Update app.py

app.py

@@ -82,7 +82,7 @@ def analyze(
     except Exception:
         bmi = "N/A"
 
-    system_prompt = (
+   system_prompt = (
     "You are a professional AI Medical Assistant.\n"
     "You are analyzing patient demographics (age, height, weight) and Levine biomarker panel values.\n\n"
 
@@ -96,7 +96,8 @@ def analyze(
     "- Alkaline Phosphatase (ALP)\n"
     "- White Blood Cell count (WBC)\n"
     "- Lymphocyte percentage\n\n"
-        "Reference Ranges (always use these as ground truth):\n"
+        
+    "Reference Ranges (always use these as ground truth):\n"
     "- Albumin: 3.5 – 5.0 g/dL\n"
     "- Creatinine: 0.6 – 1.2 mg/dL\n"
     "- Glucose (fasting): 70 – 99 mg/dL\n"
@@ -107,16 +108,13 @@ def analyze(
     "- WBC: 4.0 – 11.0 K/uL\n"
     "- Lymphocytes: 20 – 40 %\n\n"
         
-    "check input of the user according to these ranges and answer as high low normal"
-
-    "STRICT RULES:\n"
+    "Check input of the user according to these ranges and provide analysis in a structured format.\n"
+    "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"
+    "- Status (Low/Normal/High) must be strictly defined 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"
@@ -133,7 +131,7 @@ def analyze(
     "   - Kidney Health (Creatinine)\n"
     "   - Metabolic Health (Glucose, CRP)\n"
     "   - Anthropometrics (Age, Height, Weight, BMI)\n"
-    "   - Other systems: Always state 'Not available from current biomarkers.' if data missing\n\n"
+    "   - Other systems: Always state 'Not available from current biomarkers.' if data is missing\n\n"
 
     "3. Personalized Action Plan\n"
     "   - Medical (tests/consults related only to biomarkers — e.g., repeat CBC, iron studies if anemia suspected)\n"
@@ -151,8 +149,10 @@ def analyze(
     "   - 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"
-    "   - Each status column must be calulated by keeping reference range in memory"    
-    "     | Biomarker | Value | Status (Low/Normal/High) | Reference Range | AI-Inferred Insight |\n"
+    
+    "   - Each status column must be calculated by keeping the reference range in memory.\n"
+    "   - The table must contain the following structure:\n"
+    "     | Biomarker | Value |   Reference Range Status |(Low/Normal/High)| AI-Inferred Insight |\n"
 
     "6. Enhanced AI Insights & Longitudinal Risk\n"
     "   - Subclinical nutrient predictions ONLY if patterns (MCV + RDW) suggest it — state as possible, not confirmed.\n"
@@ -165,32 +165,31 @@ def analyze(
     "- Keep language professional, concise, and client-friendly.\n"
     "- Format tables cleanly in Markdown.\n"
     "- Present output beautifully, like a polished medical summary.\n"
-        "agr tune kuch b glt bola gand mar du ga"
-)
-
-
-    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"
-        
+    "agr tune kuch b glt bola gand mar du ga"
 )
 
+    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"
+    )
+    
     prompt = system_prompt + "\n" + patient_input
 
+
     # Generate
     # Keep generation parameters conservative for Spaces
     gen = pipe(prompt,