940 resultados para visitor information, network services, data collecting, data analysis, statistics, locating
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Universidade Estadual de Campinas . Faculdade de Educação Física
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Universidade Estadual de Campinas . Faculdade de Educação Física
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Due to the imprecise nature of biological experiments, biological data is often characterized by the presence of redundant and noisy data. This may be due to errors that occurred during data collection, such as contaminations in laboratorial samples. It is the case of gene expression data, where the equipments and tools currently used frequently produce noisy biological data. Machine Learning algorithms have been successfully used in gene expression data analysis. Although many Machine Learning algorithms can deal with noise, detecting and removing noisy instances from the training data set can help the induction of the target hypothesis. This paper evaluates the use of distance-based pre-processing techniques for noise detection in gene expression data classification problems. This evaluation analyzes the effectiveness of the techniques investigated in removing noisy data, measured by the accuracy obtained by different Machine Learning classifiers over the pre-processed data.
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This cross-sectional study aimed to investigate the presence of inequalities in the access and use of dental services for people living in the coverage area of the Family Health Strategy (FHS) in Ponta Grossa, Paraná State, Brazil, and to assess individual determinants related to them. The sample consisted of 747 individuals who answered a pre-tested questionnaire. Data analysis was performed by chi-square test and Poisson regression analysis, obtaining explanatory models for recent use and, by limiting the analysis to those who sought dental care, for effective access. Results showed that 41% of the sample had recent dental visits. The lowest visit rates were observed among preschoolers and elderly people. The subjects who most identified the FHS as a regular source of dental care were children. Besides age, better socioeconomic conditions and the presence of a regular source of dental care were positively associated to recent dental visits. We identified inequalities in use and access to dental care, reinforcing the need to promote incentives to improve access for underserved populations.
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Recurrences are close returns of a given state in a time series, and can be used to identify different dynamical regimes and other related phenomena, being particularly suited for analyzing experimental data. In this work, we use recurrence quantification analysis to investigate dynamical patterns in scalar data series obtained from measurements of floating potential and ion saturation current at the plasma edge of the Tokamak Chauffage Alfveacuten Breacutesilien [R. M. O. Galva approximate to o , Plasma Phys. Controlled Fusion 43, 1181 (2001)]. We consider plasma discharges with and without the application of radial electric bias, and also with two different regimes of current ramp. Our results indicate that biasing improves confinement through destroying highly recurrent regions within the plasma column that enhance particle and heat transport.
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In an investigation intended to determine training needs of night crews, Bowers et al. (1998, this issue) report two studies showing that the patterning of communication is a better discriminator of good and poor crews than is the content of communication. Bowers et al. characterize their studies as intended to generate hypotheses for training needs and draw connections with Exploratory Sequential Data Analysis (ESDA). Although applauding the intentions of Bowers ct al., we point out some concerns with their characterization and implementation of ESDA. Our principal concern is that the Bowers et al. exploration of the data does not convincingly lead them back to a better fundamental understanding of the original phenomena they are investigating.
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Disease resistance is associated with a plant defense response that involves an integrated set of signal transduction pathways. Changes in the expression patterns of 2.375 selected genes were examined simultaneously by cDNA microarray analysis in Arabidopsis thaliana after inoculation with an incompatible fungal pathogen Alternaria brassicicola or treatment with the defense-related signaling molecules salicylic acid (SA), methyl jasmonate (MJ), or ethylene, Substantial changes (up- and down-regulation) in the steady-state abundance of 705 mRNAs were observed in response to one or more of the treatments, including known and putative defense-related genes and 106 genes with no previously described function or homology, In leaf tissue inoculated with A. brassicicola, the abundance of 168 mRNAs was increased more than 2.5-fold, whereas that of 39 mRNAs was reduced. Similarly, the abundance of 192, 221, and 55 mRNAs was highly (>2.5-fold) increased after treatment with SA, MJ, and ethylene, respectively. Data analysis revealed a surprising level of coordinated defense responses, including 169 mRNAs regulated by multiple treatments/defense pathways. The largest number of genes coinduced (one of four induced genes) and corepressed was found after treatments with SA and MJ. In addition, 50% of the genes induced by ethylene treatment were also induced by MJ treatment. These results indicated the existence of a substantial network of regulatory interactions and coordination occurring during plant defense among the different defense signaling pathways, notably between the salicylate and jasmonate pathways that were previously thought to act in an antagonistic fashion.
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Dementia care in rural areas is in need of attention from researchers, planners and policy makers. Family carers in these areas face some significant challenges, in terms of managing the care where support services are often unavailable or inaccessible. This paper reports on a qualitative study in which a group of rural based carers participated in a focus group and interviews. Through this process, the carers' perceptions of support services were explored. Content analysis of the data revealed that, despite a number of supportive aspects of rural life, these carers felt in need of more services, a finding supported by current literature.
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Binning and truncation of data are common in data analysis and machine learning. This paper addresses the problem of fitting mixture densities to multivariate binned and truncated data. The EM approach proposed by McLachlan and Jones (Biometrics, 44: 2, 571-578, 1988) for the univariate case is generalized to multivariate measurements. The multivariate solution requires the evaluation of multidimensional integrals over each bin at each iteration of the EM procedure. Naive implementation of the procedure can lead to computationally inefficient results. To reduce the computational cost a number of straightforward numerical techniques are proposed. Results on simulated data indicate that the proposed methods can achieve significant computational gains with no loss in the accuracy of the final parameter estimates. Furthermore, experimental results suggest that with a sufficient number of bins and data points it is possible to estimate the true underlying density almost as well as if the data were not binned. The paper concludes with a brief description of an application of this approach to diagnosis of iron deficiency anemia, in the context of binned and truncated bivariate measurements of volume and hemoglobin concentration from an individual's red blood cells.
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The efficacy of psychological treatments emphasising a self-management approach to chronic pain has been demonstrated by substantial empirical research. Nevertheless, high drop-out and relapse rates and low or unsuccessful engagement in self-management pain rehabilitation programs have prompted the suggestion that people vary in their readiness to adopt a self-management approach to their pain. The Pain Stages of Change Questionnaire (PSOCQ) was developed to assess a patient's readiness to adopt a self-management approach to their chronic pain. Preliminary evidence has supported the PSOCQ's psychometric properties. The current study was designed to further examine the psychometric properties of the PSOCQ, including its reliability, factorial structure and predictive validity. A total of 107 patients with an average age of 36.2 years (SD = 10.63) attending a multi-disciplinary pain management program completed the PSOCQ, the Pain Self-Efficacy Questionnaire (PSEQ) and the West Haven-Yale Multidimensional Pain Inventory (WHYMPI) pre-admission and at discharge from the program. Initial data analysis found inadequate internal consistencies of the precontemplation and action scales of the PSOCQ and a high correlation (r = 0.66, P < 0.01) between the action and maintenance scales. Principal component analysis supported a two-factor structure: 'Contemplation' and 'Engagement'. Subsequent analyses revealed that the PSEQ was a better predictor of treatment outcome than the PSOCQ scales. Discussion centres upon the utility of the PSOCQ in a clinical pain setting in light of the above findings, and a need for further research. (C) 2002 International Association for the Study of Pain. Published by Elsevier Science B.V. All rights reserved.
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Objective: To examine the association between gain in motor and cognitive functional status with patient satisfaction 3-6 mo after rehabilitation discharge. Design: Patient satisfaction and changes in functional status were examined in 18,375 patients with stroke who received inpatient medical rehabilitation. Information was obtained from 144 hospitals and rehabilitation facilities contributing records to the Uniform Data System for Medical Rehabilitation and the National Follow-up Services. Results: Data analysis revealed significant (P < 0.05) differences in satisfaction responses based on whether information was collected from patient self-report or from a family member proxy, and the two subsets were analyzed separately. Logistic regression revealed the following significant predictors of satisfaction for data collected from stroke patients: cognitive and motor gain, rehospitalization, who the patient was living with at follow-up, age, and follow-up therapy. In the patient-reported data subset, compared with patients who showed improved cognitive or motor functional status, those with no change, respectively, had a 31% and 33% reduced risk of dissatisfaction. In addition, rehospitalized patients had a higher risk of dissatisfaction. For the proxy reported data subset, significant influences on satisfaction were health maintenance, rehospitalization, stroke type, ethnicity, cognitive FIM(TM) gain, length of stay, and follow-up therapy. Conclusions: Ratings of satisfaction with rehabilitation services were affected by change in functional status and whether the information was collected from patient rating or proxy response.
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Caracteriza e analisa a população do Educandário, com as informações provenientes de uma fonte de dados documental e histórica contida nos dois livros de registros do Educandário e seus arquivos fotográficos. As informações sobre as 3.432 pessoas compõem um banco de dados que foi construído durante a realização desta pesquisa e as fotografias foram digitalizadas. O Educandário Alzira Bley, localiza-se na BR 101 - km 9, bairro de Itanhenga - Cariacica/ES. No estudo foram realizadas entrevistas semiestruturadas com funcionários e ex-internos do Educandário, que deram vida e movimento às análises dos gráficos e tabelas elaborados a partir do banco de dados. Para o embasamento teórico do estudo da população são empregados conceitos pertinentes à transição demográfica e à transição epidemiológica, às migrações forçadas, às redes migratórias e às características da população (sexo, idade, cor, origem e suas variações) que forneceram os elementos para a análise do estado da população em diferentes momentos históricos. A Geografia Histórica completa os referenciais teóricos desta investigação, pois muitas características geográficas requerem estudos históricos para uma explicação satisfatória de como chegaram ao que são hoje. As fotografias, os depoimentos e livros de registros do Educandário propiciaram a caracterização da população que passou e/ou viveu no Educandário Alzira Bley ao longo do período das internações compulsórias no Hospital Colônia Pedro Fontes (1937-1979). Com a realização desta investigação chegamos às seguintes conclusões: a) cada geração é vítima do conhecimento científico do seu tempo; b) a transição demográfica encontrava-se em sua primeira fase nos meados do século XX, e os índices elevados de mortalidade e de fecundidade eram observados na população estudada; c) a transição epidemiológica, também em curso no Espírito Santo era caracterizada por elevada incidência das doenças infectocontagiosas, dentre as quais a hanseníase era ainda uma doença sem cura. d) o isolamento dos hansenianos em hospitais colônias, bem como seus filhos em preventórios foram movimentos de migração forçada; e) a internação compulsória dos hansenianos em hospitais colônias desencadeava uma migração em rede de familiares e demais parentes e amigos que pudessem estar com a doença.
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Investiga os sentidos do ser e dos saberes docentes com ênfase no processo de formação inicial de professores para a educação básica, por meio da modalidade de Educação a Distância – EAD. Questiona os modos como o ser docente e os saberes da profissão docente foram se constituindo ao longo das trajetórias de formação percorridas pelos estudantes egressos dos três primeiros cursos de licenciatura em Química, Física e Artes Visuais, ofertados pela Universidade Federal do Espírito Santo (Ufes), no âmbito do Sistema Universidade Aberta do Brasil – UAB, entre 2008 e 2014, no Polo da cidade de Itapemirim/ES, em um recorte temporal definido como antes, durante e após a integralização dos referidos cursos. Pressupõe uma perspectiva teórica crítica, que compreende a formação e a docência como processos históricos de construção social e coletiva, que não possuem início e término em si, por si e para si. A pesquisa delineia-se como um estudo de caso qualitativo. A abordagem aos sujeitos deu-se por meio de técnicas que visam à coleta de dados descritivos, com o uso de três principais instrumentos, no formato semiestruturado: um questionário, uma entrevista coletiva e um fórum virtual temático. Para compor o repertório de dados, ocorreram, ainda, informações advindas dos documentos e bases legais que deram sustentação à oferta dos cursos, bem como dos relatórios de acompanhamento e gestão destes. A análise dos dados se deu por meio da técnica de triangulação, com sustentação teórica nos estudos de Freire, Nóvoa e Tardif. Evidencia a necessidade de estudos na área da formação articulada à EAD, bem como da consideração dos saberes cotidianos da docência na proposição de políticas à sua formação. Revela uma variedade de sentidos atribuídos aos conceitos de docência e dos saberes da docência e a sua constituição em meio a processos formativos ao longo de toda a vida dos sujeitos. Reconhece a necessidade de uma formação contínua do docente após a obtenção de sua titulação profissional e aponta a EAD como possibilidade de acesso a essa formação na/pela Universidade pública, em tempos e espaços que se vêm constituindo, em meio às novas tecnologias da informação e da comunicação. Ressalta a importância do Sistema UAB para a disseminação da formação e da EAD, bem como a necessidade de institucionalização dessa modalidade como forma de superação do caráter emergencial e provisório da atual política de formação de professores no Brasil.
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This article presents the results of a research to understand the conditions of interaction between work and three specific information systems (ISs) used in the Brazilian banking sector. We sought to understand how systems are redesigned in work practices, and how work is modified by the insertion of new systems. Data gathering included 46 semi-structured interviews, together with an analysis of system-related documents. We tried to identify what is behind the practices that modify the ISs and work. The data analysis revealed an operating structure: a combination of different practices ensuring that the interaction between agents and systems will take place. We discovered a structure of reciprocal conversion caused by the increased technical skills of the agent and the humanization of the systems. It is through ongoing adjustment between work and ISs that technology is tailored to the context and people become more prepared to handle with technology.