Update app.py

app.py

@@ -98,41 +98,44 @@ def process_patient_data(df: pd.DataFrame) -> Dict[str, Any]:
 
 def generate_analysis_prompt(patient_data: Dict[str, Any], bookings: List[str]) -> str:
     prompt_lines = [
-        "**Comprehensive Patient Analysis**",
-        f"Analyzing {len(bookings)} bookings",
+        "### Patient Clinical Reasoning Task",
         "",
-        "**Key Analysis Points:**",
-        "- Chronological progression of symptoms",
-        "- Medication changes and interactions",
-        "- Diagnostic consistency across providers",
-        "- Missed diagnostic opportunities",
-        "- Gaps in follow-up",
+        "**Instructions for the AI model:**",
+        "You are a clinical assistant reviewing the complete timeline of a single patient.",
+        "Use the following structured timeline and medication history to identify:",
+        "- Missed diagnoses",
+        "- Medication errors or inconsistencies",
+        "- Lack of follow-up",
+        "- Inconsistencies between providers",
+        "- Any signs doctors may have overlooked",
         "",
-        "**Patient Timeline:**"
+        "**Patient History Timeline:**"
     ]
-    
+
     for entry in patient_data['timeline']:
         if entry['booking'] in bookings:
             prompt_lines.append(
-                f"- {entry['date']}: {entry['form']} - {entry['item']} = {entry['response']} (by {entry['doctor']})"
+                f"- [{entry['date']}] {entry['form']}: {entry['item']} → {entry['response']} ({entry['doctor']})"
             )
-    
+
+    prompt_lines.append("\n**Medication History:**")
+    for med, entries in patient_data['medications'].items():
+        history = " → ".join(
+            f"[{e['date']}] {e['response']}" for e in entries if e['booking'] in bookings
+        )
+        prompt_lines.append(f"- {med}: {history}")
+
+    prompt_lines.append("\n**Instructions:**")
+    prompt_lines.append("Analyze this data to generate clinical insights.")
+    prompt_lines.append("Structure your response as follows:\n")
     prompt_lines.extend([
-        "",
-        "**Medication History:**",
-        *[f"- {med}: " + " → ".join(
-            f"{e['date']}: {e['response']}" 
-            for e in entries if e['booking'] in bookings
-        ) for med, entries in patient_data['medications'].items()],
-        "",
-        "**Required Analysis Format:**",
         "### Diagnostic Patterns",
         "### Medication Analysis",
-        "### Provider Consistency",
         "### Missed Opportunities",
+        "### Inconsistencies",
         "### Recommendations"
     ])
-    
+
     return "\n".join(prompt_lines)
 
 def chunk_bookings(patient_data: Dict[str, Any]) -> List[List[str]]: