Annual Checkup Advisor

Workflow

Full Interpretation (default mode)

• Step 1: Parse checkup report (PDF or text) via checkup-report-interpreter. Extract 40+ indicators, structure as JSON, grade each indicator: urgent (red) / important (orange) / minor (yellow) / normal (green). If prior-year reports are provided, parse those as well.
• Step 2: Deep-interpret abnormal indicators via lab-results. If prior-year data exists, calculate year-over-year change magnitude and direction. Flag indicators worsening for 2+ consecutive years. Identify new abnormalities and improvements.
• Step 3: Translate all professional interpretations into patient-friendly plain language via patiently-ai. Use everyday analogies for medical terminology.
• Step 4: Stratify hereditary risk via family-health-analyzer. Input family history + abnormal indicators from Step 1. Identify familial clustering diseases (cardiovascular, diabetes, cancer, etc.). Assign risk levels (high/medium/low). Generate targeted screening recommendations.
• Step 5 (optional): If genetic data is provided, calculate polygenic risk scores via gwas-prs covering T2D, CAD, breast cancer, prostate cancer, Alzheimer's, and diseases related to abnormal indicators. Integrate with family history risk from Step 4.
• Step 6 (optional): If genetic data is provided, analyze nutrigenomic profile via nutrigx_advisor covering folate metabolism (MTHFR), vitamin D metabolism (VDR/CYP2R1), lactose tolerance (MCM6/LCT), alcohol metabolism (ADH1B/ALDH2), and caffeine metabolism (CYP1A2). Generate gene-guided supplement recommendations.
• Step 7: Perform TCM constitution identification via tcm-constitution-analyzer based on checkup indicators + self-reported symptoms. Classify into one of nine constitution types (balanced, qi-deficient, yang-deficient, yin-deficient, phlegm-dampness, damp-heat, blood-stasis, qi-stagnation, special). Generate lifestyle recommendations (diet, exercise, sleep, emotional wellness).
• Step 8: Query clinical guidelines via tooluniverse-clinical-guidelines for abnormal indicators from Step 2. Match guideline-level management recommendations (observe / recheck / refer / intervene). Cite guideline sources (AHA, ADA, NCCN, etc.).
• Step 9 (optional): If urgent/important abnormalities exist and user requests deeper analysis, conduct PubMed literature deep-dive via deep-research. Retrieve latest research, prognosis data, and intervention evidence. Generate literature summary with evidence-level assessment.

Input Format

Output Format

Annual Health Deep Report (7 chapters)

# Annual Health Deep Report

## 1. Results Overview
Red/yellow/green traffic-light table for all indicators.

### Red (Urgent Attention Required)
| Indicator | Value | Reference Range | Severity | Summary |

### Yellow (Monitor Closely)
| Indicator | Value | Reference Range | Severity | Summary |

### Green (Normal)
Count of normal indicators (no item-by-item listing needed).

## 2. Indicator-by-Indicator Interpretation
### 2.1 [Indicator Name]
- Value: xxx (reference range: xxx)
- Status: elevated / low / normal
- Plain-language explanation
- Clinical significance
- Recommendation: recheck / visit specialist / lifestyle adjustment

(Repeat for each abnormal indicator)

## 3. Year-over-Year Trend Comparison
### Trend Overview
| Indicator | Last Year | This Year | Change | Trend |
(If no prior data: "No historical data available. Keep this report for future comparison.")

### Concerning Trends
- Persistently worsening indicators (2+ consecutive years)
- Newly abnormal indicators
- Improved indicators

## 4. Genetic Risk Profile
### 4.1 Family History Risk Stratification
| Disease | Family History | Risk Level | Recommended Screening |

### 4.2 Polygenic Risk Scores (if genetic data available)
| Disease | PRS Percentile | Risk Level | Notes |

### 4.3 Nutrigenomic Recommendations (if genetic data available)
- Genotype-related metabolic characteristics
- Personalized supplement recommendations
(If no genetic data: "No genetic data available. Consider consumer-grade genetic testing for more precise risk assessment.")

## 5. TCM Constitution and Lifestyle Recommendations
### Constitution Assessment
- Primary constitution: xxx type
- Secondary constitution: xxx type (if applicable)

### Lifestyle Recommendations
- Diet (foods to favor / avoid)
- Exercise recommendations
- Sleep schedule adjustments
- Emotional wellness practices

## 6. Action Plan
### Items Requiring Recheck
| Item | Reason | Recommended Timeline | Department |

### Items Requiring Specialist Visit
| Item | Reason | Urgency | Department |

### Lifestyle Adjustments
- Prioritized actionable recommendations with specific methods

## 7. Next Checkup Focus Areas
- Additional tests recommended for next checkup based on current abnormalities and risk profile
- Recommended recheck intervals
- Indicators requiring ongoing monitoring

Alert Rules

Data Persistence

This skill does not directly invoke health-memory. If the user wishes to save checkup results for long-term tracking, recommend entering key indicators into health-memory item files (e.g., memory/health/items/blood-lipids.md).

Medical Disclaimer

This report is for health reference only and does not constitute medical diagnosis or treatment advice. All urgent (red) indicators should be evaluated by a physician promptly. Genetic risk assessments are based on statistical models and do not represent definitive diagnoses. PRS scores are influenced by population baselines and are for reference only. TCM constitution assessment is a supplementary reference and does not replace clinical examination. If experiencing any symptoms, seek medical attention immediately rather than waiting for the next checkup.