858 resultados para Top-N recommendations


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Infliximab is a monoclonal chimeric antibody, with high affinity and specificity for tumour necrosis factor alpha (TNFalpha) that plays a central role in the pathogenesis of immune mediated inflammatory disorders including Crohn's disease and ulcerative colitis. Globally over 600000 patients have been treated with infliximab to date. This global experience led to a better definition of the overall safety and efficacy profile of this medication. The goal of the present recommendations is to provide practical information to physicians involved in the care of patients with inflammatory bowel disease.

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The primary visual cortex (V1) is pre-wired to facilitate the extraction of behaviorally important visual features. Collinear edge detectors in V1, for instance, mutually enhance each other to improve the perception of lines against a noisy background. The same pre-wiring that facilitates line extraction, however, is detrimental when subjects have to discriminate the brightness of different line segments. How is it possible to improve in one task by unsupervised practicing, without getting worse in the other task? The classical view of perceptual learning is that practicing modulates the feedforward input stream through synaptic modifications onto or within V1. However, any rewiring of V1 would deteriorate other perceptual abilities different from the trained one. We propose a general neuronal model showing that perceptual learning can modulate top-down input to V1 in a task-specific way while feedforward and lateral pathways remain intact. Consistent with biological data, the model explains how context-dependent brightness discrimination is improved by a top-down recruitment of recurrent inhibition and a top-down induced increase of the neuronal gain within V1. Both the top-down modulation of inhibition and of neuronal gain are suggested to be universal features of cortical microcircuits which enable perceptual learning.