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10.1093/biostatistics/kxw004

http://scihub22266oqcxt.onion/10.1093/biostatistics/kxw004
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suck abstract from ncbi


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pmid26873961      Biostatistics 2016 ; 17 (3): 523-36
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  • Inference for the existence of hormetic dose?response relationships in toxicology studies #MMPMID26873961
  • Kim SB; Bartell SM; Gillen DL
  • Biostatistics 2016[Jul]; 17 (3): 523-36 PMID26873961show ga
  • In toxicology studies hormesis refers to a dose?response relationship with a stimulatory response at low doses and an inhibitory response at high doses. In this manuscript, we particularly focus on a J-shaped dose?response relationship for binary cancer responses. We propose and examine two new flexible models for testing the hypothesis of hormesis in a Bayesian framework. The first model is parametric and enhances the flexibility of modeling a hormetic zone by using a non-linear predictor in a multistage model. The second model is non-parametric and allows multiple model specifications, weighting the contribution of each model via Bayesian model averaging (BMA). Simulation studies show that the non-parametric modeling approach with BMA provides robust sensitivity and specificity for detecting hormesis relative to the parametric approach, regardless of the shape of a hormetic zone.
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