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Ineffective chemotherapy is not only useless, but harmful in the neoadjuvant setting; prediction of chemotherapeutic response, which differ among patients and cancers, is therefore critical.
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Validation of the models by test set prediction of 26 compounds was in good agreement with the experimental results.
The accuracy of the reference set prediction of AP4 status, calculated across all cohorts, is 0.97 (95% CI 0.88 – 1.0.88
In the current data set, prediction of chemotherapy sensitivity among the ER-negative cancers represents such a challenge.
Using cross-validation resampling we plot training test set predictions of the experimental design variables (e.g., brain-state labels) versus reproducibility SNR metrics for the associated SPMs.
Despite a sparse training data set, predictions of the model were qualitatively validated by clinical biomarker data from a pilot trial with tocilizumab.
The algorithms' performance is evaluated by across data set prediction for pairs of compatible data sets.
In addition, we used five other class prediction methods which had a high degree of agreement in both cross-validation of the training data set and prediction of the test data set (98 100% correct).
Thus the results for the PATENTS set COMBINED prediction of molecules from the validation sets and prediction of the outlying molecules using the final models developed with the respective training set.
Several gene sets for prediction of breast cancer survival have been derived from whole-genome mRNA expression profiles.
The problem of value setting of prediction order p determines the characteristics of the vocal filter.
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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