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Precision Health Analytics With Predictive Analytics and Implementation Research: JACC State-of-the-Art Review.

Publication ,  Journal Article
Pearson, TA; Califf, RM; Roper, R; Engelgau, MM; Khoury, MJ; Alcantara, C; Blakely, C; Boyce, CA; Brown, M; Croxton, TL; Fenton, K; Hsu, LL ...
Published in: J Am Coll Cardiol
July 21, 2020

Emerging data science techniques of predictive analytics expand the quality and quantity of complex data relevant to human health and provide opportunities for understanding and control of conditions such as heart, lung, blood, and sleep disorders. To realize these opportunities, the information sources, the data science tools that use the information, and the application of resulting analytics to health and health care issues will require implementation research methods to define benefits, harms, reach, and sustainability; and to understand related resource utilization implications to inform policymakers. This JACC State-of-the-Art Review is based on a workshop convened by the National Heart, Lung, and Blood Institute to explore predictive analytics in the context of implementation science. It highlights precision medicine and precision public health as complementary and compelling applications of predictive analytics, and addresses future research and training endeavors that might further foster the application of predictive analytics in clinical medicine and public health.

Duke Scholars

Published In

J Am Coll Cardiol

DOI

EISSN

1558-3597

Publication Date

July 21, 2020

Volume

76

Issue

3

Start / End Page

306 / 320

Location

United States

Related Subject Headings

  • Public Health
  • Prognosis
  • Precision Medicine
  • Periodicals as Topic
  • Humans
  • Delivery of Health Care
  • Cardiovascular System & Hematology
  • Cardiology
  • 3201 Cardiovascular medicine and haematology
  • 1117 Public Health and Health Services
 

Citation

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Chicago
ICMJE
MLA
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Pearson, T. A., Califf, R. M., Roper, R., Engelgau, M. M., Khoury, M. J., Alcantara, C., … Mensah, G. A. (2020). Precision Health Analytics With Predictive Analytics and Implementation Research: JACC State-of-the-Art Review. J Am Coll Cardiol, 76(3), 306–320. https://doi.org/10.1016/j.jacc.2020.05.043
Pearson, Thomas A., Robert M. Califf, Rebecca Roper, Michael M. Engelgau, Muin J. Khoury, Carmela Alcantara, Craig Blakely, et al. “Precision Health Analytics With Predictive Analytics and Implementation Research: JACC State-of-the-Art Review.J Am Coll Cardiol 76, no. 3 (July 21, 2020): 306–20. https://doi.org/10.1016/j.jacc.2020.05.043.
Pearson TA, Califf RM, Roper R, Engelgau MM, Khoury MJ, Alcantara C, et al. Precision Health Analytics With Predictive Analytics and Implementation Research: JACC State-of-the-Art Review. J Am Coll Cardiol. 2020 Jul 21;76(3):306–20.
Pearson, Thomas A., et al. “Precision Health Analytics With Predictive Analytics and Implementation Research: JACC State-of-the-Art Review.J Am Coll Cardiol, vol. 76, no. 3, July 2020, pp. 306–20. Pubmed, doi:10.1016/j.jacc.2020.05.043.
Pearson TA, Califf RM, Roper R, Engelgau MM, Khoury MJ, Alcantara C, Blakely C, Boyce CA, Brown M, Croxton TL, Fenton K, Green Parker MC, Hamilton A, Helmchen L, Hsu LL, Kent DM, Kind A, Kravitz J, Papanicolaou GJ, Prosperi M, Quinn M, Price LN, Shireman PK, Smith SM, Szczesniak R, Goff DC, Mensah GA. Precision Health Analytics With Predictive Analytics and Implementation Research: JACC State-of-the-Art Review. J Am Coll Cardiol. 2020 Jul 21;76(3):306–320.
Journal cover image

Published In

J Am Coll Cardiol

DOI

EISSN

1558-3597

Publication Date

July 21, 2020

Volume

76

Issue

3

Start / End Page

306 / 320

Location

United States

Related Subject Headings

  • Public Health
  • Prognosis
  • Precision Medicine
  • Periodicals as Topic
  • Humans
  • Delivery of Health Care
  • Cardiovascular System & Hematology
  • Cardiology
  • 3201 Cardiovascular medicine and haematology
  • 1117 Public Health and Health Services