ML Analysis

Model Comparison & Risk Summary

265
Encounters Analyzed
0
Sepsis Flagged (0.0%)
0.0%
High-Risk Precision
0.0%
Low-Risk Flag Rate
Risk Stratification Summary

0

High Risk

0%

0

Moderate Risk

0%

2

Low-Moderate Risk

0.75%

263

Low Risk

99.25%
Feature Statistics
FeatureMeanStd DevMinMax
composite_risk 0.0121 0.0954 0.0 1.0
sirs_score 0.0189 0.1363 0.0 1.0
organ_dysfunction_score 0.0075 0.0867 0.0 1.0
Feature Importance (Correlation-based Baseline)
FeatureImportance ScoreVisual
temperature_c 0.0769
heart_rate_bpm 0.0769
resp_rate_bpm 0.0769
wbc_k_ul 0.0769
lactate_mmol_l 0.0769
systolic_bp_min 0.0769
temp_severity 0.0769
hr_severity 0.0769
rr_severity 0.0769
wbc_severity 0.0769
lactate_severity 0.0769
sirs_score 0.0769
organ_dysfunction_score 0.0769
Risk Distribution
Top Features (Baseline)
Composite Risk Score Distribution
Sepsis Flags by Risk Category
Top 20 Highest Risk Encounters
RankEncounter IDRisk Category Composite RiskSepsis Flag
1 98017827 Low-Moderate 1.0000 No
2 97841542 Low-Moderate 0.9500 No
3 98121303 Low 0.4907 No
4 97851432 Low 0.4000 No
5 98615415 Low 0.3750 No
6 98107676 Low 0.0000 No
7 98107675 Low 0.0000 No
8 98107474 Low 0.0000 No
9 98107467 Low 0.0000 No
10 98107454 Low 0.0000 No
11 98106065 Low 0.0000 No
12 98061777 Low 0.0000 No
13 98101704 Low 0.0000 No
14 98085656 Low 0.0000 No
15 98082410 Low 0.0000 No
16 98065901 Low 0.0000 No
17 98065605 Low 0.0000 No
18 98102725 Low 0.0000 No
19 98119352 Low 0.0000 No
20 98119351 Low 0.0000 No