Predictive ML Models

Readmission · LOS · ED utilization · Complications · Sepsis · Mortality · Real-time scoring & alerting

Production Models

6

Avg AUC

0.84

Total Predictions (mo)

4.8M

Models Retraining

2

Model Registry

30-Day Readmission Risk

412 features · Trained 2026-05-22

AUC

0.84

Sens

78%

Spec

81%

Patients

32.4K

production

Length-of-Stay Predictor

284 features · Trained 2026-05-22

AUC

0.79

Sens

74%

Spec

82%

Patients

32.4K

production

ED Frequent Utilizer Risk

96 features · Trained 2026-06-01

AUC

0.88

Sens

84%

Spec

79%

Patients

18.4K

production

No-Show Risk

42 features · Trained 2026-04-15

AUC

0.81

Sens

72%

Spec

85%

Patients

48.0K

production

Diabetes Complication Risk

168 features · Trained 2026-05-30

AUC

0.86

Sens

81%

Spec

84%

Patients

24.0K

production

Sepsis 4-hour Predictor

38 vitals/labs · Trained 2026-06-08

AUC

0.94

Sens

91%

Spec

88%

Patients

4.2K

production

Heart Failure 30d Mortality

124 features · Trained 2026-03-10

AUC

0.82

Sens

76%

Spec

80%

Patients

8.4K

validation

Post-Op Complication Risk

218 features · Trained 2026-02-22

AUC

0.77

Sens

71%

Spec

78%

Patients

6.8K

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