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And which companies get to strive for the net positive label?
For a broad range of laypersons interviewed in Müritz National Park, "wilderness" seems to be a suitable, positive label for wetlands, shorelines, large forests and remote mountain areas.
For each BioAssay dataset, a positive label '+1' indicates that the compound is active in the assay, while a negative '−1' relates to inactive compounds.
The most common approach is the one-versus-all strategy where a classifier is trained as positive label for one class and negative label for all other classes.
For example, if the i-th subject has Alzheimer's disease, the subject is associated with a positive label, i.e., (y_i=+1).
Immunohistochemistry shows a positive label for tissue-specific (a) Na/K ATPase α5, (b) TROMA I, (c) cingulin and (d) COX 2 protein.
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2-million feature vectors (1 million with positive labels and 1 million with negative labels) are generated from 2-million machine-labeled sentences, known as the complete set.
And therefore, we can alternatively take this kind of examples as positive labels.
Apoptosis was confirmed by the quantification of morphological parameters (reduced surface area, increased cell thickness) and positive labeling with annexin V. Autophagy was confirmed by monodansylcadaverine staining, identifying similar autophagic vacuoles with both Cd2+ and CdTe-QD.
Precision p is the percentage of correctly labeled positive results over all positive labeled results.
The confidence values of superpixels are updated with their portion of positive labeled pixels.
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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