Diagnostic Risk Probability
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Awaiting Data
Select clinical parameters and click "Calculate Risk Index" to trigger staged escalations.
Cost-Sensitive Diagnostic Triage
Stage Reached
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Diagnostic Cost
$--
Hospital Budget Saved
--%
Staged Diagnostic Escalation Log
Stage 1
Stage 2
Stage 3
Stage 4
Explainable AI (XAI) - Local Feature Risk Contributions (SHAP Values)
Values represent individual clinical feature impact on increasing (red) or decreasing (blue) this patient's cardiac risk profile.
CDSS Multi-Model Performance
| Model Class | Accuracy | Precision | Recall (Sensitivity) | F1-Score | ROC-AUC |
|---|---|---|---|---|---|
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Pareto Cost-Benefit Analysis
Staged Escalation Average Cost:
$---
Average Budget Saved:
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Clinical Decision Certainty:
--% Accuracy
Our Staged Escalation protocol achieves optimized clinical accuracy while saving a massive percentage of unnecessary diagnostic expenses! Most healthy or obvious patients are successfully diagnosed at early stages, while expensive diagnostic testing is strictly reserved for complex, borderline patients.