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The performances of all the best sub-dataset models were better than those of the whole dataset models.
Using this dataset, models including solely eIF4E expression gave HRs of 1.21 (P=0.011), 1.24 (P=0.035) 1.27 (P=0.02) for OS, DFS and DSS, respectively, for each increase of 1 in eIF4E score.
These single dataset models applied the same methods as the ensemble scheme to select the features (here bidirectional search was used) and predict the sensitivity of the cancer cell lines to the drug compounds (here SVM was used).
Fitting the models to the test dataset resulted in a similar pattern of results but poorer model fit with none of the models demonstrating acceptable calibration and lower AUC than the training dataset models (Table 5).
AIC values show that, in spite of the relatively small dataset, models that included IGE were substantially better than those that did not (Models 1 to 3 vs. 4 to 6).
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The contour_resid function opens in ChIPS a contour plot of fit residuals (dataset minus dataset model) by data set ID.
Multi-label dataset, model (MMM) and evaluation procedures are shown in blue and single-label dataset, model (SMM) and evaluation steps are shown in green.
The process included CODES state analysts creating algorithms for mapping state crash and hospital data to a general used dataset model.
In addition, each object (including dataset, model and user) can be associated with a wiki web link to keep notes and historical changes.
The dependent variable was "lymph node involvement", and the independent variables for the first dataset model were age, pathology, size, and subtype; the independent variables for the second dataset model were age, pathology, and size.
Mean absolute error of the training dataset model was 2782.423, which was smaller than 3424.608 of test dataset model.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com