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In this study, the pathological classes correspond to the objective class, while the normal classes correspond to the control class.
To illustrate the difficulty of the problems addressed, Figures 3 and 4 show some EEG and PCG recordings belonging to normal and pathological classes, along with their respective spectrograms.
There were significant differences in serum C1q levels among various pathological classes (P < 0.001).
Of the different pathological classes, diffuse proliferative glomerulonephritis (class IV) has the worst prognosis, and end-stage renal disease (ESRD) develops in a range from 3.5 to 17% [ 5, 9– 11].
Similar(55)
We compared classifiers defined from many classes, i.e. the entire dataset (complete training), and two classes, i.e. one pathological class versus normal thyroid tissue (binary training).
Classifiers were defined for each pathological class and trained either versus the wild type class (binary training) or the entire dataset (complete training).
Animals were classified according to Kenney's histological classes between healthy (classes I and IIA; n = 6) and pathological (class IIB and greater; n = 6) mares [ 25].
(PDF 3122 kb) Additional file 4: Square of the Mahalanobis distance calculated for each sample from both control and pathological class models.
A multi-contrast 3D dataset (Fig. 1) should greatly facilitate automatic detection of pathological tissue classes, including tumours and white matter lesions.
The housing crisis tells you a lot about British society: springing from a pathological middle class obsession with home ownership, the spike in houses prices is seen as earned, not incidental: most people now expect to make a profit on housing, and the fact people like the Blairs plough cash in as an investment should be a warning sign.
Our model significantly improved the survival prediction over other expression-based models and permitted recognition of patients with different prognoses within the estrogen receptor-positive group and within a single pathological tumor class.
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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