Family Health Analysis Skill

Skill Overview

• Genetic risk assessment
• Family disease pattern identification
• Analysis of common family health issues
• Personalized prevention recommendations
• Visual report generation

Trigger Conditions

• "Family health report"
• "Family medical history analysis"
• "Genetic risk assessment"
• "Family health trends"
• Execute the

  /family report

  command
• Execute the

  /family risk

  command

Analysis Steps

Step 1: Define Analysis Objectives

• Family medical history analysis
• Genetic risk assessment
• Family health trends
• Family health report

Step 2: Read Family Data

1. Main data file:

   data/family-health-tracker.json

2. Integrated module data:

   • data/hypertension-tracker.json

   • data/diabetes-tracker.json

   • data/profile.json

Step 3: Data Validation and Cleaning

• Relationship integrity
• Age rationality
• Data consistency

Step 4: Genetic Pattern Recognition

1. Family aggregation analysis
2. Genetic pattern recognition
3. Early onset case identification (typically <50 years old)

Step 5: Risk Calculation Algorithm

Genetic risk score = (Number of affected first-degree relatives × 0.4) +
              (Number of early onset cases × 0.3) +
              (Family aggregation degree × 0.3)

Risk levels:
- High risk: ≥70%
- Medium risk: 40%-69%
- Low risk: <40%

Step 6: Generate Prevention Recommendations

• Screening recommendations: Regular check-up items
• Lifestyle recommendations: Diet, exercise, daily routine
• Medical consultation recommendations: When to see a doctor, specialist consultation

{
  "category": "screening",
  "action": "Regular blood pressure monitoring",
  "frequency": "3 times a week",
  "start_age": 35,
  "priority": "high"
}

Step 7: Generate Visual Report

1. Family tree (ECharts tree diagram)
2. Genetic risk heatmap
3. Disease distribution pie chart
4. Prevention recommendation timeline

Step 8: Output Results

1. Text report (concise version): Command-line output
2. HTML report (full version): Visual charts

Safety Principles

Medical Safety Boundaries

• ✅ Only conduct statistical analysis based on family medical history
• ✅ Provide prevention recommendations and screening reminders
• ✅ Clearly indicate uncertainties
• ❌ Do not diagnose genetic diseases
• ❌ Do not predict individual onset probability
• ❌ Do not recommend specific treatment plans

Disclaimer

⚠️ Disclaimer:
1. This analysis is based on family medical history statistics and is for reference only
2. Genetic risk assessment does not predict individual onset of disease
3. All medical decisions should be consulted with a professional physician
4. For genetic counseling, it is recommended to consult a professional genetic counselor

Integrate Existing Modules

• Read hypertension management data
• Read diabetes management data
• Correlate medication records