7,199 research outputs found
Pre and Post-hoc Diagnosis and Interpretation of Malignancy from Breast DCE-MRI
We propose a new method for breast cancer screening from DCE-MRI based on a
post-hoc approach that is trained using weakly annotated data (i.e., labels are
available only at the image level without any lesion delineation). Our proposed
post-hoc method automatically diagnosis the whole volume and, for positive
cases, it localizes the malignant lesions that led to such diagnosis.
Conversely, traditional approaches follow a pre-hoc approach that initially
localises suspicious areas that are subsequently classified to establish the
breast malignancy -- this approach is trained using strongly annotated data
(i.e., it needs a delineation and classification of all lesions in an image).
Another goal of this paper is to establish the advantages and disadvantages of
both approaches when applied to breast screening from DCE-MRI. Relying on
experiments on a breast DCE-MRI dataset that contains scans of 117 patients,
our results show that the post-hoc method is more accurate for diagnosing the
whole volume per patient, achieving an AUC of 0.91, while the pre-hoc method
achieves an AUC of 0.81. However, the performance for localising the malignant
lesions remains challenging for the post-hoc method due to the weakly labelled
dataset employed during training.Comment: Submitted to Medical Image Analysi
Effective potential in Lorentz-breaking field theory models
We calculate explicitly the one-loop effective potential in different
Lorentz-breaking field theory models. First, we consider a Yukawa-like theory
and, then, some examples of Lorentz-violating extensions of scalar QED. We
observed, for the extended QED models, that the resulting effective potential
converges to the known result in the limit in which Lorentz-symmetry is
restored. Besides, the one-loop corrections to the effective potential in all
the cases we studied depend on the background tensors responsible for the
Lorentz symmetry violation. This have consequences in physical quantities like,
for example, in the induced mass due to Coleman-Weinberg mechanism.Comment: Version accepted for publication in EPJ
Tratamento de resíduos agroindustriais com uréia.
Bagaço de cana, casca de arroz e bagana de carnauba (Copernicia prunifera) foram tratados com uréia liquida, visando-se melhorar o seu valor nutritivo para utilização na alimentação animal. Foi utilizada a uréia liquida ( a 5%) na proporção de 100 l da solução para 100 kg de resíduo. Os materiais foram incubados em silos durante 10, 20 e 30 dias. 0 delineamento foi inteiramente casualisado, com três repetições. Os três resíduos tiveram seus percentuais de proteína aumentados pela amoniação, sendo que os aumentos foram relativamente maiores nos materiais de menor teor proteico. Antes da incubação os percentuais de proteína eram de. 2,78; 4,43 e 10,03, respectivamente em bagaço de cana, casca de arroz, e bagana de carnauba, aumentando para 5,20; 7,56 e 13,97% após dez dias de incubação. Os períodos de incubação superiores a 10 dias não tiveram efeito benéfico (P>0,05), ocorrendo até mesmo decréscimo nos percentuais de proteína, com o alongamento do período de incubação
Efeitos de herbicida sobre animais em pastejo.
bitstream/item/57819/1/Animaispastejo0001.pd
Avaliacao da produtividade e do teor proteico de acessos de Stylosanthes.
Avaliacao de acessos de Stylosanthes, visando a selecao de materiais adaptados e produtivos.bitstream/item/97564/1/PAND800001.pd
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