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app.py

@@ -735,47 +735,18 @@ LOSO AUC = 0.7288 · 1,102 held-out subjects · 20 acquisition sites
         for r in refs
     )
 
-    report = f"""<div style="background:#161922;border:1px solid #252a35;border-radius:8px;padding:18px 24px;margin-top:10px">
-<div style="font-size:0.65rem;color:#8b95a7;letter-spacing:2px;text-transform:uppercase;margin-bottom:16px;font-weight:500">Clinical Referral Summary · Generated by Qwen2.5-7B LoRA · AMD Instinct MI300X</div>
-
-<div style="display:grid;grid-template-columns:1fr 1fr;gap:16px;margin-bottom:16px">
-  <div><div style="color:#8b95a7;font-size:0.68rem;text-transform:uppercase;letter-spacing:1px;margin-bottom:3px">ICD-10 Classification</div>
-  <div style="color:#cbd5e1;font-size:0.84rem;line-height:1.4">{icd}</div></div>
-  <div><div style="color:#8b95a7;font-size:0.68rem;text-transform:uppercase;letter-spacing:1px;margin-bottom:3px">Ensemble Confidence</div>
-  <div style="color:#cbd5e1;font-size:0.84rem">{conf:.1f}% · p(ASD) = {p_mean:.3f} · {len(models)}-model LOSO</div></div>
-</div>
-
-<div style="color:#8b95a7;font-size:0.68rem;text-transform:uppercase;letter-spacing:1.5px;margin-bottom:4px;font-weight:500">Impression</div>
-<div style="color:#f4f4f5;font-size:0.92rem;margin-bottom:14px;line-height:1.55">{imp}</div>
-
-<div style="color:#8b95a7;font-size:0.68rem;text-transform:uppercase;letter-spacing:1.5px;margin-bottom:4px;font-weight:500">Connectivity Findings</div>
-<ul style="margin:0 0 14px 0;padding-left:18px;font-size:0.88rem">{fi}</ul>
-
-<div style="color:#8b95a7;font-size:0.68rem;text-transform:uppercase;letter-spacing:1.5px;margin-bottom:4px;font-weight:500">Cross-Site Consistency</div>
-<div style="color:#cbd5e1;font-size:0.86rem;margin-bottom:14px;line-height:1.55">{cons}</div>
-
-<div style="color:#8b95a7;font-size:0.68rem;text-transform:uppercase;letter-spacing:1.5px;margin-bottom:6px;font-weight:500">Supporting Literature</div>
-<div style="margin-bottom:14px">{refs_html}</div>
-
-<div style="border-top:1px solid #252a35;padding-top:10px;color:#5e6675;font-size:0.74rem;line-height:1.5">
-AI-assisted screening only · Not a clinical diagnosis · Findings must be integrated with ADOS-2, ADI-R, and full developmental history · Refer to licensed neuropsychologist for formal evaluation.</div></div>"""
-
-    # LLM clinical interpretation (only attempt if GPU is available)
-    import os
-    # Use cached report for demo subjects (instant), else call AMD MI300X
-    _demo_key = os.path.basename(file_path) if file_path else ""
-    if _demo_key in _DEMO_LLM_CACHE:
-        llm_text = _DEMO_LLM_CACHE[_demo_key]
-    else:
-        llm_text = _llm_report(p_mean, per_model, net_saliency=net_saliency)
+    # LLM clinical interpretation via AMD MI300X vLLM endpoint
+    llm_text = _llm_report(p_mean, per_model, net_saliency=net_saliency)
     llm_block = f'<div style="color:#cbd5e1;font-size:0.85rem;line-height:1.7;white-space:pre-wrap">{llm_text}</div>'
-    report += f"""
+    report = f"""
 <div style="background:#0f1a1a;border:1px solid #1a3a3a;border-radius:8px;padding:18px 24px;margin-top:12px">
 <div style="display:flex;align-items:center;gap:10px;margin-bottom:10px">
   <span style="color:#2dc653;font-size:0.68rem;text-transform:uppercase;letter-spacing:1.5px;font-weight:600">Qwen2.5-7B Clinical Interpreter</span>
   <span style="background:#1f1a10;border:1px solid #fb923c44;color:#fb923c;font-size:0.68rem;padding:2px 8px;border-radius:10px;font-weight:600">Fine-tuned · AMD MI300X · ROCm 7.0</span>
 </div>
 {llm_block}
+<div style="border-top:1px solid #1a3a3a;padding-top:10px;margin-top:12px;color:#5e6675;font-size:0.74rem;line-height:1.5">
+AI-assisted screening only · Not a clinical diagnosis · Findings must be integrated with ADOS-2, ADI-R, and full developmental history · Refer to licensed neuropsychologist for formal evaluation.</div>
 </div>"""
 
     return verdict, ensemble, report, sal_img