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However, they rarely show systemic efficacy in animal models when added at non-toxic doses.
Researchers who incorporated mRNA characteristics in their feature set reported that, although they appear to be correlated with siRNA potency when no additional features were selected, they seemed to offer little to the predictive strength of their models, when added to an existing set of sequence-based features (Katoh and Suzuki, 2007; Peek, 2007).
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In addition to providing base data models, InterMine makes it easy to extend existing data models and/or add custom data models when adding data types that do not have definitions in SO.
The added predictive value is supported by a significant increase in ROC area of the risk model when adding plasma HBP.
First, we trained the model for all classes in the training database with small training samples and then add more samples for each class and evaluate the accuracy of the model when adding more data.
The increase of likelihood (Δ(LnPr(X| K)); Figure 2b), i.e. the gain of explanatory power of the model when adding a new cluster to the analysis, is high at K changing from 1 to 2. At K = 2, the two clusters are anchored by the Black Sea (BS) and the North Atlantic porpoises.
Such protective effects have been observed in focal ischemia model of stroke when added to halothane [ 25] or compared to an glutamate receptor antagonist [ 26] or different other compounds and anesthetics [ 27].
The presence of IxE is usually tested by stepwise model building, where improvement in model likelihood when adding the IxE component is sufficient to suggest variation in the slope and thus individual variation in plasticity.
The diminishing return on model performance when adding statistically significant predictors to the model was also noted in the model building process of DPoRT and was one of the reasons that DPoRT maintained good discrimination, even with considerable constraints on variable selection (Rosella et al. 2010).
To obtain regional measures of model fit, and test for changes in model fit when adding predictors, required estimating regional responses for single trials that could be entered into multiple linear regression models.
No further significant interactions were found between trial arm and sociodemographic and lifestyle factors included in Model E (online supplementary appendix table A4, Models O Q) or between trial arm and gender when added to Model E with the appropriate interaction term (data not presented).
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