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A more systematic and analytical metadata representation would help users to explore the relationships between datasets and models.
Interdependencies between multiple omics datasets and between datasets and models are essential.
However, there are fewer resources dedicated to managing data spanning multiple omics types, or managing the link between datasets and models.
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The online service allows running predictions without installing any software, as well sharing datasets and models between online users.
Petz, K. et al. Mapping and modelling trade-offs and synergies between grazing intensity and ecosystem services in rangelands using global-scale datasets and models.
Datasets and models are available from the CVSSP datasets server at www.cvssp.org.
Excluding this example the fingerprint models perform, on average, 14 16% better with large variations (2 51%) between datasets and cost levels.
Table 3 shows the mean values (langle R^{2} rangle) and (langle D rangle) (and their associated standard deviations (sigma_{D}) and (sigma_{R^{2}})), averaged over all time slices available, for the fitting process between the six datasets and five models (m_{i}) used here.
PhyML was used to analyse the dataset and model parameters were estimated from the original dataset.
The methods introduced in [ 29] may offer a solution to this problem but it is too early to say; in this paper we have made the assumption that the distributions of covariates are comparable between datasets used for model development and validation purposes.
Our validation experiments at day-3 also showed that the transcriptional response of our candidate genes is highly concordant between independent datasets and in vivo models.
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