Pipeline Dashboard
ICU Cohort Overview & Sepsis Screening Results
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DuckDB Warehouse
✓ Available
Screening Results
✓ Available
ML Analysis
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ML Predictions
72
Total Patients
230
Total Encounters
230
Screened Rows
123
Sepsis Flagged
ML Analysis Summary
Sepsis Detection
- Flagged Count: 123
- Flagged Rate: 53.48%
Model Performance
- High Risk Precision: 91.57%
- Low Risk Flag Rate: 0.0%
Risk Categories
- High: 123
- Low-Moderate: 83
- Low: 17
- Moderate: 7
🔬 sklearn Model Comparison
Full Analysis →
Logistic Regression
AUC 0.9580
F1: 0.882
Prec: 0.885
Rec: 0.878
Acc: 0.874
Random Forest
AUC 0.9985
F1: 0.984
Prec: 0.992
Rec: 0.976
Acc: 0.983
Risk Distribution
Composite Risk Score
Sepsis by Risk Category
Feature Importance
Top Risk Encounters
View Full Analysis| Rank | Encounter ID | Risk Category | Composite Risk | Sepsis Flag |
|---|---|---|---|---|
| 1 | synth-encounter-000061 |
High | 2.520 | Yes |
| 2 | synth-encounter-000121 |
High | 2.505 | Yes |
| 3 | synth-encounter-000213 |
High | 2.383 | Yes |
| 4 | synth-encounter-000069 |
High | 2.337 | Yes |
| 5 | synth-encounter-000144 |
High | 2.325 | Yes |
| 6 | synth-encounter-000116 |
High | 2.302 | Yes |
| 7 | synth-encounter-000072 |
High | 2.300 | Yes |
| 8 | synth-encounter-000124 |
High | 2.268 | Yes |
| 9 | synth-encounter-000098 |
High | 2.265 | Yes |
| 10 | synth-encounter-000230 |
High | 2.247 | Yes |