Family Health Analysis Skill

Skill Overview

This skill provides in-depth analysis of family health data, including:

• Genetic-risk assessment
• Family disease-pattern recognition
• Analysis of shared family problems
• Personalized prevention advice
• Visual report generation

Triggers

Use this skill when the user requests any of the following:

• "Family health report"
• "Family medical-history analysis"
• "Genetic-risk assessment"
• "Family health trends"
• Runs the /family report command
• Runs the /family risk command

Analysis Steps

Step 1: Determine the analysis goal

Identify the request type:

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

Step 2: Read family data

Data sources:

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

Validation items:

• Relationship integrity
• Age plausibility
• Data consistency

Step 4: Genetic-pattern recognition

Recognition algorithms:

1. Family-clustering analysis
2. Inheritance-pattern recognition
3. Early-onset case identification (usually <50 years)

Step 5: Risk-calculation algorithm

Weighted calculation:

genetic_risk_score = (num_first_degree_relatives_affected × 0.4) +
                     (num_early_onset_cases × 0.3) +
                     (family_clustering_degree × 0.3)

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

Step 6: Generate prevention advice

Advice categories:

• Screening advice: regular check-up items
• Lifestyle advice: diet, exercise, sleep schedule
• Care-seeking advice: when to seek care, which specialist to consult

Example:

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

Step 7: Generate a visual report

HTML report components:

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

Step 8: Output results

Output formats:

1. Text report (concise): command-line output
2. HTML report (full): visual charts

Safety Principles

Medical safety boundaries

• ✅ Only performs statistical analysis based on family history
• ✅ Provides prevention advice and screening reminders
• ✅ Clearly notes uncertainty
• ❌ Does not diagnose genetic diseases
• ❌ Does not predict an individual's probability of onset
• ❌ Does not recommend specific treatment plans

Disclaimer

Every analysis output must include:

⚠️ Disclaimer:
1. This analysis is based on family-history statistics and is for reference only
2. Genetic-risk assessment does not predict individual onset
3. Consult a qualified physician for all medical decisions
4. For genetic counseling, consult a professional genetic counselor

Integration with Existing Modules

• Read hypertension-management data
• Read diabetes-management data
• Link medication records

Skill version: v1.0 Last updated: 2025-01-08 Maintainer: MedClawMini