Title of article :
The effect of suspended sediment on fertilization success in the urchin Evechinus chloroticus: Analysis of experimental data using hierarchical Bayesian methods
Author/Authors :
Miller، نويسنده , , S.L. and Richardson، نويسنده , , K. and Edwards، نويسنده , , P.A.، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2014
Abstract :
Terrestrial sediments are a significant stressor on coastal ecosystems, with both suspended and deposited sediment having adverse effects on aquatic organisms. However, information on the effect of suspended sediments on fertilization success for urchin species is lacking. Using sediment levels similar to those encountered in situ, a controlled experiment was conducted to test whether suspended sediment affects fertilization success in the urchin Evechinus chloroticus. Analyses used generalized linear mixed models (GLMMs) and hierarchical Bayesian (HB) regression. Both approaches showed a significant decrease in fertilization success with increased suspended sediment levels. Uncertainties in estimates were narrower for HB models, suggesting that this approach has advantages over GLMMs for sparse data problems sometimes encountered in laboratory experiments. Given future global change scenarios, this work is important for predicting the effects of stressors such as sedimentation that may ultimately impact marine populations.
Keywords :
Hierarchical Bayesian model , Generalized linear mixed model , Fertilization success , Evechinus chloroticus , sea urchin , suspended sediment
Journal title :
Marine Pollution Bulletin
Journal title :
Marine Pollution Bulletin