Your English writing platform
Discover LudwigSuggestions(1)
Exact(6)
This method results in an AUC of 0.95, with 47 CFS (84%) and 72 healthy controls (96%) correctly predicted in the 131 sample training set.
The amount of penalization was objectively determined by leave-one-out cross-validation within the sample training set.
This demonstrates that as a practical diagnostic assay, a single patient could be normalized to a co-run standard and the immunosignature compared to a database, thereby alleviating the impractical possibility of having to run a 60 sample training set with each assay.
β-CUSUM is categorized as a "feedback-full" and "amnesic" change detection algorithm: it requires a sample training set D to learn the parameters of the prior to change β distribution and a new β distribution must be learned as soon as a change is detected.
A classifier derived from an 1800 sample training set (10-fold validation) demonstrated 98% success in an independent validation test set of 211 samples (see Figure 3 and Table 1).
The 50-gene PAM50 signature was developed to standardize breast cancer subtyping using a 189 sample training set and was tested in 761 patients receiving no systemic therapy and 133 patients treated with a taxane and anthracycline.
Similar(54)
Reclassification and cross validation error were re-estimated and gave similar classification performance compared to the 48 sample training sets used for the casework analyses, error estimates are given in supporting information Table S4.
Using similar methods, the SSP was also applied to the 105-sample training set used to derive the intrinsic/UNC gene set.
We test our best selected setup, i.e. the SVM model with C=2−6 on the locally sampled training set using the combined feature set, on the independent test dataset (using the model built on the training dataset).
A 61-sample training set containing 36 TAA patients (24 males and 12 females) and 25 controls (7 males, 18 females) were used to select classifier genes and construct a classification model.
To explore whether we can identify a gene expression signature of TAA disease from peripheral blood samples, gene expression profiles of 61 whole-blood RNA samples (training set) collected from 36 TAA patients and 25 controls were analyzed using the Applied Biosystems Human Genome Survey Microarrays representing 29,098 individual human genes.
Write better and faster with AI suggestions while staying true to your unique style.
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