Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Personalized Cardiovascular Disease Risk Mitigation via Longitudinal
  Inverse Classification   Cardiovascular disease (CVD) is a serious illness affecting millions
world-wide and is the leading cause of death in the US. Recent years, however,
have seen tremendous growth in the area of personalized medicine, a field of
medicine that places the patient at the center of the medical decision-making
and treatment process. Many CVD-focused personalized medicine innovations focus
on genetic biomarkers, which provide person-specific CVD insights at the
genetic level, but do not focus on the practical steps a patient could take to
mitigate their risk of CVD development. In this work we propose longitudinal
inverse classification, a recommendation framework that provides personalized
lifestyle recommendations that minimize the predicted probability of CVD risk.
Our framework takes into account historical CVD risk, as well as other patient
characteristics, to provide recommendations. Our experiments show that earlier
adoption of the recommendations elicited from our framework produce significant
CVD risk reduction.

10
The categories of this paper are: q-bio
2
The categories of this paper are: math
30
The categories of this paper are: q-alg
33
The categories of this paper are: plasm-ph
21
The categories of this paper are: adap-org
5
The categories of this paper are: gr-qc
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The categories of this paper are: eess
3
The categories of this paper are: physics
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The categories of this paper are: astro-ph
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The categories of this paper are: acc-phys
32
The categories of this paper are: atom-ph
11
The categories of this paper are: hep-lat
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The categories of this paper are: supr-con
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The categories of this paper are: econ
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The categories of this paper are: solv-int
31
The categories of this paper are: ao-sci