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The future of precision health is data-driven decision support

Publication ,  Journal Article
Sperger, J; Freeman, NLB; Jiang, X; Bang, D; de Marchi, D; Kosorok, MR
Published in: Statistical Analysis and Data Mining
December 1, 2020

In the applied sciences, the ultimate goal is not just to acquire knowledge but to turn knowledge into action. The next wave for data disciplines may be experimental designs and analytical methods for closing the gap between the “real-world” situations faced by decision-makers and their idealized representations in optimization problems, and the health sciences are poised to be the discipline where these developments substantially improve lives. We discuss three recent trends in research—experimental designs and analytical methods for precision medicine and pragmatic trials; technological developments in sensors, wearables, and smartphones for measuring health data; and methods addressing algorithmic bias and model interpretability—and argue that these seemingly disparate trends point to a future where data-driven decision support tools are increasingly used to promote wellbeing.

Duke Scholars

Published In

Statistical Analysis and Data Mining

DOI

EISSN

1932-1872

ISSN

1932-1864

Publication Date

December 1, 2020

Volume

13

Issue

6

Start / End Page

537 / 543

Related Subject Headings

  • 4905 Statistics
  • 4605 Data management and data science
  • 0104 Statistics
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Sperger, J., Freeman, N. L. B., Jiang, X., Bang, D., de Marchi, D., & Kosorok, M. R. (2020). The future of precision health is data-driven decision support. Statistical Analysis and Data Mining, 13(6), 537–543. https://doi.org/10.1002/sam.11475
Sperger, J., N. L. B. Freeman, X. Jiang, D. Bang, D. de Marchi, and M. R. Kosorok. “The future of precision health is data-driven decision support.” Statistical Analysis and Data Mining 13, no. 6 (December 1, 2020): 537–43. https://doi.org/10.1002/sam.11475.
Sperger J, Freeman NLB, Jiang X, Bang D, de Marchi D, Kosorok MR. The future of precision health is data-driven decision support. Statistical Analysis and Data Mining. 2020 Dec 1;13(6):537–43.
Sperger, J., et al. “The future of precision health is data-driven decision support.” Statistical Analysis and Data Mining, vol. 13, no. 6, Dec. 2020, pp. 537–43. Scopus, doi:10.1002/sam.11475.
Sperger J, Freeman NLB, Jiang X, Bang D, de Marchi D, Kosorok MR. The future of precision health is data-driven decision support. Statistical Analysis and Data Mining. 2020 Dec 1;13(6):537–543.
Journal cover image

Published In

Statistical Analysis and Data Mining

DOI

EISSN

1932-1872

ISSN

1932-1864

Publication Date

December 1, 2020

Volume

13

Issue

6

Start / End Page

537 / 543

Related Subject Headings

  • 4905 Statistics
  • 4605 Data management and data science
  • 0104 Statistics