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app.py

@@ -24,11 +24,14 @@ CHAT_MODELS = {
     "Gemma 2 9B": "gemma2-9b-it",
 }
 
-KNOWHOW = ("MCL: Sylgard 184 PDMS 10:1 ratio 48hr cure green laser PIV 70bpm 5L/min. "
-    "TGT: Arduino Uno Stepper Motor 150mL blood 0 20 40 60min TAT PF1.2 hemolysis platelets. "
-    "uPAD: Jaffe reaction creatinine picric acid orange-red 0.6-1.2 mg/dL CKD above 1.5. "
-    "MHV: 27mm SJM Regent bileaflet trileaflet monoleaflet pediatric. "
-    "Equipment: Heska HT5 analyzer PIV green laser Tygon tubing Arduino Uno.")
+KNOWHOW = ("MCL: Sylgard 184 PDMS 10:1 ratio 48hr cure green laser PIV 70bpm 5L/min cardiac output 80-120mmHg. "
+    "TGT: Arduino Uno Stepper Motor 150mL blood sampled at 0 20 40 60 minutes. "
+    "NORMAL RANGES: TAT below 8 ng/mL. PF1.2 below 2.0 nmol/L. Free hemoglobin below 20 mg/L. Platelets above 150 thousand per uL. "
+    "HIGH RISK: TAT above 15. PF1.2 above 3.0. Hemoglobin above 50. Platelets below 100. "
+    "uPAD: Jaffe reaction creatinine picric acid orange-red. Normal creatinine 0.6-1.2 mg/dL. Borderline 1.2-1.5. CKD above 1.5. Stage2 1.5-3.0. Stage3-4 3.0-6.0. Stage5 above 6.0. "
+    "MHV: 27mm SJM Regent bileaflet also trileaflet monoleaflet pediatric designs. "
+    "PIV: green laser 532nm time-resolved. Normal velocity 0.5-2.0 m/s. Normal shear below 5 Pa. Risk above 10 Pa. "
+    "Equipment: Heska Element HT5 hematology analyzer time-resolved PIV Tygon tubing Arduino Uno stepper motor.")
 
 # ── LOAD PAPERS + FINE-TUNED MODEL ON STARTUP ─────────────────────
 CHUNKS = []