alivirgo Don't Trust AI Medical Diagnoses (Health Literacy Framework) (AI Skill)
Overview
Searching symptoms or pasting medical reports into an AI assistant often triggers extreme responses: either catastrophic worst-case diagnoses (e.g. rare autoimmune conditions or oncology) or false reassurance that causes patients to delay critical in-person care.
The Health Literacy & Doctor-Prep Protocol establishes strict boundaries: never use AI to diagnose illnesses or prescribe dosages, but leverage its strength to translate complex clinical jargon, explain anatomical mechanisms, and generate organized questions for your physician.
The Medical AI Safety Boundary
┌─────────────────────────────────────────────────────────────┐
│ Safe vs. Dangerous Medical AI │
│ │
│ ❌ DANGEROUS USE CASES (Do Not Outsource to AI): │
│ • Diagnosing chest pain, acute abdominal pain, or rashes │
│ • Adjusting prescription medication dosages │
│ • Deciding whether to skip emergency medical care │
│ │
│ ✅ SAFE, HIGH-LEVERAGE USE CASES (Literacy & Prep): │
│ • Translating lab report acronyms (e.g. eGFR, ALT, MCV) │
│ • Understanding standard anatomical terminology │
│ • Generating a prioritized list of questions for your doctor│
└─────────────────────────────────────────────────────────────┘
Master Health Literacy Prompt Templates
Pattern 1: The Lab Report Jargon Translator
Use to demystify complex lab results before your doctor appointment:
Here is a line from my lab report:
"[PASTE SPECIFIC LAB TEST NAME & REFERENCE RANGE]"
Task:
1. Explain what [TEST NAME] measures in plain English using a simple biological analogy.
2. What is the standard purpose of this test in routine checkups?
3. Generate 2 clear, informed questions I can ask my physician during my follow-up appointment.
Do NOT attempt to diagnose my health or tell me if I have a disease.
Pattern 2: The Doctor Appointment Preparation Guide
Use when preparing for an upcoming consultation with a specialist:
I have an appointment with a [SPECIALIST TYPE: e.g. Gastroenterologist / Cardiologist] regarding [GENERAL SYMPTOM / TOPIC].
Help me organize my thoughts before the visit:
1. What specific timeline and symptom details should I write down to help the doctor?
2. What are 4 high-value questions I should ask about treatment options, lifestyle modifications, and next diagnostic steps?
Real-World Case Study
Scenario: Interpreting a Routine Blood Work Panel
Unsafe Prompting (Anxiety & Misinformation)
User: "My ferritin is 450 ng/mL and my AST is 52 U/L. What disease do I have?"
❌ Risky AI Output: "You may have hereditary hemochromatosis, non-alcoholic steatohepatitis (NASH), or hepatocellular carcinoma..." (Triggers severe health anxiety).
Safe Health Literacy Output
Prompt: "Explain the biological function of Ferritin and AST in plain English, and what questions I should ask my doctor."
AI Response:
- Ferritin: Acts like the body's iron storage warehouse. High levels can indicate increased iron stores, but ferritin is also an "acute-phase reactant" - meaning it temporarily rises in response to everyday inflammation, infection, or exercise.
- AST (Aspartate Aminotransferase): An enzyme found primarily in liver and muscle cells. When cells are stressed, AST can leak into the bloodstream.
Questions to Ask Your Doctor:
- "Could my elevated ferritin and AST be related to recent workouts, supplements, or a recent virus?"
- "Would you recommend repeating this panel fasting in 4-6 weeks, or checking fasting iron saturation?"
Red-Flag Emergency Directives
If you or anyone around you experiences:
- Sudden severe chest pain or pressure
- Difficulty breathing or shortness of breath
- Sudden numbness, weakness, or facial drooping (signs of stroke)
- Uncontrolled bleeding or severe head trauma
Close the AI chat immediately and call emergency services (e.g. 911 / 112 / 999) or proceed to the nearest emergency department.