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By measuring both the likelihood of recovery and the type of mutations underlying recovered function, the authors uncover a relationship between regulatory versus structural mutations and metabolic function, demonstrating a clear and predictable link between molecular change and functional innovation.
In summary, the results of the functional connectivity studies in stroke thus far discussed imply that recovery of motor function depends on reorganization processes within both hemispheres leading to enhanced inter-hemispheric connectivity which might occur, however, at the cost of network efficiency underlying recovered function.
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The resulting framework accounts for human redundancy forms, the influence of the nature of the error to be recovered, underlying error recovery processes (initiation of human redundancy followed by detection, indication, explanation and correction of the error), the local and organisational factors influencing the effectiveness of human redundancy, and cognitive diversity.
Mr. Greenspan said that once the initial shock from the attacks wears off, the economy should be able to draw on its underlying strengths and recover.
For the noise-free data, the problem (BP) is used to recover underlying signals in experiments.
After estimating the parameters of such models, it is possible to recover underlying structure from surface observations.
Diffusion analyses have been particularly successful in quantifying prehistoric population expansions [e.g.], [ 6], [7], [32,33] as they recover underlying statistical patterns in datasets, rather than relying on dates from single sites, which may or may not be statistical outliers [see 10].
Methodologies such as the IC algorithm [ 3, 34] have been developed to explore the connection between recursive causal structures and joint distributions and recover underlying DAG structures (or a class of observationally equivalent structures).
This study provides a computational framework to recover underlying drug-induced biological networks from perturbation of gene expression data and to better understand the mechanism of action driving drug compound effects on cells.
This shows that even with implementing linear approximation and using severely limited data sets, the underlying structures can be recovered with accuracy.
It is not a lossless compression as the underlying reads cannot be recovered from the ACT-Graph, but it does suffice for the analysis of differential expression and transcription.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com