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This calibrated posterior probability for the redundancy label is based on the distance from each data point to the hyperplane: larger distances on the redundant side of the hyperplane result in larger probabilities, and similarly, larger distances on the non-redundant side of the hyperplan lead to smaller probabilities for the redundant label.
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This starts with dumping the obsession with redundant labels, and ending the online thuggery and abuse to which too many lifelong Labour members have been subject.
Classical label-equivalence-based algorithms set pixel as a scan unit, so redundant labels and label equivalence will be generated for stair-like connected components.
Therefore, redundant labels and equivalence shown in Figure 1 are avoided, the operations are distributed to each pixel, and only run labels assigned in the previous row are concerned in labeling and equivalence.
Redundant intermediate labels are found and subsequently unified.
Statements such as "interfering with the assignment of "essential" and "redundant" gene labels" (p. 3) or "massive misclassification of proteins as "essential" or "redundant" (p. 9) should be changed, since any assignment is relative to some choice of strain and some background genome.
The disparate trends in the two groups of gene pairs sets do not prove that all training set examples are correctly labeled or that all gene pairs can be discretely labeled but it does indicate that the genes labeled redundant, in general, show distinct attributes from those labeled non-redundant.
Among the 8,628 genes classified as redundant, many were labeled redundant with more than one paralog.
Sequence-specific query oligonucleotides encompassing primer extension, ligation and universal PCR in highly multiplexed reactions 1536-plexx), two-colour landlling and redundant (∼30-fold redundancy of each bead type) feature representation were used to probe up to three different exonic sites per gene.
At one point she labeled them redundant.
"'New Labour', Blairites, Brownites – all these labels are redundant.
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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