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The authors' experience has been that with richer, more informative simulated datasets many of these challenges disappear; however, it is unrealistic to expect that larger, more informative designed experiments will often be conducted; cost and ethical considerations would be difficult to surmount.
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With this in mind, at least three types of potentially informative designs are available for the conduct of omics-informed clinical trials.
Suggestions for additional research using informative designs are discussed.
To review studies of adolescent substance use and abuse with genetically informative designs.
Future efforts should be devoted to maximizing the sensitivity and specificity for H2O2 as well as enabling more informative designs of next-generation nanomaterials.
We next advocate a concerted effort to build a new openly accessible resource to increase the utilization of genetically informative designs in social science research.
Overall, the characteristics of the Registry facilitate developing various types of research as well as genetically informative designs, and collaboration with different initiatives and consortia.
Genetically informative designs and, in particular, twin studies, are the most widely used methodology to analyse the relative contribution of genetic and environmental factors to inter-individual variability.
The proposed approach leads to formulation of an informative design criterion, where the discriminant value can be easily interpreted in terms of the expected number of eliminated models.
The methodology is applied to select the most informative designs on both a simulated data set and on an experimental data set, previously published in the literature.
To help restoration planners and practitioners develop the most useful and informative design and monitoring programs, we propose the use of multi-criteria decision analysis (MCDA) methods, broadly defined, to select optimal ecosystem restoration metric sets.
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