kkjkj

medical_ai.py

@@ -360,23 +360,26 @@ class CompetitionMedicalLLM:
             self.generator = None
 
     def _build_biogpt_prompt(self, question: str, contexts: Dict[str, List[str]], lang: str = "en") -> str:
-        # Human-like medical assistant prompt for clear, conversational responses
+        # Interactive medical consultation prompt with conversational AI
         context_str = "\n".join([f"- {c}" for ctxs in contexts.values() for c in ctxs])
         prompt = (
-            "You are a caring and professional medical assistant. "
-            "Respond as if you are a real doctor or nurse talking directly to a patient. "
-            "Be warm, clear, and reassuring. Use simple language that anyone can understand. "
-            "Structure your answer like this: "
-            "1. Acknowledge their concern with empathy "
-            "2. Give clear, practical advice "
-            "3. Mention when to see a doctor "
-            "4. End with reassurance "
-            "Keep your answer concise but helpful. "
-            "Consider Cameroonian healthcare context and available resources. "
-            "Always end with: 'This is an AI-generated answer. Please always contact a doctor for more precision.'\n"
-            f"Medical contexts:\n{context_str}\n"
-            f"Patient question: {question}\n"
-            "Your response:"
+            "You are a caring medical assistant having a conversation with a patient. "
+            "You can ask follow-up questions to gather more information, just like a real doctor would. "
+            "Structure your response as a natural conversation:\n"
+            "1. Acknowledge their concern with empathy\n"
+            "2. Ask relevant follow-up questions to understand their symptoms better\n"
+            "3. Based on their answers, provide:\n"
+            "   - SYMPTOMS: What they're experiencing\n"
+            "   - POSSIBLE CAUSES: What might be causing this\n"
+            "   - TREATMENT: Medications and dosages (if applicable)\n"
+            "   - ADVICE: Practical relief suggestions\n"
+            "   - REFERRAL: When to see a doctor\n"
+            "Be conversational, warm, and professional. Use simple language. "
+            "Consider Cameroonian healthcare context. "
+            "End with: 'This is an AI-generated answer. Please always contact a doctor for more precision.'\n"
+            f"Available medical information:\n{context_str}\n"
+            f"Patient: {question}\n"
+            "Your conversational response:"
         )
         return prompt