Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: A Scalable Data Science Platform for Healthcare and Precision Medicine
  Research   Objective: To (1) demonstrate the implementation of a data science platform
built on open-source technology within a large, academic healthcare system and
(2) describe two computational healthcare applications built on such a
platform. Materials and Methods: A data science platform based on several open
source technologies was deployed to support real-time, big data workloads. Data
acquisition workflows for Apache Storm and NiFi were developed in Java and
Python to capture patient monitoring and laboratory data for downstream
analytics. Results: The use of emerging data management approaches along with
open-source technologies such as Hadoop can be used to create integrated data
lakes to store large, real-time data sets. This infrastructure also provides a
robust analytics platform where healthcare and biomedical research data can be
analyzed in near real-time for precision medicine and computational healthcare
use cases. Discussion: The implementation and use of integrated data science
platforms offer organizations the opportunity to combine traditional data sets,
including data from the electronic health record, with emerging big data
sources, such as continuous patient monitoring and real-time laboratory
results. These platforms can enable cost-effective and scalable analytics for
the information that will be key to the delivery of precision medicine
initiatives. Conclusion: Organizations that can take advantage of the technical
advances found in data science platforms will have the opportunity to provide
comprehensive access to healthcare data for computational healthcare and
precision medicine research.

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The categories of this paper are: astro-ph
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The categories of this paper are: solv-int
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The categories of this paper are: eess
30
The categories of this paper are: q-alg
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The categories of this paper are: cmp-lg
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The categories of this paper are: dg-ga
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The categories of this paper are: adap-org
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The categories of this paper are: acc-phys
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The categories of this paper are: q-bio
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The categories of this paper are: atom-ph
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The categories of this paper are: plasm-ph
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The categories of this paper are: math-ph
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The categories of this paper are: alg-geom
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The categories of this paper are: chem-ph
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The categories of this paper are: math
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The categories of this paper are: nucl-ex