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ARCHITECTURE.md

@@ -176,7 +176,7 @@ Before feeding raw signals into estimators, the pipeline executes deterministic
 1. **Target Leakage Prevention**: Strips redundant alarm flags (`Heart Rate Alert`, `SpO2 Alert`, `Blood Pressure Alert`).
 2. **Encoding Normalization**: Replaces corrupt degree characters (`\ufffd` or ISO artifacts) with UTF-8 `°`.
 3. **Risk Severity Interaction Feature**:
-   $$\text{Risk}_{\text{Severity}} = \mathbb{I}(\text{Heart}_{\text{Rate}} > 105) + \mathbb{I}(\text{SpO2}_{\text{Level}} < 94)$$
+   $$\text{Risk\textunderscore Severity} = \mathbb{I}(\text{Heart\textunderscore Rate} > 105) + \mathbb{I}(\text{SpO2\textunderscore Level} < 94)$$
 4. **Standard Scaling**:
    $$z_j = \frac{x_j - \mu_j}{\sigma_j} \quad \text{for } j \in [0, 5]$$
 

arch.md

@@ -129,7 +129,7 @@ $$z_j = \frac{x_j - \mu_j}{\sigma_j} \quad \text{for } j \in \{0, 1, 2, 3, 4, 5\
 ### 3.3. Synthetic Clinical Interaction Feature (Risk Severity)
 To capture non-linear cardiogenic shock risk without expanding deep tree depth, a deterministic clinical heuristic is synthesized prior to inference:
 
-$$\text{Risk}_{\text{Severity}} = \mathbb{I}(\text{Heart}_{\text{Rate}} > 105) + \mathbb{I}(\text{SpO2}_{\text{Level}} < 94)$$
+$$\text{Risk\textunderscore Severity} = \mathbb{I}(\text{Heart\textunderscore Rate} > 105) + \mathbb{I}(\text{SpO2\textunderscore Level} < 94)$$
 
 Where $\mathbb{I}(\cdot)$ is the indicator function:
 

frontend/src/app/architecture/page.tsx

@@ -80,7 +80,7 @@ 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}_{\\text{Severity}} = \\mathbb{I}(\\text{Heart}_{\\text{Rate}} > 105) + \\mathbb{I}(\\text{SpO2}_{\\text{Level}} < 94)
+\\text{Risk\\textunderscore Severity} = \\mathbb{I}(\\text{Heart\\textunderscore Rate} > 105) + \\mathbb{I}(\\text{SpO2\\textunderscore 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}