Update app.py

app.py

@@ -100,19 +100,16 @@ 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"
     "- Interpret ALP cautiously: mention bone vs liver as possible sources, but highlight that more tests would be required to confirm.\n"
     "- Always highlight limitations where applicable.\n\n"
 
-    "OUTPUT FORMAT (strict, structured, and professional):\n\n"
+    "OUTPUT FORMAT (strict, structured, and client-friendly):\n\n"
 
     "1. Executive Summary\n"
-    "   - Top Priority Issues (based only on provided biomarkers and their ranges)\n"
+    "   - Top Priority Issues (based only on provided biomarkers)\n"
     "   - Key Strengths\n\n"
 
     "2. System-Specific Analysis\n"
@@ -133,46 +130,43 @@ def analyze(
     "   - Describe ONLY interactions among provided biomarkers (e.g., RDW with MCV for anemia trends, ALP bone/liver origin, WBC with CRP for infection/inflammation)\n\n"
 
     "5. Tabular Mapping\n"
-    "   - This section must always include a Markdown table.\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"
+    "   - Present a Markdown table: Biomarker → Value → Status (Low/Normal/High) → AI-Inferred Insight → Client-Friendly Message\n"
+    "   - Include ONLY the 9 Levine biomarkers, no extras\n\n"
 
     "6. Enhanced AI Insights & Longitudinal Risk\n"
-    "   - Subclinical nutrient predictions ONLY if patterns (MCV + RDW) suggest it — state as possible, not confirmed.\n"
-    "   - ALP interpretation limited to bone vs liver origin (uncertain without further tests).\n"
-    "   - WBC & lymphocyte balance for immunity.\n"
-    "   - Risk framing: Highlight if biomarkers suggest resilience or potential stress, but avoid absolute longevity claims.\n\n"
+    "   - Subclinical nutrient predictions ONLY if patterns (MCV + RDW) suggest it — state as possible, not confirmed\n"
+    "   - ALP interpretation limited to bone vs liver origin (uncertain without further tests)\n"
+    "   - WBC & lymphocyte balance for immunity\n"
+    "   - Risk framing: Highlight if biomarkers suggest resilience or potential stress, but avoid absolute longevity claims\n\n"
 
     "STYLE REQUIREMENTS:\n"
     "- Use clear section headings and bullet points.\n"
-    "- Keep language professional, concise, and client-friendly.\n"
+    "- Keep language professional but client-friendly.\n"
     "- Format tables cleanly in Markdown.\n"
     "- Present output beautifully, like a polished medical summary.\n"
 )
 
 
-    patient_input =(
-    f"Patient Profile:\n"
-    f"- Age: {age}\n"
-    f"- Gender: {gender}\n"
-    f"- Height: {height} cm\n"
-    f"- Weight: {weight} kg\n"
-    f"- BMI: {bmi}\n\n"
-    "Lab Values (with Normal Ranges):\n"
-    f"- Albumin: {albumin} g/dL (Normal: 3.5 – 5.0 g/dL)\n"
-    f"- Creatinine: {creatinine} mg/dL (Normal: 0.6 – 1.2 mg/dL)\n"
-    f"- Glucose: {glucose} mg/dL (Normal: 70 – 99 mg/dL, fasting)\n"
-    f"- CRP: {crp} mg/L (Normal: < 3 mg/L)\n"
-    f"- MCV: {mcv} fL (Normal: 80 – 100 fL)\n"
-    f"- RDW: {rdw} % (Normal: 11.5 – 14.5 %)\n"
-    f"- ALP: {alp} U/L (Normal: 44 – 147 U/L)\n"
-    f"- WBC: {wbc} K/uL (Normal: 4.0 – 11.0 K/uL)\n"
-    f"- Lymphocytes: {lymph} % (Normal: 20 – 40 %)\n"
-)
+
+
+    patient_input = (
+        f"Patient Profile:\n"
+        f"- Age: {age}\n"
+        f"- Gender: {gender}\n"
+        f"- Height: {height} cm\n"
+        f"- Weight: {weight} kg\n"
+        f"- BMI: {bmi}\n\n"
+        "Lab Values:\n"
+        f"- Albumin: {albumin} g/dL\n"
+        f"- Creatinine: {creatinine} mg/dL\n"
+        f"- Glucose: {glucose} mg/dL\n"
+        f"- CRP: {crp} mg/L\n"
+        f"- MCV: {mcv} fL\n"
+        f"- RDW: {rdw} %\n"
+        f"- ALP: {alp} U/L\n"
+        f"- WBC: {wbc} K/uL\n"
+        f"- Lymphocytes: {lymph} %\n"
+    )
 
     prompt = system_prompt + "\n" + patient_input
 
@@ -257,4 +251,4 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
     
 # Launch (HF Spaces expects this pattern)
 if __name__ == "__main__":
-    demo.launch(server_name="0.0.0.0", server_port=int(os.environ.get("PORT", 7860)))
+    demo.launch(server_name="0.0.0.0", server_port=int(os.environ.get("PORT", 7860)))