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The morphological diversity of galaxies is a relevant probe of galaxy evolution and cosmological structure formation, but the classification of galaxies in large sky surveys is becoming a significant challenge. We use data from the Stripe-82 area observed by the Southern Photometric Local Universe Survey (S-PLUS) in twelve optical bands, and present a catalogue of the morphologies of galaxies brighter than r = 17 mag determined both using a novel multi-band morphometric fitting technique and Convolutional Neural Networks (CNNs) for computer vision. Using the CNNs we find that, compared to our baseline results with 3 bands, the performance increases when using 5 broad and 3 narrow bands, but is poorer when using the full 12 band S-PLUS image set. However, the best result is still achieved with just 3 optical bands when using pre-trained network weights from an ImageNet data set. These results demonstrate the importance of using prior knowledge about neural network weights based on training in unrelated, extensive data sets, when available. Our catalogue contains 3274 galaxies in Stripe-82 that are not present in Galaxy Zoo 1 (GZ1), and we also provide our classifications for 4686 galaxies that were considered ambiguous in GZ1. Finally, we present a prospect of a novel way to take advantage of 12 band information for morphological classification using morphometric features, and we release a model that has been pre-trained on several bands that could be adapted for classifications using data from other surveys. The morphological catalogues are publicly available.

A análise conjunta do MELD pós-operatório, do base excess e dos níveis séricos de lactato pode ser usada como um índice prognóstico para pacientes submetidos a transplante de fígado? ABSTRACT PURPOSE:The objective of the present study was to evaluate the postoperative levels of classical or pure MELD and changes in lactate or base excess (BE) levels as possible predictive factors of the type of outcome of patients submitted to orthotopic liver trasplantation (OLT). METHODS:The study was conducted on 60 patients submitted to OLT at the University Hospital, Faculty of Medicine of Ribeirão Preto, USP, between October 2008 and March 2012. The 30 latest survivor (S) and non-survivor (NS) cases were selected.All liver transplants were performed using the piggy-back technique. ALT, AST, BE and blood lactate values were determined for each group at five time points (immediate preoperative period, end of hypothermal ischemia, 5 and 60 minutes after arterial revascularization and in the immediate postoperative period, when the postoperative MELD was also calculated. RESULTS:The aminotransferases reached a maximum increase 24 hours after surgery in both the S and NS groups. There was a significantly higher increase in BE and blood lactate in the NS group, especially after 5 minutes of afterial reperfusion of the graft, p<0.05. There was no significant difference in preoperative MELD between groups (p>0.05), while the postoperative MELD was higher in the NS than in the S group (p<0.05) CONCLUSION: Joint analysis of postoperative MELD, BE and blood lactate can be used as an index of severity of the postoperative course of patients submitted to liver transplantation. . Avaliou-se para cada grupo, os valores ALT, AST, de base excess (BE) e lactato sanguíneos em cinco momentos (pré-operatório imediato, no final da isquemia hipotérmica, 5 e 60 minutos após a revascularização arterial e no pós-operatório imediato, quando também foi calculado o MELD pós-operatório. RESULTADOS:Com relação às aminotransferases, houve um aumento máximo após 24 horas de pós-operatório em ambos os grupos S e NS. Houve aumento significativo dos níveis de BE e lactato sanguíneo significativamente maior no grupo NS, sobretudo nos tempos após 5 minutos de reperfusão arterial do enxerto, p<0,05. Não houve diferença significativa entre o MELD pré-operatório em ambos os grupos (p>0,05). O MELD pós-operatório foi maior no grupo NS do que no grupo S (p<0,05). CONCLUSÃO:A análise conjunta do MELD pós-operatório, do BE e do lactato sanguíneo pode ser usada como índice de gravidade da evolução pós-operatória de pacientes submetidos ao OLT.Descritores: Ácido Láctico, Transplante de Fígado, Índice de gravidade de doença, Prognóstico.

PURPOSE:To analyze the intraoperative and immediate postoperative biochemical parameters of patients submitted to orthotopic liver transplantation. METHODS:Forty four consecutive orthotopic liver transplants performed from October 2009 to December 2010 were analyzed.The patients (38 male and eight female) were divided into two groups: group A, survivors, and group B, non-survivors. Fifty percent of group A patients were Chid-Pugh C, 40% Chid-Pugh B and 10% Chid-Pugh A. In group B, 52% of the patients were Chid-Pugh C, 41% Chid-Pugh B, and 17% Chid-Pugh A. All orthotopic liver transplants were performed by the piggy-back technique without a portacaval shunt in an anhepatic phase. ALT, AST, LDH and lactate levels were determined preoperatively, at five, 60 minutes after arterial revascularization of the graft and 24 and 48 hours after the end of the surgery.( or: after the surgery was finished). RESULTS:There were no preoperative clinical differences (Child and Meld) between the two groups. The times of warm and hypothermal ischemia were similar for both groups (p>0.05). Serum aminotransferases levels at five and 60 minutes after arterial revascularization of the graft were similar (p>0.05) for both groups, as also were lactate levels at the time points studied. There was no significant difference in Δ lactate between groups at any time point studied (p>0.05). No significant difference was observed between groups during the first 24 and 48 hours after surgery (p>0.05). CONCLUSION:No significant difference in any of the parameters studied was observed between groups. Under the conditions of the present study and considering the parameters evaluated, no direct relationship was detected between the intraoperative situation and the type of evolution of the patients of the two groups studied.

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