OSP Unveils AI-based Healthcare Predictive Analytics To Identify Diabetes Type 2 Patients
Diabetes Type 2 is the major health concern for US population. As per the American Diabetes Association, in 2015, 30.3 million Americans, or 9.4% of the population, had diabetes.
- Los Angeles-Long Beach, CA (1888PressRelease) November 01, 2018 - Type 1 Diabetes was observed in approximately 1.25 million American children and adults. Prediabetes is a 'pre-diagnosis' of diabetes that indicates that you could develop type 2 diabetes if you don’t make some lifestyle changes.
"29.1 million people in the United States have diabetes, but 8.1 million may be undiagnosed and unaware of their condition. We wanted to create an advanced system that helps US healthcare community to identify patients with Diabetes type 2. We leveraged the power of AI to solve this challenge." said Brij, Project Manager at OSP.
OSP began with a conceptual system with an intelligent roadmap to leverage the random forest algorithm incorporating of 2000 trees on the diabetes datasets. To build a healthcare predictive analytics solution, we simplified the data sets into four major components. Personal data include age, height, sex, and weight, whereas the lab data consists of the body measurements and data gathered from a few basic medical tests. The lab data as per the HL7 text included the patient's BMI, respiratory rate, heart rate, temperature, systolic blood pressure, and diastolic blood pressure. We used the median of the collected data.
The EMR data with complete historical data of patients were applied with random forest algorithm and log loss metric to derive the approximate possibility of a patient with diabetes or not. The system denotes the people with 95%+ accuracy is already suffering from the Diabetes Type 2, whereas the people with 60% accuracy may have a chance to get diabetes in near future. OSP’ healthcare AI solution simplified the most challenging task of identifying the diabetic patients and help clinicians to make a better decision about the disease status.
About OSP:
OSP helps healthcare businesses to adapt AI technologies, transforming business models & building capability through expert tailored healthcare AI solutions. Our next-gen healthcare AI solutions, revenue cycle management solutions, medical billing solutions are explicitly developed to meet the challenges of AI deployment in the enterprise.
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