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ARCHITECTURE.md

@@ -281,7 +281,7 @@ Before feeding raw signals into estimators, the pipeline executes deterministic
 2. **Encoding Normalization**: Replaces corrupt degree characters (`\ufffd` or ISO artifacts) with UTF-8 `°C`.
 3. **Synthetic Clinical Interaction Feature (`Risk_Severity`)**:
 
-$$\text{Risk\_Severity} = \mathbb{I}(\text{Heart\_Rate} > 105) + \mathbb{I}(\text{SpO2\_Level} < 94)$$
+$$\text{Risk Severity} = \mathbb{I}(\text{Heart Rate} > 105) + \mathbb{I}(\text{SpO2 Level} < 94)$$
 
 Where $\mathbb{I}(\cdot)$ is the binary indicator evaluation function:
 

frontend/src/app/architecture/page.tsx

@@ -146,7 +146,7 @@ P(\\text{Class}_c \\mid X) = \\frac{\\sum_{i=1}^{M=5} w_i \\cdot P_i(\\text{Clas
 z_j = \\frac{x_j - \\mu_j}{\\sigma_j} \\quad \\text{for } j \\in \\{0, 1, 2, 3, 4, 5\\}
 
 % 3. Clinical Risk Severity Interaction Feature
-\\text{Risk\\textunderscore Severity} = \\mathbb{I}(\\text{Heart\\textunderscore Rate} > 105) + \\mathbb{I}(\\text{SpO2\\textunderscore Level} < 94)
+\\text{Risk Severity} = \\mathbb{I}(\\text{Heart Rate} > 105) + \\mathbb{I}(\\text{SpO2 Level} < 94)
 
 % 4. INT8 Fixed-Point Affine Quantization
 Q = \\text{clamp}\\left( \\left\\lfloor \\frac{W}{\\text{scale}} \\right\\rceil, -128, 127 \\right), \\quad \\text{scale} = \\frac{\\max(|W|)}{127}