Monovarietal extra-virgin olive oil classification: a fusion of human sensory attributes and an electronic tongue

Olive oil quality grading is traditionally assessed by human sensory evaluation of positive and negative attributes (olfactory, gustatory, and final olfactorygustatory sensations). However, it is not guaranteed that trained panelist can correctly classify monovarietal extra-virgin olive oils according to olive cultivar. In this work, the potential application of human (sensory panelists) and artificial (electronic tongue) sensory evaluation of olive oils was studied aiming to discriminate eight single-cultivar extra-virgin olive oils. Linear discriminant, partial least square discriminant, and sparse partial least square discriminant analyses were evaluated. The best predictive classification was obtained using linear discriminant analysis with simulated annealing selection algorithm. A low-level data fusion approach (18 electronic tongue signals and nine sensory attributes) enabled 100 % leave-one-out cross-validation correct classification, improving the discrimination capability of the individual use of sensor profiles or sensory attributes (70 and 57 % leave-one-out correct classifications, respectively). So, human sensory evaluation and electronic tongue analysis may be used as complementary tools allowing successful monovarietal olive oil discrimination.

Da luta contra o crime aos riscos. As consequências extra prisionais da reclusão feminina

Entre o leque de políticas penais atualmente disponíveis e legitimadas na contenção da criminalidade, a reclusão constitui a forma predominante para sancionar transgressores. Procurando alargar o debate sobre as penas de prisão, este artigo explora, através de entrevistas com 20 mulheres reclusas, os processos de reconfiguração e reestruturação das responsabilidades femininas na decorrência da reclusão de mulheres e analisa as implicações socioeconómicas da ausência feminina nos agregados domésticos. Os resultados evidenciam que a reclusão de mulheres desencadeia ou agrava posições de vulnerabilidade social e instabilidade económica, afetando sobretudo crianças, mulheres e idosos.