Orchestrates comprehensive annual checkup interpretation by coordinating report parsing, lab interpretation, family history analysis, genetic risk scoring, TCM constitution assessment, and guideline lookup. Use when the user uploads a checkup report or asks for help interpreting physical examination results.
Orchestrates comprehensive annual checkup interpretation by coordinating report parsing, lab interpretation, family history analysis, genetic risk scoring, TCM constitution assessment, and guideline lookup. Use when the user uploads a checkup report or asks for help interpreting physical examination results.
Orchestrates comprehensive annual checkup interpretation by coordinating report parsing, lab interpretation, family history analysis, genetic risk scoring, TCM constitution assessment, and guideline lookup. Use when the user uploads a checkup report or asks for help interpreting physical examination results.
Comprehensive annual checkup interpretation skill for individuals who have received a physical examination report and want a deep, multi-dimensional health analysis. Coordinates report parsing, lab interpretation, year-over-year comparison, family history risk stratification, polygenic risk scoring, nutrigenomic advice, TCM constitution assessment, and clinical guideline lookup to produce a structured 7-chapter health report.
Skill Chain
Step
Skill
Purpose
Trigger
1
checkup-report-interpreter
Parse checkup report into structured indicators with severity grading
Always
2
lab-results
Deep clinical interpretation of abnormal indicators + year-over-year comparison
Always
3
patiently-ai
Translate professional interpretations into patient-friendly language
Always
4
family-health-analyzer
Hereditary risk stratification based on family history + abnormal indicators
TCM constitution identification and lifestyle recommendations
Always
8
tooluniverse-clinical-guidelines
Guideline-level recommendations for abnormal indicators
Always
9
deep-research
PubMed literature deep-dive for concerning abnormalities
When urgent/important abnormalities exist and user requests
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
Input
Required
Description
Checkup report
Yes
Annual physical examination report (text or PDF)
Prior-year reports
No
One or more previous year reports for year-over-year comparison
Family medical history
Yes
First-degree relative disease information (parents, siblings, children)
Genetic test data
No
Genotyping chip or whole-genome sequencing results
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
Condition
Threshold
Action
Urgent indicator detected
Any red-graded indicator
Recommend prompt specialist visit
Persistent worsening
Same indicator worsening 2+ consecutive years
Flag as concerning trend, recommend intervention
High genetic risk
PRS >= 90th percentile for any disease
Highlight in report, recommend targeted screening
Multiple abnormalities
5+ abnormal indicators across different systems
Recommend comprehensive follow-up
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.
