Distance Functions and Normalization Under Stream Scenarios

Data normalization is an essential task when modeling a classification system. When dealing with data streams, data normalization becomes especially challenging since we may not know in advance the properties of the features, such as their minimum/maximum values, and these properties may change over time. We compare the accuracies generated by eight well-known distance functions in data streams without normalization, normalized considering the statistics of the first batch of data received, and considering the previous batch received. We argue that experimental protocols for streams that consider the full stream as normalized are unrealistic and can lead to biased and poor results. Our results indicate that using the original data stream without applying normalization, and the Canberra distance, can be a good combination when no information about the data stream is known beforehand.Comment: Paper accepted to the 2023 International Joint Conference on Neural Network

Desempenho e rendimento de carcaça de frangos de corte no período de 22 a 42 dias de idade alimentados com dietas contendo diferentes relações lisina digestível: proteína bruta Performance and carcass yield of broiler in the period from 22 to 42 days of age fed diets with different digestible lysine: crude protein ratios

Objetivou-se avaliar o desempenho e as características de carcaça de frangos de corte no período de 22 a 42 dias alimentados com rações formuladas com diferentes relações lisina digestível:proteína bruta (PB). O delineamento foi inteiramente casualizado, segundo um modelo com dois critérios de classificação hierárquica. Foram utilizados 1.200 pintos de corte machos, linhagem Cobb, criados até 21 dias de idade. Depois desse período, as aves foram uniformizadas por peso (média de 879 &plusmn; 17 g) e distribuídas nas parcelas experimentais. As dietas foram isonutritivas, exceto quanto aos níveis de PB e lisina digestível, formuladas com dois níveis de PB (17,0 e 19,5%) e cinco relações lisina digestível:PB, correspondendo a 5,9; 6,4; 6,9; 7,4 e 7,9% em relação à ração com 17,0% de PB e 5,3; 5,7; 6,1; 6,5 e 6,9% em relação à ração com 19,5% de PB. Cada ração experimental foi fornecida a 20 aves em cada uma das seis repetições. Aos 42 dias, avaliaram-se as características de desempenho (ganho de peso, consumo de ração e conversão alimentar), quando duas aves de cada parcela foram abatidas para determinação dos rendimentos de carcaça, de cortes e de gordura abdominal. O consumo de ração diminuiu e a conversão alimentar melhorou linearmente de acordo com as relações avaliadas no nível de 17,0% PB. Não houve efeito significativo dos dois níveis de PB utilizados sobre o ganho de peso e os rendimentos de carcaça e de partes. A gordura abdominal reduziu linearmente no nível de 19,5% de PB. As relações ideais foram de 5,9% para 17,0% PB e 5,3% para 19,5% PB. O nível de PB da dieta pode ser reduzido para 17,0%, pois essa redução não afeta o desempenho das aves.<br>This paper was developed to evaluate the performance and the carcass characteristics of broiler chickens over the period from 22 to 42 days, fed with diets formulated with different digestible lysine: crude protein (CP) ratio. A completely randomized experimental design was used, according to a model with two criteria of hierarchical rank. A total of 1,200 male broiler chicks of the Cobb strain, raised upy to 21 days of age, when the birds were uniformized with average weight of 879 &plusmn; 17 g and distributed into the experimental plots. The diets were isonutrient, except for the levels of CP and digestible lysine, formulated with two levels of CP 17.0 and 19.5%, and five digestible lysine : CP ratios, corresponding to 5.9; 6.4; 6.9; 7.4 and 7.9% within the diet of 17.0% CP and 5.3; 5.7; 6.1; 6.5 and 6.9% on the diet with 19.5% CP. Each experimental diet was supplied to 20 birds in each one of the six replicates. At 42 days, the performance characteristics (weight gain, feed consumption and feed conversion) were evaluated, and two birds from each plot were slaughtered for determination of carcass yield, cuts and abdominal fat. Feed consumption was reduced feed conversion improved linearly according to the ratios evaluated within the level of 17.0% CP. There was no significant effect of the two levels of CP used, on weight gain, characteristic carcass and cuts yield. Abdominal fat linearly reduced in the level of 19.5% CP. The ideal ratio was of 5.9% for 17.0% CP and 5.3% for 19.5% CP. The CP level of the diet can be reduced for 17.0%, with no effect on bird performance

Transpiração em espécie de grande porte na Floresta Nacional de Caxiuanã, Pará Transpiration in large size species in Caxiuanã National Forest, in the State of Pará, Brazil

Durante o experimento "O Impacto da Seca Prolongada nos Fluxos de Água e Dióxido de Carbono em uma Floresta Tropical Amazônica" (ESECAFLOR) realizou-se este trabalho. Trata-se de um subprojeto do Experimento de Grande escala da Biosfera-Atmosfera da Amazônia (LBA), localizado na Estação Científica Ferreira Pena, dentro da Floresta Nacional de Caxiuanã, Pará (1º 42- 30-- S; 51º 31-45-- W; 62 m altitude). A região tem floresta bem preservada, com dossel médio de 35 m. As espécies predominantes em terra-firme, são: Eschweilera coriacea (Mata-matá branco), Voucapoua americana (Acapu) e Protium pallidum (Breu Branco). Medidas foram realizadas entre 03 a 16 de dezembro de 2000 e 12 a 25 de janeiro de 2003, objetivando-se determinar a transpiração de dois exemplares de Eschweilera coriacea, mediante os efeitos da seca provocada. A área do ESECAFLOR compreende duas parcelas, cada uma com 1 ha, parcela A (controle) e parcela B (exclusão da chuva). Para o fluxo de seiva, o método foi o Balanço de Calor no Tronco, com sistema Sap Flow meter, P4.1; entre os períodos analisados, a transpiração média registrou aumento de 56% na árvore A237 (parcela A) e redução de 68% na árvore B381 (parcela B).<br>During the "Long-term impact of drought on water and carbon dioxide fluxes in Amazonian Tropical Rainforest Experiment" (ESECAFLOR), this study was carried out, which is a subproject of Large Scale Biosphere Atmosphere Experiment in Amazônia (LBA), located in the Ferreira Penna Scientific Station (FPSS) in the Caxiuanã National Forest (CNF) in Pará State (1º 42- 30-- S; 51º 31-45-- W; 62 m altitude). The region has a well-preserved forest, with canopy of 35 m. The predominate tree species in the landscape are Eschweilera coriacea (White Matá-matá), Voucapoua americana (Acapu) and Protium pallidum (White Pitch). Sap flow measurements were made in the wet season (03-16 December 2000 and 12-25 January 2003), to evidence the effect of long term induced drought, aiming to determinate the transpiration of Eschweilera coriacea. The ESECAFLOR site consists of two different areas with 1 ha each. Plot A (control) and Plot B (rainfall exclusion). The Trunk Heat Balance (THB) method was applied to sap flow measurements, by Sap Flow Meter P4.1 system. Between analysed periods, the mean transpiration of E. Coriacea increased 56% in the tree A237 (control plot) and decreased 68% in B381 (drought plot)

Attributable mortality due to nosocomial sepsis in Brazilian hospitals: a case–control study

Abstract Background Nosocomial sepsis is a major healthcare issue, but there are few data on estimates of its attributable mortality. We aimed to estimate attributable mortality fraction (AF) due to nosocomial sepsis. Methods Matched 1:1 case–control study in 37 hospitals in Brazil. Hospitalized patients in participating hospitals were included. Cases were hospital non-survivors and controls were hospital survivors, which were matched by admission type and date of discharge. Exposure was defined as occurrence of nosocomial sepsis, defined as antibiotic prescription plus presence of organ dysfunction attributed to sepsis without an alternative reason for organ failure; alternative definitions were explored. Main outcome measurement was nosocomial sepsis-attributable fractions, estimated using inversed-weight probabilities methods using generalized mixed model considering time-dependency of sepsis occurrence. Results 3588 patients from 37 hospitals were included. Mean age was 63 years and 48.8% were female at birth. 470 sepsis episodes occurred in 388 patients (311 in cases and 77 in control group), with pneumonia being the most common source of infection (44.3%). Average AF for sepsis mortality was 0.076 (95% CI 0.068–0.084) for medical admissions; 0.043 (95% CI 0.032–0.055) for elective surgical admissions; and 0.036 (95% CI 0.017–0.055) for emergency surgeries. In a time-dependent analysis, AF for sepsis rose linearly for medical admissions, reaching close to 0.12 on day 28; AF plateaued earlier for other admission types (0.04 for elective surgery and 0.07 for urgent surgery). Alternative sepsis definitions yield different estimates. Conclusion The impact of nosocomial sepsis on outcome is more pronounced in medical admissions and tends to increase over time. The results, however, are sensitive to sepsis definitions

Data and R-code from 'Mode of death and mortality risk factors in Amazon trees'. Nature communications. 2020

The carbon sink capacity of tropical forests is substantially affected by tree mortality. However, the main drivers of tropical tree death remain largely unknown. Here we present a pan-Amazonian assessment of how and why trees die, analysing over 120,000 trees representing > 3800 species from 189 long-term RAINFOR forest plots. While tree mortality rates vary greatly Amazon-wide, on average trees are as likely to die standing as they are broken or uprooted—modes of death with different ecological consequences. Species-level growth rate is the single most important predictor of tree death in Amazonia, with faster-growing species being at higher risk. Within species, however, the slowest-growing trees are at greatest risk while the effect of tree size varies across the basin. In the driest Amazonian region species-level bioclimatic distributional patterns also predict the risk of death, suggesting that these forests are experiencing climatic conditions beyond their adaptative limits. These results provide not only a holistic pan-Amazonian picture of tree death but large-scale evidence for the overarching importance of the growth–survival trade-off in driving tropical tree mortality

NEOTROPICAL CARNIVORES: a data set on carnivore distribution in the Neotropics

Mammalian carnivores are considered a key group in maintaining ecological health and can indicate potential ecological integrity in landscapes where they occur. Carnivores also hold high conservation value and their habitat requirements can guide management and conservation plans. The order Carnivora has 84 species from 8 families in the Neotropical region: Canidae; Felidae; Mephitidae; Mustelidae; Otariidae; Phocidae; Procyonidae; and Ursidae. Herein, we include published and unpublished data on native terrestrial Neotropical carnivores (Canidae; Felidae; Mephitidae; Mustelidae; Procyonidae; and Ursidae). NEOTROPICAL CARNIVORES is a publicly available data set that includes 99,605 data entries from 35,511 unique georeferenced coordinates. Detection/non-detection and quantitative data were obtained from 1818 to 2018 by researchers, governmental agencies, non-governmental organizations, and private consultants. Data were collected using several methods including camera trapping, museum collections, roadkill, line transect, and opportunistic records. Literature (peer-reviewed and grey literature) from Portuguese, Spanish and English were incorporated in this compilation. Most of the data set consists of detection data entries (n = 79,343; 79.7%) but also includes non-detection data (n = 20,262; 20.3%). Of those, 43.3% also include count data (n = 43,151). The information available in NEOTROPICAL CARNIVORES will contribute to macroecological, ecological, and conservation questions in multiple spatio-temporal perspectives. As carnivores play key roles in trophic interactions, a better understanding of their distribution and habitat requirements are essential to establish conservation management plans and safeguard the future ecological health of Neotropical ecosystems. Our data paper, combined with other large-scale data sets, has great potential to clarify species distribution and related ecological processes within the Neotropics. There are no copyright restrictions and no restriction for using data from this data paper, as long as the data paper is cited as the source of the information used. We also request that users inform us of how they intend to use the data