Update app.py

app.py

@@ -160,16 +160,38 @@ def create_ui(agent):
                     extracted = "\n".join(results)
                     file_hash_value = file_hash(files[0].name) if files else ""
 
-            prompt = f"""Review these medical records and identify EXACTLY what might have been missed:
-1. List potential missed diagnoses
-2. Flag any medication conflicts
-3. Note incomplete assessments
-4. Highlight abnormal results needing follow-up
-Medical Records:
+            prompt = f"""
+You are a clinical reasoning assistant. Analyze the following medical records with a focus on identifying potential clinical oversights. Your task is to provide a comprehensive and structured summary addressing the following:
+
+1. **Potential Missed Diagnoses**:
+   - Consider any contradictory or missing evidence regarding the patient’s history, symptoms, or test results.
+   - Take into account psychiatric, neurological, infectious, autoimmune, and genetic conditions.
+   - Consider family history, trauma history, and childhood developmental information.
+
+2. **Flagged Medication Conflicts**:
+   - Cross-check all prescribed medications for contraindications, interactions, or off-label use without justification.
+   - Verify if any medications may worsen known diagnoses or contribute to adverse effects.
+
+3. **Incomplete or Missing Assessments**:
+   - Identify any domains of assessment that are completely missing or only superficially addressed (e.g., cognitive, psychiatric, social, family).
+   - Point out gaps in documentation of prior medical history, substance use, or lab/imaging results.
+
+4. **Abnormal Results Needing Urgent Follow-up**:
+   - Extract and highlight lab results, imaging, behavioral observations, or legal history that warrant immediate reassessment or specialist referral.
+
+Make the answer precise, evidence-based, and structured clearly under each heading. Avoid repeating input and remove tool-call formatting.
+
+---
+
+Medical Records Input (Truncated to 12k chars):
+
 {extracted[:12000]}
-### Potential Oversights:
+
+---
+Begin your analysis below:
 """
 
+
             try:
                 if history and history[-1]["content"].startswith("⏳"):
                     history.pop()