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USE CASE

Healthcare Use Cases

Provider Scoring

Objective

By leveraging the Provider Scoring solution, pharma companies can quantitatively measure physicians' clinical reasoning abilities using AI and machine learning and probability of prescribing the drugs. In the long run, there is a possibility that it could identify prescriptions that look abnormal for patients and their situations, similar to the fraud detection schemes.

Outcome

The Provider Scoring tool allows individuals to receive immediate feedback on performance through an openly accessible online platform.

Business Value

AI based automated techniques to measure the participants' performance, based on three categories: accuracy, efficiency and a combined score known as Diagnostic Acumen Precision Performance. Their performance also was weighed against individual level of medical training.

H2O's AI and Data Approaches

This solution is powered by the H2O AI Cloud Driverless AI AutoML, and H2O.ai Wave. The data science approaches include survival analysis, regression, classification, time series, stacked ensembles, and advanced feature engineering.

 

Resources

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