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- **Recent Change:** `{{last_3_years_trend}}` (↑/↓)  
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- **Recent Change:** `{{last_3_years_trend}}` (↑/↓)  
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#### 4. AI-Generated Prevention Insights  
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#### 4. AI-Generated Prevention Insights  
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**For Stage {{X}} Patients (Age {{Y}}):**  
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**For Stage {{X}} Patients (Age {{Y}}):**  
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> "Patients at this stage should prioritize {{GPT-4_advice}}..."
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 "Patients at this stage should prioritize {{GPT-4_advice}}..."
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#### 5. Data Quality Notes  
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#### 5. Data Quality Notes  
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- **Complete Records:** `{{valid_records/total*100}}`%  
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- **Complete Records:** `{{valid_records/total*100}}`%  
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- **Missing Data:**  
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- **Missing Data:**