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To support our analysis we cross-validate model performance to reduce bias and generalization errors and perform statistical analyses to assess performance differences. In this study, we visualize the learned weights and salient network activations in a CNN based Deep Learning (DL) model to determine the image characteristics that lend themselves for improved classification with a goal of developing informed clinical question-answering systems.
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However, it is poorly understood how these algorithms discriminate the modalities and if there are implicit opportunities for improving visual information access applications in computational biomedicine. Researchers use novel machine learning (ML) tools to classify the medical imaging modalities. This lack of transparency is a drawback since poorly understood model behavior could adversely impact subsequent decision-making. However, these models are perceived as black boxes since there is a lack of understanding of their learned behavior from the underlying task of interest. It is the responsibility of MULTIPANEL that the CE marking and labeling reaches the end user who receives the product.Convolutional neural network (CNN) has become the architecture of choice for visual recognition tasks. The marking indicates that the product complies with the application directives and must be placed at the end of the production control phase. This label must be placed on the product visibly, legibly and indelibly, by means of an attached label attached to the packaging. The CE Marking consists of a label that includes the CE marking symbol. It is a Declaration where there is a list of the products with identification, their intended use, evaluation system, harmonized standard, notified bodies (laboratories) and declared performance of the products, according to the results of the tests in an external laboratory.Įsta declaración faculta a MULTIPANEL a colocar las etiquetas de Marcado CE sobre los productos.Īll SPEED DRY panels manufactured by MULTIPANEL are labeled with the CE Marking which implies the compliance of each panel with the characteristics of the tests carried out. MULTIPANEL issues a Declaration of Performance of the products it delivers to the customer. The model or specimen tested will always be the most unfavorable of the entire range in terms of parameters and the results obtained can be used in any range of measurements. This means that the panels will be manufactured with the same characteristics as the samples that have already been tested by the laboratory.
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Initial type tests are tests carried out by accredited laboratories on different parameters, set by the standard, on a specimen with a sandwich panel or a complete panel. The CPF involves the control of the production process, controlling the raw materials, the product in progress and the finished product, by carrying out the tests established by the Standard. SPEED DRY self-supporting metal double-sided sandwich panels manufactured by MULTIPANEL comply with the CE Marking, which means that the following tasks are performed: