Refine recommendations and output structure in assessment chain. Update order of sections to place Discussion & Rationale before Eligibility Analysis, ensuring clarity in patient eligibility reasoning.

core/assessment_chain.py

@@ -615,7 +615,7 @@ SASLT 2021 GUIDELINES REFERENCE:
 RESPONSE FORMAT (JSON ONLY - NO MARKDOWN):
 {{
   "eligible": true or false,
-  "recommendations": "Start with clinical recommendations/decision, then eligibility analysis, and end with discussion/rationale. Use \\n for new lines. Do NOT include the patient summary here.",
+  "recommendations": "Start with clinical recommendations/decision, then discussion/rationale, and end with eligibility analysis. Use \\n for new lines. Do NOT include the patient summary here.",
   "patient_summary": "3-5 bullet patient summary (age, sex, HBV DNA, ALT, fibrosis stage, immunosuppression, coinfections). Use \\n for new lines."
 }}
 
@@ -632,7 +632,12 @@ Use \\n for line breaks (NOT literal newlines). Format as follows:
 *Key Factors:*\\n
 - 3-5 concise bullets of the main clinical considerations driving the decision\\n
 \\n
-**Eligibility Analysis**\\n
+**Discussion & Rationale (keep second)**\\n
+- Concise narrative explaining why the patient is (not) eligible with SASLT page citations\\n
+- Highlight any caveats or follow-up steps\\n
+- Explicitly remind that HIV coinfection is an absolute indication if present\\n
+\\n
+**Eligibility Analysis (place last)**\\n
 \\n
 *Absolute Indications Check (Priority):*\\n
 {hiv_absolute_indication if has_hiv else ""}
@@ -650,11 +655,6 @@ Use \\n for line breaks (NOT literal newlines). Format as follows:
 - Note any additional factors: family history, age >30, extrahepatic manifestations\\n
 - Cite specific SASLT guideline provisions\\n
 \\n
-**Discussion & Rationale (keep at bottom)**\\n
-- Concise narrative explaining why the patient is (not) eligible with SASLT page citations\\n
-- Highlight any caveats or follow-up steps\\n
-- Explicitly remind that HIV coinfection is an absolute indication if present\\n
-\\n
 Do NOT include patient summary text in "recommendations". Place it only in "patient_summary".
 
 Return ONLY the JSON object, nothing else."""
@@ -847,8 +847,8 @@ REASONING & OUTPUT RULES:
 }}
 4. Recommendations order (must follow this sequence):
    - Clinical Recommendation section FIRST with *Decision:* ELIGIBLE/NOT ELIGIBLE, immediate plan, and monitoring/treatment steps.
-   - Eligibility Analysis section in the middle referencing specific SASLT criteria with citations.
-   - Discussion/Rationale section LAST with concise explanation and any caveats.
+   - Discussion/Rationale section SECOND with concise explanation and any caveats.
+   - Eligibility Analysis section LAST referencing specific SASLT criteria with citations.
 5. The patient_summary field must only contain the patient summary text (no clinical recommendation content).
 6. The JSON MUST be the only output. Do not include explanations outside the JSON.