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Due to its fundamentally different data generation mechanism as microarray data, RNA-Seq or MiRNA-Seq data can compare different genes' expression levels within a single sample [ 44].
Using three fundamentally different data search algorithms, we demonstrate that two metrics (EDM and COR) are strongly and significantly correlated with detection (more that heritability alone).
Hamid and collaborators define data as similar if they are from the " same underlying source" (e.g. all gene expression) and as heterogeneous if at least two fundamentally different data sources are involved (e.g. SNP and gene expression).
In addition to demonstrating the complementarity of RSFC parcellations using the different methods (RSFC-Snowballing and RSFC-Boundary Mapping), it is important to both examine convergence between parcellations derived from fundamentally different data types and also to determine whether the RSFC parcellations are functionally meaningful.
We will argue here that these SI-based mechanisms for depositing, retrieving and re-using the data components of journal articles are no longer fit for this purpose (if indeed they ever were) and should be urgently replaced by repositories of data and closely-coupled metadata as a fundamentally different model for research data management.
A fundamentally different approach is to merge independent data sets with common markers, so each data set contributes to constructing a single integrated map.
More recently, apart from the canonical, a receptor, mechanism of VEGF action on the progenitor cells of osteoblastic differon, data on a fundamentally different "intracrine" mechanism is available.
These influences may be particularly large in a period as turbulent as the past two years". If, as Carmen Reinhardt and Kenneth Rogoff have argued, recessions following financial crises are of a fundamentally different kind, then extrapolating from the 1990-2007 data is problematic.
The XRD and AFM data clearly illustrate a fundamentally different mechanism of residual strain relaxation in the SL structure, grown on GaN buffer/AlN/sapphire, sample S2.
The combination of NMR relaxation experiments with chemical shift data and the linkage to structure/function reveals a fundamentally different activation mechanism.
When the parameters of the time series are estimated from data, the uncertainty in the performance indices must be investigated using a fundamentally different approach.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com