Magnesium Glycinate

Dosage pending labs

-- mg

Epistemic Gap: Missing Lab Biomarker

Automated Lab Order

GeneEcho AI identified a strong correlation between Elena's migraine frequency and potential Magnesium deficiency. However, current baseline levels are UNKNOWN. To prevent blind supplementation, the agent has initiated a lab order.

Knowledge Graph Logic

(Elena, suffers_from, Migraine)
(Migraine, linked_to, Mag_Deficiency)
(Elena, lab_value_magnesium, NULL)

Clinical Guardrail (Risk Rune)

Constraint: AI cannot prescribe dosage without baseline lab verification to prevent hypermagnesemia.

Agentic Write-Back: EHR Lab Requisition

Serum Magnesium Test (CPT: 83735)

Drafted for Dr. Chen (PCP) via Epic FHIR

Awaiting Dr. Sign-off
> Patient insurance verified: BCBS PPO (In-Network LabCorp)
> Out-of-pocket estimate: $0.00 (Preventative care)
> Requisition JSON pushed to Provider Inbox.

Treatment Boundary Guardrail Active

System Log

GeneEcho previously flagged high myopia risk for Jane Doe. Ortho-K was identified as a potential treatment path.

Action Blocked: Direct recommendation of Ortho-K to patient prevented.

Approved Pathway: Educational summary generated for parent. "Ask Dr. Chen if Jane is a candidate for Orthokeratology. Note: Patients with severe astigmatism may have contraindications." Appointment booking link attached.