Artificial neural networks (ANN): prediction of sensory measurements from instrumental data

The objective of this study was to predict by means of Artificial Neural Network (ANN), multilayer perceptrons, the texture attributes of light cheesecurds perceived by trained judges based on instrumental texture measurements. Inputs to the network were the instrumental texture measurements of light cheesecurd (imitative and fundamental parameters). Output variables were the sensory attributes consistency and spreadability. Nine light cheesecurd formulations composed of different combinations of fat and water were evaluated. The measurements obtained by the instrumental and sensory analyses of these formulations constituted the data set used for training and validation of the network. Network training was performed using a back-propagation algorithm. The network architecture selected was composed of 8-3-9-2 neurons in its layers, which quickly and accurately predicted the sensory texture attributes studied, showing a high correlation between the predicted and experimental values for the validation data set and excellent generalization ability, with a validation RMSE of 0.0506.

Modelling Amazonian forest eddy covariance data: a comparison of big leaf versus sun/shade models for the C-14 tower at Manaus I. Canopy photosynthesis

In this study, we concentrate on modelling gross primary productivity using two simple approaches to simulate canopy photosynthesis: "big leaf" and "sun/shade" models. Two approaches for calibration are used: scaling up of canopy photosynthetic parameters from the leaf to the canopy level and fitting canopy biochemistry to eddy covariance fluxes. Validation of the models is achieved by using eddy covariance data from the LBA site C14. Comparing the performance of both models we conclude that numerically (in terms of goodness of fit) and qualitatively, (in terms of residual response to different environmental variables) sun/shade does a better job. Compared to the sun/shade model, the big leaf model shows a lower goodness of fit and fails to respond to variations in the diffuse fraction, also having skewed responses to temperature and VPD. The separate treatment of sun and shade leaves in combination with the separation of the incoming light into direct beam and diffuse make sun/shade a strong modelling tool that catches more of the observed variability in canopy fluxes as measured by eddy covariance. In conclusion, the sun/shade approach is a relatively simple and effective tool for modelling photosynthetic carbon uptake that could be easily included in many terrestrial carbon models.

Photosynthetic parameters and growth in seedlings of Bertholletia excelsa and Carapa guianensis in response to pre-acclimation to full sunlight and mild water stress

Light and water are important factors that may limit the growth and development of higher plants. The aim of this study was to evaluate photosynthetic parameters and growth in seedlings of Bertholletia excelsa and Carapa guianensis in response to pre-acclimation to full sunlight and mild water stress. I used six independent pre-acclimation treatments (0, 90 (11h15-12h45), 180 (10h30-13h30), 360 (09h00-15h00), 540 (07h30-16h30) and 720 min (06h00-18h00)) varying the time of exposure to full sunlight (PFS) during 30 days, followed by whole-day outdoor exposure for 120 days. Before PFS, the plants were kept in a greenhouse at low light levels (0.8 mol m-2 day-1). The PFS of 0 min corresponded to plants constantly kept under greenhouse conditions. From the beginning to the end of the experiment, each PFS treatment was submitted to two water regimes: moderate water stress (MWS, pre-dawn leaf water potential (ΨL) of -500 to -700 kPa) and without water stress (WWS, ΨL of -300 kPa, soil kept at field capacity). Plants under MWS received only a fraction of the amount of water applied to the well-watered ones. At the end of the 120-day-period under outdoor conditions, I evaluated light saturated photosynthesis (Amax), stomatal conductance (g s), transpiration (E) and plant growth. Both Amax and g s were higher for all plants under the PFS treatment. Stem diameter growth rate and Amax were higher for C. guianensis subjected to MWS than in well-watered plants. The contrary was true for B. excelsa. The growth of seedlings was enhanced by exposure to full sunlight for 180 minutes in both species. However, plants of B. excelsa were sensitive to moderate water stress. The higher photosynthetic rates and faster growth of C. guianensis under full sun and moderate water stress make this species a promissory candidate to be tested in reforestation programs.

Kinetic parameters of soil β-glucosidase response to environmental temperature and moisture regimes

Soil β-glucosidase participates in the final step of cellulose biodegradation. It is significant in the soil C cycle and is used as an indicator of the biological fertility of soil. However, the response of its kinetic parameters to environmental temperature and moisture regimes is not well understood. This study tested the β-glucosidase response in the main agricultural soils (black soil, albic soil, brown soil, and cinnamon soil) of Northeast China. Incubation tests were conducted to measure the kinetic parameters Km, Vmax or Vmax/Km of soil β-glucosidase at environmental temperatures of 10, 20 and 30 ºC and at 10, 20 and 30 % soil moisture content. The insensitive response of the kinetic parameters to temperature changes indicates that soil β-glucosidase was present primarily in immobilized form. The significant response of the kinetic parameters of soil β-glucosidase to soil moisture rather than to environmental temperatures suggests that the catalytic ability of soil β-glucosidase was sensitive to changing soil moisture regimes.

RAPD markers utilization and other parameters in the determination of mango hybrids genitors

Actually mango (Mangifera indica, L.) is considered one of the largest Brazilian fruitbusiness for the export market. Cultivar selection having high fruit quality is a fundamental step to obtain excellent results in this business. A mango breeding program based on intervarietal hybridization may produce new improved cultivars for mango growers. Mango hybrids have been obtained by controlled or open crosses. In the last one, it is important to identify the male parent because it is useful for the genetic cultivar history, thus it is important for planning further improvements. This work presents a parentage test using among others parameters RAPD (Random amplified Polymorphic DNA) markers to estimate the male parent of the selected hybrids in an open cross plot by using five mango cultivars densely planted in a latin square design.

The effect of sun exposure on 25-hydroxyvitamin D concentrations in young healthy subjects living in the city of São Paulo, Brazil

The range of 25-hydroxyvitamin D (25OHD) concentration was determined in a young healthy population based on bone metabolism parameters and environmental and behavioral aspects. We studied 121 healthy young volunteers (49 men, 72 women) living in São Paulo (23º 34' south latitude) belonging to three occupational categories: indoor workers (N = 28), medical school students (N = 44), and resident physicians (N = 49). Fasting morning blood samples were collected once from each volunteer from August 2002 to February 2004, and 25OHD, total calcium, albumin, alkaline phosphatase, phosphorus, creatinine, intact parathyroid hormone, osteocalcin, and type I collagen carboxyterminal telopeptide were measured. Data are reported as means ± SD. Mean subject age was 24.7 ± 2.68 years and mean 25OHD level for the entire group was 78.7 ± 33.1 nM. 25OHD levels were lower (P < 0.05) among resident physicians (67.1 ± 27.0 nM) than among students (81.5 ± 35.8 nM) and workers (94.0 ± 32.6 nM), with the last two categories displaying no difference. Parathyroid hormone was higher (P < 0.05) and osteocalcin was lower (P < 0.05) among resident physicians compared to non-physicians. Solar exposure and frequency of beach outings showed a positive association with 25OHD (P < 0.001), and summer samples presented higher results than winter ones (97.8 ± 33.5 and 62.9 ± 23.5 nM, respectively). To define normal levels, parameters such as occupational activity, seasonality and habits related to solar exposure should be taken into account. Based on these data, we considered concentrations above 74.5 nM to be desired optimal 25OHD levels, which were obtained during the summer for 75% of the non-physicians.

Impact of different drying parameters on color, β-carotene, antioxidant activity and minerals of apricot (Prunus armeniacaL.)

Abstract Apricot is one of the fruits dried by using different methods, such as sun, convective or microwave drying. The effects of drying methods on the components of this fruit differ depending upon the temperature or time parameters. In this research, the impacts of convective, microwave and microwave–convective drying techniques on color, β-carotene, minerals and antioxidant activity of apricots were investigated. The color values (L*, b*,ΔEab, h° and C*ab) of dried fruit were decreased, while the a* values increased. Compared with a fresh sample, the dried apricots showed a 1.4-3.9-fold proportional increase in β-carotene based on the increment of dry matter. The samples dried at high temperature and microwave levels, at 75 °C+90 watt and 75 °C+160 watt, showed lower antioxidant activity. Of the different drying treatments, the microwave-convective method (50 °C+160 watt) obtained a higher β-carotene content while maintaining antioxidant activity with a short drying time.

Análise da freqüência fundamental, jitter, shimmer e intensidade vocal em crianças com transtorno fonológico

O transtorno fonológico é uma alteração de manifestação primária de causa indefinida que torna a fala ininteligível. A análise de parâmetros vocais torna-se importante no processo do diagnóstico deste transtorno, pois distúrbios de voz poderiam interferir na produção dos sons da fala. OBJETIVO: O objetivo deste estudo foi verificar as características vocais relacionadas à intensidade e freqüência fundamental - F0 - e seus índices de perturbação - jitter e shimmer - em crianças com transtorno fonológico. FORMA DE ESTUDO: clínico prospectivo com coorte transversal. MATERIAL E MÉTODO: Foram sujeitos 40 crianças distribuídas em dois grupos: 20 com transtorno fonológico e 20 sem alteração de fala e linguagem. Foram aplicadas provas de fonologia do Teste de Linguagem Infantil ABFW e de fala espontânea. Utilizou-se o Computer Speech Lab, para gravação e análise acústica das vogais /a/, /e/, /i/, por meio dos parâmetros vocais: freqüência fundamental, intensidade, jitter e shimmer. RESULTADOS: F0 - vogal /e/ é menor, em média, para o Grupo com Transtorno Fonológico (126Hz) e 237Hz no Grupo Controle. Para o shimmer e jitter não há evidência de que as médias do Grupo com Transtorno Fonológico sejam diferentes das do Grupo Controle (p= 0,191, p=0,865 respectivamente). Quanto à intensidade, há evidência de que a média diferencia os dois grupos (p= 0,002). CONCLUSÃO: A freqüência da vogal /e/ é menor no Grupo com Transtorno Fonológico. Existe diferença entre grupos para as médias da intensidade das vogais /a/, /e/ e /i/, sendo estas menores no Grupo com Transtorno Fonológico. Não foram encontradas diferenças entre grupos para as médias do jitter e do shimmer.

Estudo da freqüência fundamental da voz de idosas portadoras de diferentes graus de perda auditiva

A deficiência auditiva, dentre outros, é um dos distúrbios mais referidos pela população idosa. Sabe-se que o sistema de feedback auditivo é primordial para o monitoramento dos parâmetros vocais, como a freqüência fundamenta. OBJETIVO: Correlacionar a audição e os valores de F0 (freqüência fundamental) da voz de idosas portadores de diferentes graus de sensibilidade auditiva. FORMA DO ESTUDO: Transversal descritivo. MATERIAL E MÉTODOS: Amostra de 30 idosas, idades média de 76,23, portadoras de audição normal ou perda auditiva neurossensorial descendente simétrica. Foram submetidas a anamnese, avaliação auditiva (audiometria tonal limiar, IPRF e imitanciometria) e avaliação vocal. Os resultados de ambas as avaliações foram correlacionados. RESULTADOS: A F0 da produção vocal de idosas com perda leve (144,44) foi significantemente menor que para perda moderada (160,3), moderadamente severa (188,23) e severa (201,27), tanto utilizando a classificação de grau da perda auditiva para freqüências baixas como altas. CONCLUSÃO: Quanto mais elevado o grau da perda auditiva, maior o valor de freqüência fundamental encontrado.

Implicações do efeito Lombard sobre a intensidade, freqüência fundamental e estabilidade da voz de indivíduos com doença de Parkinson

A Doença de Parkinson afeta o sistema nervoso central resultando em alterações qualitativas da voz que pouco melhoram com o tratamento farmacológico e com a fonoterapia tradicional. Estudos mostram que o mascaramento auditivo leva ao aumento da intensidade da voz em indivíduos normais (Efeito Lombard). OBJETIVO: Avaliar implicações do efeito Lombard sobre a intensidade, freqüência fundamental e estabilidade da voz de indivíduos com doença de Parkinson (N=17). FORMA DE ESTUDO: Estudo clínico e experimental. Material e Métodos: Através de análise acústica, avaliamos as alterações de intensidade e freqüência fundamental, antes e depois da exposição a mascaramento auditivo "white noise", em 40, 70 e 90 dBNS, bem como as variações durante cada emissão e comparamos com um grupo controle (N=16). RESUTADOS: A intensidade de emissão vocal variou de acordo com a intensidade de mascaramento, tendendo a aumento não-linear, ocorrendo também nos grupos Parkinson e controle, não sendo influenciado pelo sexo. A freqüência fundamental da emissão vocal variou, tendendo a aumento não-linear, em ambos os grupos e sexos. Ocorreu melhora da estabilidade, tanto com relação à freqüência quanto à intensidade de emissão vocal. CONCLUSÃO: O Efeito Lombard elevou a intensidade e freqüência fundamental e melhorou a estabilidade da voz desses pacientes.

Evaluation of respiratory parameters in minimally processed lettuce grown under organic or conventional system

The increased preference for minimally processed vegetables has been attributed to the health benefits associated with fresh produce and the demand for ready-to-eat salads. In this paper, lettuce (Lactuca sativa L.) was evaluated for the effects of different cropping systems on the respiratory properties. Lettuce was packaged in low density polyethylene bags and stored in a refrigerator at 4 ºC. The concentration of carbon dioxide and oxygen inside the package was monitored during the storage at zero, three, six, eight, ten and twelve days by gas chromatography. Dry matter variation was measured gravimetrically up to day fourteen of storage. Values of respiratory rate for conventional lettuce increased from day 1 to 3 and remained low, while respiratory rate of the organic lettuce increased three-fold up to day 8, stabilizing at a high level. Variation in dry matter during storage also resulted from differences between the two cultivation systems. The highest content of dry matter was achieved by organic lettuce.

Parameters of electrostatic spraying and its influence on the application efficiency

When the electrostatic spraying is used correctly, it provides advantages over conventional systems, however many factors can affect the system efficiency. Therefore, the objective of this study was to evaluate the charge/mass ratio (Q/M) at different spraying distances (0, 1, 2, 3, 4 and 5 m), and the liquid deposition efficiency on the target. Evaluating the Q/M ratio the Faraday cage method was used and to evaluate the liquid deposition efficiency the artificial targets were positioned longitudinally and transversely to the spray jet. It was found that the spraying distance affects the Q/M ratio, consequently, the liquid deposition efficiency. For the closest distance to the target the Q/M ratio was 4.11 mC kg-1, and at distances of 1, 2, 3, 4 and 5 m, the ratio decreased to 1.38, 0.64, 0.31, 0.17 and 0.005 mC kg-1, respectively. For the liquid deposition, the electrostatic system was affected by the target orientation and spraying distance. The target transversely to the jet of liquid did not improve the liquid deposition, but longitudinally increased the deposition up to 3 meters of distance.

Effects of age on histological parameters of the sweat glands of Nellore cattle

The sweat glands are important in thermoregulation of cattle in a warm environment as they help dissipate heat through evaporation. Studies on gland histology are important to define its secretion potential and the capacity of perspiration and heat removal. The objective of this study was to determine, by histomorphometry, glandular epithelium height, the depth of the gland, length of the glandular portion and number of glands per cm2 of the sweat glands of the three age groups of Nellore cattle. Thirty females were used in this study. They were equally divided into calves, heifers and cows. Histological sections were obtained and analyzed by digital images in Trinocular BX40 Olympus microscope coupled to an Oly - 200 camera, connected to a computer. The images were obtained with microscope with 2x, 4x, 10x and 40x magnification objectives. The measurements were performed using HL Image 97 program. The height of glandular epithelium, depth of the glands, length and density of the glandular portion per cm2 , were all analyzed. The calves showed greater height of the glandular epithelium than heifers (P = 0.0024), and cows (P = 0.0191). The depth of the gland was not influenced by age. Cows had higher length of secretory portion than heifers (P = 0.0379) and calves (P = 0.0077). Heifers had a greater number of sweat glands per cm2 of skin than cows (P = 0.023). In cattle, the height of glandular epithelium and the density decreases as animals get older. On the other hand, the length of the secretor portion increases but with no changes in the depth of the sweat glands

Investimento público em educação fundamental e a qualidade do ensino: uma avaliação regional dos resultados do Fundef

Desde 1998, o financiamento da educação pública fundamental no Brasil está submetido a critérios de vinculação de receitas governamentais regulamentados pelo Fundef (Fundo de Manutenção e Desenvolvimento do Ensino Fundamental e de Valorização do Magistério). Entre os objetivos do fundo está o de garantir recursos mínimos para o investimento público em educação fundamental, assegurando a qualidade do ensino oferecido e, por conseguinte, a melhora na proficiência dos alunos. Com base nos dados de volume de recursos investidos no ensino fundamental via Fundef e nos resultados das Saebs (sinopses estatísticas da educação básica), este artigo analisa os efeitos dessa política pública sobre o desempenho dos alunos da rede pública de ensino fundamental brasileira. Os resultados apontam a importância do aporte financeiro e da qualificação do magistério para o aperfeiçoamento da qualidade da educação pública.