Next, we estimated the across-node relationship of the CT maturation extent (t-value between the child and adolescent group, derived from Statistical Model I) between a node and its directly connected neighbor nodes in the backbone (Fig. 2b). We found a significant spatial correlation between ...
The Google model (CausalImpact) is based on a Bayesian framework, whereas the Bidirectional LSTM model use a neural network. The implementation of the two models in Python is easy to execute, but the cost of data processing time can be substantial. The findings from these two ...
a widely used platform for publishing reviews about numerous organizations in academic research. This dataset contains several attributes, including “Job Position,”“Overall Rating,”“Pros,”“Cons,” and “Management Suggestions.” These data were extracted through a Python script...
29,30, which constructs a model of the paths of white matter fibers based on the directionality of water diffusion through the white matter. By overlaying a brain atlas of one’s choice, the connectivity between pairs of brain regions can be quantified. Thus, unlike TBSS, tractography...
” These data were extracted through a Python script designed for web scraping. Prior to conducting the analysis, an initial step involved filtering out all reviews not written in English to ensure language consistency throughout the dataset. Figure1shows the proposed research framework developed for...
69). Gap regions were extracted and converted to BED format using a Python script (Supplementary Note 1); SV calls overlapping these regions were identified using Bedtools Version v2.27 (ref. 70) and removed. Sample coverage was estimated using mosdepth v0.2.3 (ref. 71). High-depth regions...
To map protein structural data to a GEM, we make use of Python modules, ProDy [99, 100] and Biopython [101] to parse information in the PDB files. The molecular visualization software VMD [102] was used for viewing the 3D structure of the modeled protein and the predicted functional ...
model when we compared it to the real-world traffic system, but this should not be interpreted as FC or USFC indicating direct communication or directed signal flow. Future studies could employ causal modeling approaches such as dynamic causal modeling (DCM) or structural equation modeling (SEM),...
(TFs) and related modification genes have been functionally characterized in recent years in apple, but few causal mutations have been identified. We investigated SVs potentially involved in regulating anthocyanin biosynthesis to gain insights into the genetic mechanisms underlying fruit color. One of ...
Genome structure variation analyses of peach reveal population dynamics and a 1.67 Mb causal inversion for fruit shape. Genome Biol. 2021;22(1):13. 11. Horiguchi G, Gonzalez N, Beemster GT, Inze D, Tsukaya H. Impact of segmental chromosomal duplications on leaf size in the grandifolia-D ...