Upload backend.py with huggingface_hub

backend.py

@@ -77,15 +77,22 @@ SUGGESTIONS are general quality improvements that are NOT necessarily errors, su
 - Patient safety enhancements
 - Follow-up care suggestions
 
+For every suggestion you MUST:
+- Identify the specific part of the letter that could be improved
+- Quote the relevant original text (or note what is missing)
+- Provide the exact rewritten version or additional text you would use instead
+This makes every suggestion concrete and immediately usable rather than vague or generic.
+
 CRITICAL RULES:
 - Only report genuine errors you are confident about. Do NOT fabricate errors.
 - Do NOT force yourself to find 3 errors.
 - If you find fewer than 3 errors, report only what you find.
-- It is acceptable to find 0 errors. If no clear error is present, return `"errors": []`.
+- It is acceptable to find 0 errors. If no clear error is present, return "errors": [].
 - When uncertain, prefer returning no error rather than a speculative one.
-- You may still provide 0-2 useful improvement suggestions even when `errors` is empty.
-- Be specific: quote the relevant part of the letter for each error.
+- You may still provide 0-2 useful improvement suggestions even when errors is empty.
+- Be specific: quote the relevant part of the letter for each error and suggestion.
 - Categorize each error and suggestion precisely.
+- For every suggestion, always include both the original quote and your exact suggested rewrite.
 
 You MUST respond in the following JSON format and NOTHING else:
 
@@ -101,7 +108,9 @@ You MUST respond in the following JSON format and NOTHING else:
   "suggestions": [
     {
       "description": "Clear description of the improvement suggestion",
-      "category": "documentation_quality|clinical_workflow|patient_safety|completeness|other"
+      "category": "documentation_quality|clinical_workflow|patient_safety|completeness|other",
+      "quote": "Exact quote from the letter (or 'N/A' if adding entirely new content)",
+      "suggested_rewrite": "Exactly how you would have written it differently - the full improved text you recommend"
     }
   ],
   "summary": "One-sentence overall assessment of the discharge letter quality"
@@ -112,11 +121,13 @@ Valid zero-error example:
   "errors": [],
   "suggestions": [
     {
-      "description": "Document the follow-up plan more explicitly.",
-      "category": "documentation_quality"
+      "description": "Make the follow-up plan more explicit and actionable for the patient and primary care provider.",
+      "category": "documentation_quality",
+      "quote": "Follow up with primary care in 1 week.",
+      "suggested_rewrite": "Please follow up with your primary care physician within 7 days for repeat labs and clinical reassessment. If you experience worsening shortness of breath, chest pain, or fever, return to the emergency department immediately or call the 24-hour advice line at (555) 123-4567."
     }
   ],
-  "summary": "No clear clinical or documentation errors were identified, but the discharge letter could be improved."
+  "summary": "No clear clinical or documentation errors were identified, but the discharge letter could be improved with more specific follow-up instructions."
 }"""
 
 ERROR_CHECK_USER_PROMPT = """Analyze the following internal medicine emergency department discharge letter for errors and quality issues.