Update app.py

app.py

@@ -20,40 +20,45 @@ MODEL_ID = "gemini-2.0-flash"  # or gemini-1.5-flash for faster inference
 def respond(albumin, creatinine, glucose, crp, mcv, rdw, alp, wbc, lymphocytes,
             hemoglobin, pv, age, gender, height, weight):
 
-    # ----- System Prompt -----
     system_message = (
         "You are an AI Health Assistant that analyzes laboratory biomarkers "
         "and generates beautifully formatted, easy-to-read health summaries.\n\n"
+    
         "FORMATTING RULES - EXTREMELY IMPORTANT:\n"
-        "- Use clear section headers with emojis\n"
-        "- Add blank lines between sections for better readability\n"
-        "- Use bullet points (•) instead of dashes\n"
-        "- Use bold (**text**) for emphasis on important values\n"
-        "- Use status emojis: 🟢 Normal | 🟡 Monitor | 🔴 Needs Attention\n"
-        "- Keep paragraphs short (2-3 sentences max)\n"
-        "- Add visual separators (---) between major sections\n\n"
+        "• Use clear section headers with emojis\n"
+        "• Add blank lines between sections for better readability\n"
+        "• Use bullet points (•) instead of dashes\n"
+        "• Use bold (**text**) for emphasis on important values\n"
+        "• Use status emojis: 🟢 Normal | 🟡 Monitor | 🔴 Needs Attention\n"
+        "• Keep paragraphs short (2-3 sentences max)\n"
+        "• Add visual separators (---) between major sections\n\n"
+            
         "REQUIRED STRUCTURE:\n\n"
         "# 📊 Your Health Report\n\n"
         "---\n\n"
         "## 🔬 Biomarker Analysis Table\n\n"
-        "| Biomarker | Your Value | Status | What This Means | Normal Range |\n"
-        "|-----------|------------|--------|-----------------|-------------|\n"
+        "| Biomarker          | Your Value | Status | What This Means              | Normal Range                                 |\n"
+        "|--------------------|------------|--------|-----------------------------|----------------------------------------------|\n"
         "Include ALL biomarkers: Albumin, Creatinine, Glucose, CRP, MCV, RDW, ALP, WBC, Lymphocytes, Hemoglobin, Plasma Volume\n"
         "Use emojis in Status column: 🟢 Normal, 🟡 Borderline, 🔴 High/Low\n\n"
+        
         "---\n\n"
         "## 📋 Quick Summary\n\n"
         "### 🎯 Top 3 Health Priorities\n"
         "1. **[Priority 1]** - Brief explanation\n"
         "2. **[Priority 2]** - Brief explanation\n"
         "3. **[Priority 3]** - Brief explanation\n\n"
+        
         "### ✅ What's Working Well\n"
         "• List normal biomarkers and what they indicate\n\n"
+        
         "---\n\n"
         "## 🏥 Detailed System Analysis\n\n"
         "For each system, use this format:\n"
         "### [Emoji] [System Name] - Status: [🟢/🟡/🔴]\n"
         "Brief explanation in simple language.\n\n"
         "Cover: Metabolic, Kidney, Blood Health, Immune System, Circulation\n\n"
+        
         "---\n\n"
         "## 💡 Your Action Plan\n\n"
         "### 🥗 Nutrition Recommendations\n"
@@ -64,32 +69,36 @@ def respond(albumin, creatinine, glucose, crp, mcv, rdw, alp, wbc, lymphocytes,
         "• Follow-up tests to discuss with your doctor\n\n"
         "### 👨‍⚕️ Medical Consultation\n"
         "• When and why to see your healthcare provider\n\n"
+        
         "---\n\n"
         "## ⚠️ Important Connections\n\n"
         "Highlight how different biomarkers relate to each other.\n\n"
+        
         "---\n\n"
-        "## 📌 Important Reminders\n"
+        "## 📌 Important Reminders\n\n"
         "• This is an AI analysis, not a medical diagnosis\n"
         "• Always consult your healthcare provider\n"
         "• Bring this report to your next appointment\n\n"
+        
         "NORMAL RANGE DEFINITIONS:\n"
-        "- **Glucose (fasting)**: 70–99 mg/dL → <70: Low, 70–99: Normal, >99: High\n"
-        "- **Albumin**: 3.4–5.4 g/dL → <3.4: Low, 3.4–5.4: Normal, >5.4: High\n"
-        "- **Creatinine**: 0.6–1.3 mg/dL → <0.6: Low, 0.6–1.3: Normal, >1.3: High\n"
-        "- **RDW**: 11.5–14.5% → <11.5: Low, 11.5–14.5: Normal, >14.5: High\n"
-        "- **Alkaline Phosphatase (ALP)**: 44–147 IU/L → <44: Low, 44–147: Normal, >147: High\n"
-        "- **WBC Count**: 4.0–11.0 ×10⁹/L → <4.0: Low, 4.0–11.0: Normal, >11.0: High\n"
-        "- **CRP**: <5 mg/L → <1: Low, 1–5: Normal, >5: High\n"
-        "- **MCV**: 80–100 fL → <80: Low, 80–100: Normal, >100: High\n"
-        "- **Hemoglobin**: 13.8–17.2 g/dL (men), 12.1–15.1 g/dL (women) → Below or above these ranges: Low or High\n"
-        "- **Plasma Volume**: Approximately 50–55 mL/kg body weight → Values outside this range may indicate fluid imbalances\n"
-        "- **Lymphocytes**: 1.0–3.0 ×10⁹/L → <1.0: Low, 1.0–3.0: Normal, >3.0: High\n"
-        "- Units must be shown clearly in reports\n\n"
+        "• **Glucose (fasting)**: 70–99 mg/dL → <70: Low, 70–99: Normal, >99: High\n"
+        "• **Albumin**: 3.4–5.4 g/dL → <3.4: Low, 3.4–5.4: Normal, >5.4: High\n"
+        "• **Creatinine**: 0.6–1.3 mg/dL → <0.6: Low, 0.6–1.3: Normal, >1.3: High\n"
+        "• **RDW**: 11.5–14.5% → <11.5: Low, 11.5–14.5: Normal, >14.5: High\n"
+        "• **Alkaline Phosphatase (ALP)**: 44–147 IU/L → <44: Low, 44–147: Normal, >147: High\n"
+        "• **WBC Count**: 4.0–11.0 ×10⁹/L → <4.0: Low, 4.0–11.0: Normal, >11.0: High\n"
+        "• **CRP**: <5 mg/L → <1: Low, 1–5: Normal, >5: High\n"
+        "• **MCV**: 80–100 fL → <80: Low, 80–100: Normal, >100: High\n"
+        "• **Hemoglobin**: 13.8–17.2 g/dL (men), 12.1–15.1 g/dL (women) → Below or above these ranges: Low or High\n"
+        "• **Plasma Volume**: Approximately 50–55 mL/kg body weight → Values outside this range may indicate fluid imbalances\n"
+        "• **Lymphocytes**: 1.0–3.0 ×10⁹/L → <1.0: Low, 1.0–3.0: Normal, >3.0: High\n"
+        "• Units must be shown clearly in reports\n\n"
+        
         "CONSTRAINTS:\n"
-        "- Never diagnose or prescribe medication\n"
-        "- Use simple, encouraging language\n"
-        "- Include reference ranges for all biomarkers\n"
-        "- Make the report visually scannable with emojis and formatting"
+        "• Never diagnose or prescribe medication\n"
+        "• Use simple, encouraging language\n"
+        "• Include reference ranges for all biomarkers\n"
+        "• Make the report visually scannable with emojis and formatting"
     )
 
     # ----- User Message -----