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 AI 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-AI	SRIYA-AI+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-AI	SRIYA-AI+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-AI	SRIYA-AI+RL	INCREASE
Accuracy	75%	100%	-	33%
Precision	66%	100%	-	52%
Area Under Curve (AUC)	0.56	1.0	-	79%

MEASURE	SRIYA-ML	SRIYA-AI	SRIYA-AI+RL	INCREASE
Accuracy	92.7%	100%	-	8%
Precision	73.9%	100%	-	35%
Area Under Curve (AUC)	0.89	1.0	-	12%