“We had a small budget, but we had the desire to do it,” said Dr. But our platform now will enable us to stream the data in real time from any source, process it, and provide analysis on it in an almost-real-time basis.” ImplementationĪs Rush implements its platform, elasticity is crucial. “Before we were waiting 24 to 48 hours to collect, process, and analyze data. We found that adding clinical notes to models doubled the accuracy of the models.”Īdded Khan, “We can write models on a larger set of data, and machine learning enables us to see exactly where the variations are and design our care paths along those variations,” said Khan. Tapping into the content of clinical notes-what doctors have written and what they mean-is also crucial. Bala Hota, chief analytics officer at Rush University Medical Center. “We started on this path for several reasons-genomics and precision medicine is a big one,” said Dr. In fact, with Cloudera and MetiStream, Rush ingested years of clinical notes into the platform in only 36 hours. With this platform, Rush is eliminating data silos and can analyze a much wider range of data in near-real time-from genomic data to medical device data to unstructured clinical notes and text data. Rush University Medical Center is working with Cloudera and MetiStream to implement machine learning and deploy analytics-as-a-service to hospital administrators, clinicians, and researchers. “We don't believe that we can do all the projects in our pipeline without a big data platform that can support new types of data, along with the growing volume and high velocity of data we want to analyze, ” said Khan.
However, Rush needed a modern data platform to gain deeper, and faster, insights into patient care and healthcare delivery.
“Data empowers us to understand the specific gene makeup of a given patient and what care path is best.” “To be data-driven is not an option anymore it is a requirement,” said Jawad Khan, director of Knowledge Management and Data Sciences at Rush University Medical Center. Rush University Medical Center, located in Chicago, Illinois, is a leading U.S.
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