867 resultados para LINEAR-REGRESSION MODELS


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Non-Technical Summary Seafood CRC Project 2009/774. Harvest strategy evaluations and co-management for the Moreton Bay Trawl Fishery Principal Investigator: Dr Tony Courtney, Principal Fisheries Biologist Fisheries and Aquaculture, Agri-Science Queensland Department of Agriculture, Fisheries and Forestry Level B1, Ecosciences Precinct, Joe Baker St, Dutton Park, Queensland 4102 Email: tony.courtney@daff.qld.gov.au Project objectives: 1. Review the literature and data (i.e., economic, biological and logbook) relevant to the Moreton Bay trawl fishery. 2. Identify and prioritise management objectives for the Moreton Bay trawl fishery, as identified by the trawl fishers. 3. Undertake an economic analysis of Moreton Bay trawl fishery. 4. Quantify long-term changes to fishing power for the Moreton Bay trawl fishery. 5. Assess priority harvest strategies identified in 2 (above). Present results to, and discuss results with, Moreton Bay Seafood Industry Association (MBSIA), fishers and Fisheries Queensland. Note: Additional, specific objectives for 2 (above) were developed by fishers and the MBSIA after commencement of the project. These are presented in detail in section 5 (below). The project was an initiative of the MBSIA, primarily in response to falling profitability in the Moreton Bay prawn trawl fishery. The analyses were undertaken by a consortium of DAFF, CSIRO and University of Queensland researchers. This report adopted the Australian Standard Fish Names (http://www.fishnames.com.au/). Trends in catch and effort The Moreton Bay otter trawl fishery is a multispecies fishery, with the majority of the catch composed of Greasyback Prawns (Metapenaeus bennettae), Brown Tiger Prawns (Penaeus esculentus), Eastern King Prawns (Melicertus plebejus), squid (Uroteuthis spp., Sepioteuthis spp.), Banana Prawns (Fenneropenaeus merguiensis), Endeavour Prawns (Metapenaeus ensis, Metapenaeus endeavouri) and Moreton Bay bugs (Thenus parindicus). Other commercially important byproduct includes blue swimmer crabs (Portunus armatus), three-spot crabs (Portunus sanguinolentus), cuttlefish (Sepia spp.) and mantis shrimp (Oratosquilla spp.). Logbook catch and effort data show that total annual reported catch of prawns from the Moreton Bay otter trawl fishery has declined to 315 t in 2008 from a maximum of 901 t in 1990. The number of active licensed vessels participating in the fishery has also declined from 207 in 1991 to 57 in 2010. Similarly, fishing effort has fallen from a peak of 13,312 boat-days in 1999 to 3817 boat-days in 2008 – a 71% reduction. The declines in catch and effort are largely attributed to reduced profitability in the fishery due to increased operational costs and depressed prawn prices. The low prawn prices appear to be attributed to Australian aquacultured prawns and imported aquacultured vannamei prawns, displacing the markets for trawl-caught prawns, especially small species such as Greasyback Prawns which traditionally dominated landings in Moreton Bay. In recent years, the relatively high Australian dollar has resulted in reduced exports of Australian wild-caught prawns. This has increased supply on the domestic market which has also suppressed price increases. Since 2002, Brown Tiger Prawns have dominated annual reported landings in the Moreton Bay fishery. While total catch and effort in the bay have declined to historically low levels, the annual catch and catch rates of Brown Tiger Prawns have been at record highs in recent years. This appears to be at least partially attributed to the tiger prawn stock having recovered from excessive effort in previous decades. The total annual value of the Moreton Bay trawl fishery catch, including byproduct, is about $5 million, of which Brown Tiger Prawns account for about $2 million. Eastern King Prawns make up about 10% of the catch and are mainly caught in the bay from October to December as they migrate to offshore waters outside the bay where they contribute to a large mono-specific trawl fishery. Some of the Eastern King Prawns harvested in Moreton Bay may be growth overfished (i.e., caught below the size required to maximise yield or value), although the optimum size-at-capture was not determined in this study. Banana Prawns typically make up about 5% of the catch, but can exceed 20%, particularly following heavy rainfall. Economic analysis of the fishery From the economic survey, cash profits were, on average, positive for both fleet segments in both years of the survey. However, after the opportunity cost of capital and depreciation were taken into account, the residual owner-operator income was relatively low, and substantially lower than the average share of revenue paid to employed skippers. Consequently, owner-operators were earning less than their opportunity cost of their labour, suggesting that the fleets were economically unviable in the longer term. The M2 licensed fleet were, on average, earning similar boat cash profits as the T1/M1 fleet, although after the higher capital costs were accounted for the T1/M1 boats were earning substantially lower returns to owner-operator labour. The mean technical efficiency for the fleet as a whole was estimated to be 0.67. That is, on average, the boats were only catching 67 per cent of what was possible given their level of inputs (hours fished and hull units). Almost one-quarter of observations had efficiency scores above 0.8, suggesting a substantial proportion of the fleet are relatively efficient, but some are also relatively inefficient. Both fleets had similar efficiency distributions, with median technical efficiency score of 0.71 and 0.67 for the M2 and T1/M1 boats respectively. These scores are reasonably consistent with other studies of prawn trawl fleets in Australia, although higher average efficiency scores were found in the NSW prawn trawl fleet. From the inefficiency model, several factors were found to significantly influence vessel efficiency. These included the number of years of experience as skipper, the number of generations that the skipper’s family had been fishing and the number of years schooling. Skippers with more schooling were significantly more efficient than skippers with lower levels of schooling, consistent with other studies. Skippers who had been fishing longer were, in fact, less efficient than newer skippers. However, this was mitigated in the case of skippers whose family had been involved in fishing for several generations, consistent with other studies and suggesting that skill was passed through by families over successive generations. Both the linear and log-linear regression models of total fishing effort against the marginal profit per hour performed reasonably well, explaining between 70 and 84 per cent of the variation in fishing effort. As the models had different dependent variables (one logged and the other not logged) this is not a good basis for model choice. A better comparator is the square root of the mean square error (SMSE) expressed as a percentage of the mean total effort. On this criterion, both models performed very similarly. The linear model suggests that each additional dollar of average profits per hour in the fishery increases total effort by around 26 hours each month. From the log linear model, each percentage increase in profits per hour increases total fishing effort by 0.13 per cent. Both models indicate that economic performance is a key driver of fishing effort in the fishery. The effect of removing the boat-replacement policy is to increase individual vessel profitability, catch and effort, but the overall increase in catch is less than that removed by the boats that must exit the fishery. That is, the smaller fleet (in terms of boat numbers) is more profitable but the overall catch is not expected to be greater than before. This assumes, however, that active boats are removed, and that these were also taking an average level of catch. If inactive boats are removed, then catch of the remaining group as a whole could increase by between 14 and 17 per cent depending on the degree to which costs are reduced with the new boats. This is still substantially lower than historical levels of catch by the fleet. Fishing power analyses An analysis of logbook data from 1988 to 2010, and survey information on fishing gear, was performed to estimate the long-term variation in the fleet’s ability to catch prawns (known as fishing power) and to derive abundance estimates of the three most commercially important prawn species (i.e., Brown Tiger, Eastern King and Greasyback Prawns). Generalised linear models were used to explain the variation in catch as a function of effort (i.e., hours fished per day), vessel and gear characteristics, onboard technologies, population abundance and environmental factors. This analysis estimated that fishing power associated with Brown Tiger and Eastern King Prawns increased over the past 20 years by 10–30% and declined by approximately 10% for greasybacks. The density of tiger prawns was estimated to have almost tripled from around 0.5 kg per hectare in 1988 to 1.5 kg/ha in 2010. The density of Eastern King Prawns was estimated to have fluctuated between 1 and 2 kg per hectare over this time period, without any noticeable overall trend, while Greasyback Prawn densities were estimated to have fluctuated between 2 and 6 kg per hectare, also without any distinctive trend. A model of tiger prawn catches was developed to evaluate the impact of fishing on prawn survival rates in Moreton Bay. The model was fitted to logbook data using the maximum-likelihood method to provide estimates of the natural mortality rate (0.038 and 0.062 per week) and catchability (which can be defined as the proportion of the fished population that is removed by one unit of effort, in this case, estimated to be 2.5 ± 0.4 E-04 per boat-day). This approach provided a method for industry and scientists to develop together a realistic model of the dynamics of the fishery. Several aspects need to be developed further to make this model acceptable to industry. Firstly, there is considerable evidence to suggest that temperature influences prawn catchability. This ecological effect should be incorporated before developing meaningful harvest strategies. Secondly, total effort has to be allocated between each species. Such allocation of effort could be included in the model by estimating several catchability coefficients. Nevertheless, the work presented in this report is a stepping stone towards estimating essential fishery parameters and developing representative mathematical models required to evaluate harvest strategies. Developing a method that allowed an effective discussion between industry, management and scientists took longer than anticipated. As a result, harvest strategy evaluations were preliminary and only included the most valuable species in the fishery, Brown Tiger Prawns. Additional analyses and data collection, including information on catch composition from field sampling, migration rates and recruitment, would improve the modelling. Harvest strategy evaluations As the harvest strategy evaluations are preliminary, the following results should not be adopted for management purposes until more thorough evaluations are performed. The effects, of closing the fishery for one calendar month, on the annual catch and value of Brown Tiger Prawns were investigated. Each of the 12 months (i.e., January to December) was evaluated. The results were compared against historical records to determine the magnitude of gain or loss associated with the closure. Uncertainty regarding the trawl selectivity was addressed using two selectivity curves, one with a weight at 50% selection (S50%) of 7 g, based on research data, and a second with S50% of 14 g, put forward by industry. In both cases, it was concluded that any monthly closure after February would not be beneficial to the industry. The magnitude of the benefit of closing the fishery in either January or February was sensitive to which mesh selectivity curve that was assumed, with greater benefit achieved when the smaller selectivity curve (i.e., S50% = 7 g) was assumed. Using the smaller selectivity (S50% = 7 g), the expected increase in catch value was 10–20% which equates to $200,000 to $400,000 annually, while the larger selectivity curve (S50% = 14 g) suggested catch value would be improved by 5–10%, or $100,000 to $200,000. The harvest strategy evaluations showed that greater benefits, in the order of 30–60% increases in the tiger annual catch value, could have been obtained by closing the fishery early in the year when annual effort levels were high (i.e., > 10,000 boat-days). In recent years, as effort levels have declined (i.e., ~4000 boat-days annually), expected benefits from such closures are more modest. In essence, temporal closures offer greater benefit when fishing mortality rates are high. A spatial analysis of Brown Tiger Prawn catch and effort was also undertaken to obtain a better understanding of the prawn population dynamics. This indicated that, to improve profitability of the fishery, fishers could consider closing the fishery in the period from June to October, which is already a period of low profitability. This would protect the Brown Tiger Prawn spawning stock, increase catch rates of all species in the lucrative pre-Christmas period (November–December), and provide fishers with time to do vessel maintenance, arrange markets for the next season’s harvest, and, if they wish, work at other jobs. The analysis found that the instantaneous rate of total mortality (Z) for the March–June period did not vary significantly over the last two decades. As the Brown Tiger Prawn population in Moreton Bay has clearly increased over this time period, an interesting conclusion is that the instantaneous rate of natural mortality (M) must have increased, suggesting that tiger prawn natural mortality may be density-dependent at this time of year. Mortality rates of tiger prawns for June–October were found to have decreased over the last two decades, which has probably had a positive effect on spawning stocks in the October–November spawning period. Abiotic effects on the prawns The influence of air temperature, rainfall, freshwater flow, the southern oscillation index (SOI) and lunar phase on the catch rates of the four main prawn species were investigated. The analyses were based on over 200,000 daily logbook catch records over 23 years (i.e., 1988–2010). Freshwater flow was more influential than rainfall and SOI, and of the various sources of flow, the Brisbane River has the greatest volume and influence on Moreton Bay prawn catches. A number of time-lags were also considered. Flow in the preceding month prior to catch (i.e., 30 days prior, Logflow1_30) and two months prior (31–60 days prior, Logflow31_60) had strong positive effects on Banana Prawn catch rates. Average air temperature in the preceding 4-6 months (Temp121_180) also had a large positive effect on Banana Prawn catch rates. Flow in the month immediately preceding catch (Logflow1_30) had a strong positive influence on Greasyback Prawn catch rates. Air temperature in the preceding two months prior to catch (Temp1_60) had a large positive effect on Brown Tiger Prawn catch rates. No obvious or marked effects were detected for Eastern King Prawns, although interestingly, catch rates declined with increasing air temperature 4–6 months prior to catch. As most Eastern King Prawn catches in Moreton Bay occur in October to December, the results suggest catch rates decline with increasing winter temperatures. In most cases, the prawn catch rates declined with the waxing lunar phase (high luminance/full moon), and increased with the waning moon (low luminance/new moon). The SOI explains little additional variation in prawn catch rates (~ <2%), although its influence was higher for Banana Prawns. Extrapolating findings of the analyses to long-term climate change effects should be interpreted with caution. That said, the results are consistent with likely increases in abundance in the region for the two tropical species, Banana Prawns and Brown Tiger Prawns, as coastal temperatures rise. Conversely, declines in abundance could be expected for the two temperate species, Greasyback and Eastern King Prawns. Corporate management structures An examination of alternative governance systems was requested by the industry at one of the early meetings, particularly systems that may give them greater autonomy in decision making as well as help improve the marketing of their product. Consequently, a review of alternative management systems was undertaken, with a particular focus on the potential for self-management of small fisheries (small in terms of number of participants) and corporate management. The review looks at systems that have been implemented or proposed for other small fisheries internationally, with a particular focus on self-management as well as the potential benefits and challenges for corporate management. This review also highlighted particular opportunities for the Moreton Bay prawn fishery. Corporate management differs from other co-management and even self-management arrangements in that ‘ownership’ of the fishery is devolved to a company in which fishers and government are shareholders. The company manages the fishery as well as coordinates marketing to ensure that the best prices are received and that the catch taken meets the demands of the market. Coordinated harvesting will also result in increased profits, which are returned to fishers in the form of dividends. Corporate management offers many of the potential benefits of an individual quota system without formally implementing such a system. A corporate management model offers an advantage over a self-management model in that it can coordinate both marketing and management to take advantage of this unique geographical advantage. For such a system to be successful, the fishery needs to be relatively small and self- contained. Small in this sense is in terms of number of operators. The Moreton Bay prawn fishery satisfies these key conditions for a successful self-management and potentially corporate management system. The fishery is small both in terms of number of participants and geography. Unlike other fisheries that have progressed down the self-management route, the key market for the product from the Moreton Bay fishery is right at its doorstep. Corporate management also presents a number of challenges. First, it will require changes in the way fishers operate. In particular, the decision on when to fish and what to catch will be taken away from the individual and decided by the collective. Problems will develop if individuals do not join the corporation but continue to fish and market their own product separately. While this may seem an attractive option to fishers who believe they can do better independently, this is likely to be just a short- term advantage with an overall long-run cost to themselves as well as the rest of the industry. There are also a number of other areas that need further consideration, particularly in relation to the allocation of shares, including who should be allocated shares (e.g. just boat owners or also some employed skippers). Similarly, how harvesting activity is to be allocated by the corporation to the fishers. These are largely issues that cannot be answered without substantial consultation with those likely to be affected, and these groups cannot give these issues serious consideration until the point at which they are likely to become a reality. Given the current structure and complexity of the fishery, it is unlikely that such a management structure will be feasible in the short term. However, the fishery is a prime candidate for such a model, and development of such a management structure in the future should be considered as an option for the longer term.

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We determined the association of cord blood 25-hydroxyvitamin D [25(OH)D] with birth weight and the risk of small for gestational age (SGA). As part of the China-Anhui Birth Cohort (C-ABC) study, we measured cord blood levels of 25(OH)D in 1491 neonates in Hefei, China. The data on maternal sociodemographic characteristics, health status, lifestyle, birth outcomes were prospectively collected. Multiple regression models were used to estimate the association of 25(OH)D levels with birth weight and the risk of SGA. Compared with neonates in the lowest decile of cord blood 25(OH)D levels, neonates in four deciles (the fourth, fifth, sixth and seventh deciles) had significantly increased birth weight and decreased risk of SGA. Multiple linear regression models showed that per 10 nmol/L increase in cord blood 25(OH)D, birth weight increased by 61.0 g (95% CI: 31.9, 89.9) at concentrations less than 40 nmol/L, and then decreased by 68.5 g (95% CI: −110.5, −26.6) at concentrations from 40 to 70 nmol/L. This study provides the first epidemiological evidence that there was an inverted U shaped relationship between neonatal vitamin D status and fetal growth, and the risk of SGA reduced at moderate concentration.

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To investigate the risk of hyperuricemia in relation to Perfluoroalkyl substances (PFASs) in children from Taiwan, 225 Taiwanese children aged 12-15 years were recruited from 2009 to 2010. Linear and logistic regression models were employed to examine the influence of PFASs on serum uric acid levels. Findings revealed that eight of ten PFASs analyses were detected in > 94% of the participants' serum samples. Multivariate linear regression models revealed that perfluorooctanic acid (PFOA) was positively associated with serum uric acid levels (β=0.1463, p<0.05). Of all the PFASs analyses, only PFOA showed a significant effect on elevated levels of hyperuricemia (aOR=2.16, 95%CI: 1.29-3.61). When stratified by gender, the association between serum PFOA and uric acid levels was only evident among boys (aOR=2.76, 95%CI: 1.37-5.56). In conclusion, PFOA was found to be associated with elevated serum levels of uric acid in Taiwanese children, especially boys. Further research is needed to elucidate these links.

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O mercado de capitais brasileiro se caracteriza pela alta concentração de poder nas mãos de poucos acionistas controladores. No Brasil, a existência de ações preferenciais sem direito a voto enseja o surgimento de conflito de agência entre acionistas controladores e acionistas minoritários, agravado pelo fato de que o controle pode ser exercido com uma participação relativamente pequena sobre o total de ações emitidas pelas companhias. A concentração de propriedade permitiria a possibilidade de expropriação dos direitos dos minoritários. Diversos estudos empíricos vêm sendo realizados ao longo dos últimos anos com o objetivo de avaliar a influência da estrutura de propriedade das ações sobre o valor de mercado das companhias. Nesse contexto, o presente trabalho pretende trazer novas contribuições, com ênfase na participação de ações preferenciais na estrutura de propriedade. Neste trabalho, usando uma amostra de empresas de capital aberto negociadas na BM&FBOVESPA, a partir de teste de diferença de médias, rejeita-se a hipótese de igualdade de valor entre empresas que só possuem ações ON em sua estrutura de propriedade, em relação às que possuem ambos os tipos, ON e PN. Em continuidade, usando modelos de regressão linear, encontra-se relação negativa estatisticamente significativa entre valor de mercado das empresas e variável utilizada para caracterizar a estrutura de propriedade, especificamente, a diferença entre o percentual de participação dos acionistas não controladores no total de ações PN e o percentual de participação dos acionistas controladores no total de ações PN.

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Este trabalho investigou a formação científica brasileira a partir dos dados do PISA 2006. O PISA - Programa Internacional de Avaliação dos Estudantes - é um programa internacional de avaliação comparada, aplicado a uma amostra de estudantes de 15 anos de idade. O ensino adequado de ciências estimula o raciocínio lógico e a curiosidade, ajuda a formar cidadãos mais aptos a enfrentar os desafios da sociedade contemporânea e fortalece a democracia, dando à população, em geral, melhores condições para participar dos debates cada vez mais comuns sobre temas científicos que afetam nosso cotidiano. Partindo da importância e pertinência de se discutir a formação científica brasileira e fazendo uso dos dados do PISA 2006, buscou-se responder a três questões: (a) qual a percepção dos alunos brasileiros que participaram do PISA 2006 sobre Ciências? (b) como o Brasil se situa no contexto internacional no que se refere às competências científicas priorizadas por esta avaliação? (c) que características dos estudantes estão associadas aos seus resultados no teste de Ciências aplicado pelo PISA 2006? Para a realização do estudo, conduzimos nossas análises baseando-nos em duas lógicas principais: descrição (estatística univariada e bivariada) e explicação (teste de modelos de regressão linear). Os resultados indicam que os alunos brasileiros tem relativo interesse pela Ciência, no entanto apresentam uma visão bastante estereotipada e demonstram não associá-la a si. Aparentemente, a ciência tem relação com fenômenos que estão muito além da compreensão e configura-se em algo abstrato que não está diretamente ligado aos alunos brasileiros. Estes apontam a escola como principal fonte de aprendizagem de tópicos relacionados a Ciência, porém, a escola parece não converter o potencial interesse dos alunos por Ciências em letramento científico. O Brasil ocupa a 52 posição entre os 57 países participantes e está alocado no nível mais baixo de desempenho do PISA 2006. Entre os principais aspectos que impactam significativamente os resultados dos alunos brasileiros no programa estão a Rede de Ensino, o Atraso Escolar, o Nível Socioeconômico e o Nível de Escolaridade dos Pais.

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O excesso de peso tem sido cada vez mais reconhecido como um importante problema de saúde entre os adolescentes. Para identificar seus fatores de risco, recentemente, alguns pesquisadores têm incorporando fatores psicossociais em modelos explicativos, incluindo a violência familiar na infância. No entanto, a questão ainda é pouco explorada na literatura, sendo este o primeiro estudo nacional sobre o assunto. O objetivo deste estudo foi avaliar se a violência na infância é um fator de risco para o excesso de peso na adolescência. Para isso, foi realizado, em 2010, um estudo transversal (linha de base do Estudo Longitudinal de Avaliação Nutricional de Adolescentes / ELANA) com 1014 adolescentes entre 13 a 19 anos de idade pertencentes ao 1 ano do ensino médio de duas escolas públicas e quatro escolas particulares, localizadas na cidade e na região metropolitana do Rio de Janeiro. O estado nutricional foi avaliado pelo índice de massa corporal (IMC) e a violência familiar na infância por meio do Childhood Trauma Questionnaire (CTQ). Modelos hierarquizados de regressão linear múltipla foram utilizados nas análises. Dos 1014 adolescentes, 53,4% eram do sexo feminino e 50,2% estudavam em escola pública. A prevalência de excesso de peso foi de 26,7%. De acordo com o modelo multivariado, houve uma menor tendência ao excesso de peso na adolescência entre os meninos que sofreram violência do tipo negligência física na infância (β=0,196, 95% CI: 0,346; 0,045, p < 0,011), e de acordo com o aumento da idade para todas as dimensões da violência aferida pelo CTQ (estimativas variaram de 0,136 a 0,126, p < 0.002). O risco de excesso de peso foi maior entre os adolescentes cujos pais apresentavam excesso de peso. Estimativas das variáveis de IMC para mães e pais variaram de 0,065 a 0,066 (p < 0,001) e 0,051 a 0,053 (p < 0,001), respectivamente. Conclui-se que a exposição à violência na infância parece não estar associada com o excesso de peso na adolescência. Foi notada uma tendência de redução do índice de massa corporal em adolescentes do sexo masculino que foram vítimas de negligência física na infância.

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A tese descreve a ingestão de nutrientes segundo variáveis demográficas e socioeconômicas em adultos brasileiros, com base nos dados da primeira avaliação nacional do consumo alimentar individual, o Inquérito Nacional de Alimentação (INA), realizado entre 2008 e 2009. Um total de 34.003 indivíduos com pelo menos 10 anos de idade participaram do estudo. O presente estudo incluiu 21.003 indivíduos adultos, de 20 a 59 anos de idade, com exceção das mulheres gestantes e lactantes (n=1.065). O consumo alimentar individual foi estimado utilizando dois dias de registros alimentares não consecutivos. O consumo usual de nutrientes foi estimado pelo método do National Cancer Institute que permitiu a correção da variabilidade intraindividual. As prevalências de ingestão inadequada de nutrientes foram estimadas segundo o sexo e faixas etárias utilizando o método da necessidade média estimada como ponte de corte. A inadequação de sódio foi avaliada pelo consumo acima do nível de ingestão máximo tolerável. Os resultados são apresentados na forma de dois artigos. No primeiro artigo, estimaram-se as prevalências de inadequação segundo as cinco grandes regiões (Norte, Nordeste, Sudeste, Sul e Centro-Oeste) e a situação do domicílio (urbano e rural). Observaram-se prevalências de inadequação maiores ou iguais a 70% para cálcio entre os homens e magnésio, vitamina A, sódio em ambos os sexos. Prevalências maiores ou iguais a 90% foram encontradas para cálcio entre as mulheres e vitaminas D e E em ambos os sexos. No geral, os grupos com maior risco de inadequação de micronutrientes foram as mulheres e os que residem na área rural e na região Nordeste. No segundo artigo, estimaram-se as prevalências de inadequação do consumo segundo renda e escolaridade. A renda foi caracterizada pela renda mensal familiar per capita e a escolaridade definida pelo número de anos completos de estudo. Ambas variáveis foram categorizadas em quartis. Modelos de regressão linear simples e mutuamente ajustados foram estimados para verificar a associação independente entre o consumo de nutrientes e as variáveis socioeconômicas. Foram testadas as interações entre renda e escolaridade. Verificou-se que a inadequação da maioria dos nutrientes diminuiu com o aumento da renda e escolaridade; porém, o consumo excessivo de gordura saturada e o baixo consumo de fibra aumentaram com ambas variáveis. Grande parte dos nutrientes foi independentemente associada à renda e escolaridade, contudo, o consumo de ferro, vitamina B12 e sódio entre mulheres foi associado somente com a educação. Observou-se interação entre renda e escolaridade na associação com o consumo de sódio em homens, fósforo em mulheres e cálcio em ambos os sexos. Os achados indicam que melhorar a educação é um passo importante na melhoria do consumo de nutrientes no Brasil, além da necessidade de formulação de estratégias econômicas que permitam que indivíduos de baixa renda adotem uma dieta saudável. Nossos resultados mostram também um grande desafio das ações de saúde pública na área de nutrição, com importantes inadequações de consumo em toda população adulta brasileira e particularmente em grupos populacionais e regiões mais vulneráveis do país.

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O propósito da tese é analisar em que circunstâncias presidentes brasileiros recorrem a mecanismos de controle político sobre a burocracia pública. O argumento central é que o recurso presidencial a nomeações políticas, decretos regulamentares detalhados e criação de órgãos públicos centralizados na Presidência deverá variar em função de fatores políticos e características das coalizões de governo. Por meio de nomeações políticas, presidentes podem monitorar o comportamento de servidores públicos sob a influência indesejada de ministros do gabinete. Com decretos regulamentares detalhados podem reduzir a autonomia decisória de servidores públicos na interpretação de leis vagas. Por fim, por meio da criação de órgãos públicos centralizados na Presidência, podem gerar condições mais favoráveis ao futuro controle da burocracia pública. O propósito da tese será desdobrado em três problemas de pesquisa, com desenhos orientados para variáveis. O primeiro, desenvolvido no primeiro capítulo, aborda como a heterogeneidade política da coalizão afeta o controle presidencial sobre a burocracia pública por meio de nomeações políticas. O segundo problema, discutido no capítulo seguinte, analisa como a rotatividade ministerial e a demanda pela implementação interministerial de uma mesma lei afetam o grau de detalhamento de decretos regulamentares. Por fim, o terceiro problema de pesquisa, abordado no último capítulo, avalia como a composição heterogênea dos gabinetes afeta a criação de burocracias centralizadas na Presidência da República. Por meio de métodos estatísticos, foram estimados modelos de regressão linear multivariada a fim de analisar os determinantes 1. das nomeações políticas e 2. do grau de detalhamento dos decretos regulamentares, bem como modelos de regressão logística binária para avaliar a probabilidade de centralização presidencial na criação de órgãos públicos. A politização da burocracia federal tende a aumentar quando o conflito entre parceiros da coalizão é maior, uma alternativa presidencial às orientações ministeriais indesejadas sobre a burocracia pública. Decretos regulamentares tendem a ser mais detalhados quando ministérios são mais voláteis e quando há implementação interministerial, uma alternativa presidencial à autonomia da burocracia pública. Por fim, a centralização tende a crescer quando o conflito de políticas entre presidente e ministros é maior, uma saída às orientações ministeriais nocivas às preferências do presidente.

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Processos de produção precisam ser avaliados continuamente para que funcionem de modo mais eficaz e eficiente possível. Um conjunto de ferramentas utilizado para tal finalidade é denominado controle estatístico de processos (CEP). Através de ferramentas do CEP, o monitoramento pode ser realizado periodicamente. A ferramenta mais importante do CEP é o gráfico de controle. Nesta tese, foca-se no monitoramento de uma variável resposta, por meio dos parâmetros ou coeficientes de um modelo de regressão linear simples. Propõe-se gráficos de controle χ2 adaptativos para o monitoramento dos coeficientes do modelo de regressão linear simples. Mais especificamente, são desenvolvidos sete gráficos de controle χ2 adaptativos para o monitoramento de perfis lineares, a saber: gráfico com tamanho de amostra variável; intervalo de amostragem variável; limites de controle e de advertência variáveis; tamanho de amostra e intervalo de amostragem variáveis; tamanho de amostra e limites variáveis; intervalo de amostragem e limites variáveis e por fim, com todos os parâmetros de projeto variáveis. Medidas de desempenho dos gráficos propostos foram obtidas através de propriedades de cadeia de Markov, tanto para a situação zero-state como para a steady-state, verificando-se uma diminuição do tempo médio até um sinal no caso de desvios pequenos a moderados nos coeficientes do modelo de regressão do processo de produção. Os gráficos propostos foram aplicados a um exemplo de um processo de fabricação de semicondutores. Além disso, uma análise de sensibilidade dos mesmos é feita em função de desvios de diferentes magnitudes nos parâmetros do processo, a saber, no intercepto e na inclinação, comparando-se o desempenho entre os gráficos desenvolvidos e também com o gráfico χ2 com parâmetros fixos. Os gráficos propostos nesta tese são adequados para vários tipos de aplicações. Neste trabalho também foi considerado características de qualidade as quais são representadas por um modelo de regressão não-linear. Para o modelo de regressão não-linear considerado, a proposta é utilizar um método que divide o perfil não-linear em partes lineares, mais especificamente, um algoritmo para este fim, proposto na literatura, foi utilizado. Desta forma, foi possível validar a técnica proposta, mostrando que a mesma é robusta no sentido que permite tipos diferentes de perfis não-lineares. Aproxima-se, portanto um perfil não-linear por perfis lineares por partes, o que proporciona o monitoramento de cada perfil linear por gráficos de controle, como os gráficos de controle desenvolvidos nesta tese. Ademais apresenta-se a metodologia de decompor um perfil não-linear em partes lineares de forma detalhada e completa, abrindo espaço para ampla utilização.

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O objetivo deste estudo foi investigar os mecanismos de variabilidade da pressão arterial sistólica batimento-a-batimento através da análise espectral do componente de baixa frequência da variabilidade da pressão arterial sistólica, de medidas de velocidade da onda de pulso e de análise da pressão de incremento em idosos normotensos e hipertensos em tratamento anti-hipertensivo. Adicionalmente, investigamos a associação da variabilidade da pressão arterial com a espessura médio-intimal carotídea. Também investigamos a associação entre variabilidade da pressão arterial batimento-a-batimento e da frequência cardíaca com desempenho cognitivo. A pressão arterial foi medida continuamente através de fotopletismografia em posição supina e semi-ereta passiva. A variabilidade da pressão arterial foi estimada pelo desvio padrão das medidas batimento-a-batimento. Medidas de velocidade de onda de pulso, de pressão de incremento e ultrassonografia das artérias carótidas para medidas da espessura médio-intimal foram realizadas. O componente de baixa frequência da variabilidade da pressão arterial sistólica em posição supina e semi-ereta apresentou uma associação positiva independente coma variabilidade nos modelos de regressão linear múltipla ajustado pela velocidade de onda de pulso ou pela pressão de incremento.O componente de baixa frequência do barorreflexo em posição supina apresentou uma associação negativa independente com a variabilidade da pressão arterial sistólica e nos mesmos modelos. Não foi demonstrada associação entre a variabilidade da pressão arterial sistólica com espessura médio-intimal das artérias carótidas. Não foi demonstrada associação da variabilidade da pressão arterial sistólica batimento-a-batimento ou da frequência cardíaca com desempenho cognitivo global. Foi demonstrada associação positiva e independente do componente de baixa frequência do espectro de variabilidade da pressão arterial e da frequência cardíaca com domínios cognitivos relacionados ao lobo frontal. Em conclusão, a modulação simpática do tono vascular arterial, a função vascular miogênica e a desregulação do barorreflexo correlacionam-se com a variabilidade da pressão arterial batimento-a-batimento, o que não foi observado em relação `a rigidez arterial,pressão de incremento eespessura médio-intimal carotídea. A variabilidade da pressão arterial sistólica e da frequência cardíaca não apresentaram correlação com o desempenho cognitivo global, mas apresentaram associação positiva e independente com escores de função executiva.

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Linear regression models are constructed to predict seasonal runoff by fitting streamflow to temperature, precipitation, and snow water content across a range of elevations. The models are quite successful in capturing the differences in discharge between different elevation watersheds and their interannual variations. This exercise thus provides insight into seasonal changes in streamflow at different elevation watersheds that might occur under a changed climate.

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© 2015 Human Kinetics, Inc.Background: Young children's physical activity (PA) is influenced by their child care environment. This study assessed PA practices in centers from Massachusetts (MA) and Rhode Island (RI), compared them to best practice recommendations, and assessed differences between states and center profit status. We also assessed weather-related practices. Methods: Sixty percent of MA and 54% of RI directors returned a survey, for a total of 254. Recommendations were 1) daily outdoor play, 2) providing outdoor play area, 3) limiting fixed play structures, 4) variety of portable play equipment, and 5) providing indoor play area. We fit multivariable linear regression models to examine adjusted associations between state, profit status, PA, and weather-related practices. Results: MA did not differ from RI in meeting PA recommendations (β = 0.03; 0.15, 0.21; P = .72), but MA centers scored higher on weather-related practices (β = 0.47; 0.16, 0.79; P = .004). For-profit centers had lower PA scores compared with nonprofits (β = -0.20; 95% CI: -0.38, -0.02; P = .03), but they did not differ for weather (β = 0.12; -0.19, 0.44; P = .44). Conclusions: More MA centers allowed children outside in light rain or snow. For-profit centers had more equipment-both fixed and portable. Results from this study may help inform interventions to increase PA in children.

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© 2016, Serdi and Springer-Verlag France.Objectives: The association between cognitive function and cholesterol levels is poorly understood and inconsistent results exist among the elderly. The purpose of this study is to investigate the association of cholesterol level with cognitive performance among Chinese elderly. Design: A cross-sectional study was implemented in 2012 and data were analyzed using generalized additive models, linear regression models and logistic regression models. Setting: Community-based setting in eight longevity areas in China. Subjects: A total of 2000 elderly aged 65 years and over (mean 85.8±12.0 years) participated in this study. Measurements: Total cholesterol (TC), triglycerides (TG), low density lipoprotein cholesterol (LDL-C) and high density lipoprotein cholesterol (HDL-C) concentration were determined and cognitive impairment was defined as Mini-Mental State Examination (MMSE) score≤23. Results: There was a significant positive linear association between TC, TG, LDL-C, HDL-C and MMSE score in linear regression models. Each 1 mmol/L increase in TC, TG, LDL-C and HDL-C corresponded to a decreased risk of cognitive impairment in logistic regression models. Compared with the lowest tertile, the highest tertile of TC, LDL-C and HDL-C had a lower risk of cognitive impairment. The adjusted odds ratios and 95% CI were 0.73(0.62–0.84) for TC, 0.81(0.70–0.94) for LDL-C and 0.81(0.70–0.94) for HDL-C. There was no gender difference in the protective effects of high TC and LDL-C levels on cognitive impairment. However, for high HDL-C levels the effect was only observed in women. High TC, LDL-C and HDL-C levels were associated with lower risk of cognitive impairment in the oldest old (aged 80 and older), but not in the younger elderly (aged 65 to 79 years). Conclusions: These findings suggest that cholesterol levels within the high normal range are associated with better cognitive performance in Chinese elderly, specifically in the oldest old. With further validation, low cholesterol may serve a clinical indicator of risk for cognitive impairment in the elderly.

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Sampling by the Continuous Plankton Recorder (CPR) over the NW Atlantic from 1960 to 2000 has enabled long-term studies of the larger components of the phytoplankton community, highlighting various changes, particularly during the 1990s. Analysis of an index of phytoplankton biomass, the Phytoplankton Colour Index (PCI) has revealed an increase over the past decade, most marked during the winter (December to February) months. Examination of the structure of the community using multiple linear-regression models indicates that the winter phytoplankton community composition has changed markedly in the 1990s compared to the 1960s. One phytoplankter, the dinoflagellate Ceratium arcticum (Cleve), has undergone dramatic changes in abundance during this period, with pronounced large winter blooms and decreased autumnal levels, and its contribution to the Phytoplankton Colour index values has increased significantly. Other dominant species in the phytoplankton community, both diatoms and dinoflagellates, did not show the same variations over the examined time period. It is suggested that the response of C. arcticum is probably a result of previously reported changes in stratification in the NW Atlantic, due to dynamic hydro-climatic (freshening and cooling) events.

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Clinical studies have linked impulsivity and insomnia in patients, but little is known about this association in non-clinical settings. This study examined whether impulsive temperament is associated with sleep duration and insomnia complaints in a large cohort of hospital employees (535 men and 4014 women). Linear regression models were related to prospective data from two surveys conducted in 1998 and 2000. Adjustments were made for age, marital status, education, shift work, smoking, alcohol consumption, body mass index, physical activity, minor psychiatric morbidity, social support, somatic disease, depression and other psychiatric disease in 1998. In men, higher impulsivity predicted shorter sleep duration and waking up several times per night independent of baseline characteristics. In women, higher impulsivity predicted having difficulty falling asleep and waking up feeling tired after the usual amount of sleep after adjustment for most of covariates. However, these associations turned out to be non-significant after adjustment for somatic and psychiatric disease. These results support the hypothesis that impulsive temperament could be a risk factor for insomnia in men. (c) 2007 Elsevier Ltd. All rights reserved.