HURRA

Hospital Unplanned Readmit Rate Algorithms

Application

In the US >3.8 million adult hospital readmissions within 30 days among all payers. The average readmission rate for the US is 14% with an average readmission cost of $15,200, accounting for more than $17 billion in Medicare expenditures annually.*

Solution

Sriya AI2 created a proprietary Hospital Unplanned Readmit Rate Algorithm (HURRA) which has ~95-98% accuracy and ~99% precision.

98%
Accuracy
99%
Precision
...
Cardiac Disease Readmission
MEASURE SRIYA-ML SRIYA-AI2 SRIYA-AI2+RL INCREASE
Accuracy 74% 96% 96.5% 30%
Precision 56% 96% 96% 71%
Area Under Curve (AUC) 0.560 0.967 0.970 73%
MEASURE SRIYA-ML SRIYA-AI2 SRIYA-AI2+RL INCREASE
Accuracy
63.42% 98.8% 99.98% 58%
Precision 64.13% 98.0% 99.95% 56%
Area Under Curve (AUC) 0.67 1.0 1.0 49%
...
Hospital Readmission
...
Readmission < 30 days & > 30 days
MEASURE SRIYA-ML SRIYA-AI2 SRIYA-AI2+RL INCREASE
Accuracy 75% 100% - 33%
Precision 66% 100% - 52%
Area Under Curve (AUC) 0.56 1.0 - 79%
MEASURE SRIYA-ML SRIYA-AI2 SRIYA-AI2+RL INCREASE
Accuracy 92.7% 100% - 8%
Precision 73.9% 100% - 35%
Area Under Curve (AUC) 0.89 1.0 - 12%
...
Mortality Rate