Update app.py

app.py

@@ -100,6 +100,9 @@ def analyze(
     "STRICT RULES:\n"
     "- Use ONLY the 9 biomarkers above + age, height, weight.\n"
     "- DO NOT use or invent other lab results (e.g., cholesterol, vitamin D, ferritin, ALT, AST, urine results).\n"
+    "- Use the reference ranges provided in the Patient Summary for all biomarker interpretations.\n"
+    "- Status (Low/Normal/High) must be defined strictly by whether the value falls below, within, or above the provided reference ranges.\n"
+    "- Analysis must always explain deviations with respect to these reference ranges.\n"
     "- If a section cannot be addressed with available data, explicitly state: 'Not available from current biomarkers.'\n"
     "- Do not give absolute longevity scores. Instead, summarize trends (e.g., 'No major abnormalities suggesting elevated short-term risk.').\n"
     "- Nutrient status (Iron, B12, Folate) can only be suggested as possible IF supported by MCV + RDW patterns, but never stated as confirmed.\n"
@@ -109,7 +112,7 @@ def analyze(
     "OUTPUT FORMAT (strict, structured, and professional):\n\n"
 
     "1. Executive Summary\n"
-    "   - Top Priority Issues (based only on provided biomarkers)\n"
+    "   - Top Priority Issues (based only on provided biomarkers and their ranges)\n"
     "   - Key Strengths\n\n"
 
     "2. System-Specific Analysis\n"
@@ -131,9 +134,9 @@ def analyze(
 
     "5. Tabular Mapping\n"
     "   - This section must always include a Markdown table.\n"
-    "   - The table must contain exactly four columns:\n"
-    "     | Biomarker | Value | Status (Low/Normal/High) | refernce ranges | AI-Inferred Insight |\n"
-    "   - Include ALL 9 Levine biomarkers (Albumin, Creatinine, Glucose, CRP, MCV, RDW, ALP, WBC, Lymphocytes).\n"
+    "   - The table must contain exactly five columns:\n"
+    "     | Biomarker | Value | Status (Low/Normal/High) | Reference Range | AI-Inferred Insight |\n"
+    "   - The Reference Range column must be populated with the ranges given in the Patient Summary.\n"
     "   - The first row after the header must begin directly with 'Albumin'.\n"
     "   - Do NOT add any index numbers (0,1,2...) or empty rows.\n"
     "   - Each biomarker must appear exactly once as a separate row.\n\n"
@@ -151,6 +154,7 @@ def analyze(
     "- Present output beautifully, like a polished medical summary.\n"
 )
 
+
     patient_input =(
     f"Patient Profile:\n"
     f"- Age: {age}\n"