939 resultados para Supervised classifier


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Image segmentation is an ubiquitous task in medical image analysis, which is required to estimate morphological or functional properties of given anatomical targets. While automatic processing is highly desirable, image segmentation remains to date a supervised process in daily clinical practice. Indeed, challenging data often requires user interaction to capture the required level of anatomical detail. To optimize the analysis of 3D images, the user should be able to efficiently interact with the result of any segmentation algorithm to correct any possible disagreement. Building on a previously developed real-time 3D segmentation algorithm, we propose in the present work an extension towards an interactive application where user information can be used online to steer the segmentation result. This enables a synergistic collaboration between the operator and the underlying segmentation algorithm, thus contributing to higher segmentation accuracy, while keeping total analysis time competitive. To this end, we formalize the user interaction paradigm using a geometrical approach, where the user input is mapped to a non-cartesian space while this information is used to drive the boundary towards the position provided by the user. Additionally, we propose a shape regularization term which improves the interaction with the segmented surface, thereby making the interactive segmentation process less cumbersome. The resulting algorithm offers competitive performance both in terms of segmentation accuracy, as well as in terms of total analysis time. This contributes to a more efficient use of the existing segmentation tools in daily clinical practice. Furthermore, it compares favorably to state-of-the-art interactive segmentation software based on a 3D livewire-based algorithm.

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Dental implant recognition in patients without available records is a time-consuming and not straightforward task. The traditional method is a complete user-dependent process, where the expert compares a 2D X-ray image of the dental implant with a generic database. Due to the high number of implants available and the similarity between them, automatic/semi-automatic frameworks to aide implant model detection are essential. In this study, a novel computer-aided framework for dental implant recognition is suggested. The proposed method relies on image processing concepts, namely: (i) a segmentation strategy for semi-automatic implant delineation; and (ii) a machine learning approach for implant model recognition. Although the segmentation technique is the main focus of the current study, preliminary details of the machine learning approach are also reported. Two different scenarios are used to validate the framework: (1) comparison of the semi-automatic contours against implant’s manual contours of 125 X-ray images; and (2) classification of 11 known implants using a large reference database of 601 implants. Regarding experiment 1, 0.97±0.01, 2.24±0.85 pixels and 11.12±6 pixels of dice metric, mean absolute distance and Hausdorff distance were obtained, respectively. In experiment 2, 91% of the implants were successfully recognized while reducing the reference database to 5% of its original size. Overall, the segmentation technique achieved accurate implant contours. Although the preliminary classification results prove the concept of the current work, more features and an extended database should be used in a future work.

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RESUMO: A formação profissional em Educação Física vem sofrendo mudanças significativas ao longo da história. Após a década de 1980, com a Lei de Directrizes e Bases da Educação Nacional (LDBEN, Nº9394, de 20 de Dezembro de 1996), emergiram novos olhares para o curso. Neste novo contexto, o curso de Educação Física da Universidade Estadual da Paraíba – UEPB – vem redimensionando sua prática com vista na formação de um profissional comprometido com a educação em sua dimensão ética, política, social e cultural. Assim, tivemos como objectivo, investigar a contribuição do Estágio Supervisionado na formação inicial do licenciado em Educação Física. A pesquisa molda-se como um estudo de caso, com abordagem qualitativa. A unidade selecionada para o estudo foi o Curso de Licenciatura em Educação Física da Universidade Estadual da Paraíba, Paraíba-Brasil. Participaram da pesquisa dez alunos(as) egressos(as) do referido curso. Os dados foram coletados através de entrevistas e analisadas a partir da Análise de conteúdo. Os resultados apontam a persistência da dicotomia teoria e prática no estágio docente; deficiências no trabalho de supervisão do estágio, bem como na insatisfação dos(as) entrevistados(as) frente aos aspectos teórico-práticos do referido curso para atuação no mercado de trabalho . ABSTRACT: Vocational training in physical education hás undergone significant changes throughout history. After the 80’s, with the Lei de Directrizes e Bases da Educação Nacional (LDBEN) nº 9.394/96, nem perspectives have emerged for the course. In this new context the course of Physical Education, State University of Paraiba – UEPB – redefined its practice in order to promote the formation of a professional committed to education in its ethical, political, social and cultural aspects. Thus, we aimed to investigate the extent to which supervised training has a relevant contribution for the initial degree in Physical Education. This research project is a case-study using a qualitative approach. The participants were ten students from Bachelor of Physical Education, State University of Paraiba, Brazil. Data were collected through interviews and analyzed through content analysis. The findings indicate that the dichotomy between theory and practice in teacher training is quite evident. The results also demonstrated deficiencies in the supervision of the training and a level of dissatisfaction concerning the applicability of the theoretical and practical aspects the course for the labour market.

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Dealing with ancient manuscript or old printed texts often constitutes a difficult task, especially to philologists and editors, for two main reasons: the precarious state of preservation of the documents and the uncertainty regarding their origin, authenticity and authorship. These problems are aggravated by spurious versions, due to the publication of truncated works, poorly supervised miscellanies and non-authorised editions. Sir Robert Sidney’s literary text constitutes an exception amidst such vicissitudes, once the original corpus is wholly contained in a notebook exhibiting the organisation and unity conceived by the author himself. Today, there is no evidence that any loose poems, either autograph or copied by amanuenses, were in circulation among members of the Elizabethan court society. The notebook was kept in private collections for four centuries, which probably explains why it was so well preserved. In fact, only in 1984 would P.J. Croft’s fine edition bring the youngest Sidney’s Poems into light. In this work, I approach Croft’s perceptive, accurate philological study that eventually rescued from oblivion a remarkable piece both of the Elizabethan lyric poetry and of the English Renaissance, and, at the same time, look into Robert Sidney’s peculiar, careful and original formatting of his own autograph manuscript.

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Low noise surfaces have been increasingly considered as a viable and cost-effective alternative to acoustical barriers. However, road planners and administrators frequently lack information on the correlation between the type of road surface and the resulting noise emission profile. To address this problem, a method to identify and classify different types of road pavements was developed, whereby near field road noise is analyzed using statistical learning methods. The vehicle rolling sound signal near the tires and close to the road surface was acquired by two microphones in a special arrangement which implements the Close-Proximity method. A set of features, characterizing the properties of the road pavement, was extracted from the corresponding sound profiles. A feature selection method was used to automatically select those that are most relevant in predicting the type of pavement, while reducing the computational cost. A set of different types of road pavement segments were tested and the performance of the classifier was evaluated. Results of pavement classification performed during a road journey are presented on a map, together with geographical data. This procedure leads to a considerable improvement in the quality of road pavement noise data, thereby increasing the accuracy of road traffic noise prediction models.

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Methodological issues in research with children have sparked a growing interest by the Sociology of Childhood since the last decades. In Portugal, this interest is more recent, but it has had a significant increase. Considering several researches, namely master thesis, supervised by the authors on the framework of Sociology of Childhood, this proposal intends to characterize some methodological complexities in research with children in Portugal, when we consider their voice and agency in the knowledge producing about them. The goal of this paper is to contribute to the methodological discussion on research with children through the identification of a set of challenges related to: (i) the diversity of methodologies uses in children’s research, (ii) ethical concerns and (iii) the role of the researcher.

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Peripheral arterial disease (PAD) as a high incidence in general population and 12% to 20% of population with more than 60 years has already clinical symptoms, such as intermittent claudication (IC), pain, loss of strength and functional incapacity. There are already some studies that refer the possible positive effects of physical exercise in functional consequences of PAD. The purpose of this study was to verify the results of a home-based (HB) weekly supervised physical exercise program in patients with IC in consequence of PAD in lower limbs, and observe the medium number of diary steps walked by the subjects of our study.

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Introdução – Os benefícios do exercício físico em sobreviventes de cancro da mama têm sido reportados; contudo, a sua prática permanece baixa, tornando importante o conhecimento dos fatores que promovam a motivação e adesão ao exercício nesta população. Objetivos – Identificar as preferências quanto à programação e aconselhamento do exercício físico de uma amostra da população de mulheres portuguesas sobreviventes de cancro da mama e averiguar a influência das variáveis demográficas e médicas nestas preferências. Método – Foi aplicado um questionário a uma amostra não probabilística sequencial de 26 mulheres sobreviventes de cancro da mama. Resultados – A amostra era maioritariamente constituída por mulheres entre os 45 e os 62 anos, casadas ou em união de facto, com ensino básico, empregadas e com Índice de Massa Corporal (IMC) > 24,4. Maioritariamente tinham realizado cirurgia radical há um mês ou mais, apresentavam estadio I do tumor, efetuavam quimioterapia como tratamento adjuvante e algumas realizavam classes de fisioterapia. A maioria das participantes demonstrava interesse em receber aconselhamento, sentia-se apta a participar num programa de exercício, preferia receber aconselhamento face-a-face no hospital e acompanhada por outros doentes oncológicos. O exercício deveria ser supervisionado e com intensidade moderada, sendo as caminhadas o tipo de exercício preferido. Não foi estatisticamente possível realizar a associação entre as variáveis demográficas e médicas e as preferências. Conclusão – Alguns resultados obtidos estão em concordância com estudos prévios; contudo, outros divergem destes. Os resultados obtidos podem fornecer informações importantes para a construção futura de programas de exercício para esta população. ABSTRACT - Introduction – The benefits of physical exercise in cancer survivors have been reported, although it’s practice remains low, becoming important the acknowledgement of the factors that promote the motivation and adhesion of physical exercise in this population. Objectives – To identify the preferences about programming and counseling of physical exercise inside a population-based sample of Portuguese women who have survived breast cancer. We also intend to investigate the influence of demographic and medical variables in those preferences. Method – A questionnaire was applied to a non-probabilistic sequential sample of 26 women that have survived breast cancer. Results – Our sample was mainly composed by women aged between 45 and 62, married or in a cohabitation state, with basic instruction, employed and with a Body Mass Index (BMI)> 24.4. Most of them have had radical mastectomy for at least one month, had the Stage I of the tumor, and had done chemotherapy as an adjuvant treatment and some of them were practicing post-surgery physical therapy. The majority of participants showed interest in receiving counseling, felt able to participate in an exercise program, preferred receiving face-to-face counseling, at the hospital and with other cancer patients. The exercise should be supervised and with a moderate intensity. Walking was their preferred choice of exercise. It was not statistically possible to establish the relationship between demographic and medical variables and those preferences. Conclusion – Some results are in agreement with previous studies; however, others diverge from these. The results obtained can provide important information for future construction of exercise programs for this population.

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O objetivo da pesquisa pretende verificar se há um contributo da formação em mediação no desenvolvimento de conhecimentos nessa área e na mudança de atitude nos Assistentes Operacionais (AO), face à resolução de conflitos entre alunos. Os recreios das escolas do 1.º Ciclo do Ensino Básico (1.ºCEB) são os locais onde ocorre a quase totalidade dos conflitos entre alunos (Fernández, 2007; Oliveira, 2007; Rosa, 2007). Esses recreios são supervisionados pelos AO, os quais devem ter formação específica em estratégias de resolução de conflitos. A mediação é apontada como a melhor estratégia na abordagem dos conflitos escolares, perspetivando melhoria na convivência escolar e na construção de um clima escolar positivo, propício à eficácia da educação. A estratégia de pesquisa baseia-se num estudo de intervenção com uma amostra de conveniência, simultaneamente qualitativo e quantitativo. Os dados foram recolhidos por questionário, por levantamento dos conhecimentos anteriores e posteriores à formação e por entrevistas aos participantes. No estudo participaram sete AO. Os resultados revelaram que os AO desenvolveram conhecimentos sobre mediação e percecionaram em si mesmos mudanças de atitude face à resolução de conflitos entre alunos. Os resultados ainda revelaram que os AO se sentem desvalorizados no meio escolar, mas motivados na interação com os alunos. Concluiu-se que a formação em mediação de conflitos oferece um contributo significativo no desenvolvimento de conhecimentos sobre mediação e facilita uma mudança de atitude na resolução de conflitos entre alunos. Concluiu-se também que os AO estão conscientes do seu papel educativo e que têm sugestões pertinentes de melhoria.ABSTRAT This research intends to evaluate whether training in mediation contributes for the development of knowledge in this area, and for changes in attitude, when Operational Assistants (OAs) sort out conflicts between students. The playgrounds of the schools of the 1st Cycle of Basic Education (1stCEB) are the places where almost the conflicts between students happen. These playgrounds are supervised by OAs, which must have specific training in conflict resolution strategies. Mediation is considered the best strategy for addressing students’ conflicts in order to improve school coexistence and positive climate, conducive to the effectiveness of education. The research strategy is based on an intervention study with a convenience sample, both qualitative and quantitative. Data was collected by questionnaire, assessment of knowledge before and after training and final interviews. The participants were 7 OAs. The results revealed the development of knowledge about mediation, who perceives themselves as changing attitudes towards conflicts resolution between students. The results also revealed that the OAs feel devalued, but motivated when interacting to students. Training in conflict mediation offers a significant contribution in the development of knowledge about mediation and facilitates a change of attitude in sorting out conflicts between students. It was also concluded that the OAs are aware of their educational role and have relevant suggestions for improvement.

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In music genre classification, most approaches rely on statistical characteristics of low-level features computed on short audio frames. In these methods, it is implicitly considered that frames carry equally relevant information loads and that either individual frames, or distributions thereof, somehow capture the specificities of each genre. In this paper we study the representation space defined by short-term audio features with respect to class boundaries, and compare different processing techniques to partition this space. These partitions are evaluated in terms of accuracy on two genre classification tasks, with several types of classifiers. Experiments show that a randomized and unsupervised partition of the space, used in conjunction with a Markov Model classifier lead to accuracies comparable to the state of the art. We also show that unsupervised partitions of the space tend to create less hubs.

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OBJECTIVE: To determine changes in the incidence of vaginal deliveries, cesarean sections, and forceps deliveries and their potential association with fetal, early neonatal, and perinatal mortality rates over time. METHODS: A retrospective study was carried out and the occurrence of deliveries supervised by university services between January 1991 and December 2000 was determined. Data regarding fetal, early neonatal, and perinatal deaths were assessed using obstetric and pediatric records and autopsy reports. RESULTS: Of a total of 33,360 deliveries, the incidence of vaginal deliveries, cesarean sections, and forceps deliveries was relatively steady (around 60, 30, and 10%, respectively) while, at the same time, there was a marked reduction in fetal mortality (from 33.3 to 13.0‰), early neonatal mortality (from 30.6 to 9.0‰), and perinatal mortality (from 56.4 to 19.3‰). CONCLUSIONS: The marked reduction in perinatal mortality rates seen during the study period without an increase in cesarean sections indicates that the decrease in perinatal mortality was not impacted by cesarean section rates. The plausible hypothesis seems to be that the reduction in perinatal mortality of deliveries performed under the supervision of university services was more likely to be associated with better neonatal care rather than the mode of delivery.

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Neste artigo apresentam-se e discutem-se os resultados da análise de 74 reflexões realizadas pelos mentores relativamente à oficina de formação em que participaram. Os resultados permitem concluir que os professores mentores consideraram que a formação contribuiu para o seu desenvolvimento profissional e, através deles, para o desenvolvimento profissional dos professores em período probatório que supervisionavam. No entanto, os professores mentores referem-se consideravelmente menos ao contributo da formação para o desenvolvimento organizacional das escolas e preveem escassas repercussões a esse nível. Quanto ao processo de formação, consideram-no útil e de qualidade, valorizando essencialmente os documentos trabalhados nas sessões e as estratégias utilizadas. - Abstract In this paper we present and discuss the results of 74 reflections made by mentors regarding the training workshops in which they took part. The results show that teachers mentors consider that the training contributed to their professional development and, through them, to the professional development of teachers who they supervised during the probation period. However teachers mentors refer considerably less to the contribution of training towards the organizational development of schools and foresee little impact at this level. Asfor the training process, they consider it useful and of quality, valuing mainly the documents worked on during sessions and the strategies used. - Resumen En este artículo se presentan los resultados del análisis realizado sobre 74 reflexiones hechas por los mentores sobre el taller de formación en el que participaron. Los resultados concluyen que los profesores mentores consideraron que la formación contribuyó para su desarrollo profesional, y a través de ello, para el desarrollo profesional de los profesores en periodo probatorio que supervisaban. Los profesores mentores se refieren poco a la contribución de la formación para el desarrollo organizacional de las escuelas y consideran que habrá escasa repercusión a ese nivel. En cuanto al proceso de formación, lo consideran útil y de calidad, valorando esencialmente los documentos elaborados en las sesiones y las estrategias utilizadas.

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Faz-se nesta dissertação a análise do movimento humano utilizando sinais de ultrassons refletidos pelos diversos membros do corpo humano, designados por assinaturas de ultrassons. Estas assinaturas são confrontadas com os sinais gerados pelo contato dos membros inferiores do ser humano com o chão, recolhidos de forma passiva. O método seguido teve por base o estudo das assinaturas de Doppler e micro-Doppler. Estas assinaturas são obtidas através do processamento dos ecos de ultrassons recolhidos, com recurso à Short-Time Fourier Transform e apresentadas sobre a forma de espectrograma, onde se podem identificar os desvios de frequência causados pelo movimento das diferentes partes do corpo humano. É proposto um algoritmo inovador que, embora possua algumas limitações, é capaz de isolar e extrair de forma automática algumas das curvas e parâmetros característicos dos membros envolvidos no movimento humano. O algoritmo desenvolvido consegue analisar as assinaturas de micro-Doppler do movimento humano, estimando diversos parâmetros tais como o número de passadas realizadas, a cadência da passada, o comprimento da passada, a velocidade a que o ser humano se desloca e a distância percorrida. Por forma a desenvolver, no futuro, um classificador capaz de distinguir entre humanos e outros animais, são também recolhidas e analisadas assinaturas de ultrassons refletidas por dois animais quadrúpedes, um canino e um equídeo. São ainda estudadas as principais características que permitem classificar o tipo de animal que originou a assinatura de ultrassons. Com este estudo mostra-se ser possível a análise de movimento humano por ultrassons, havendo características nas assinaturas recolhidas que permitem a classificação do movimento como humano ou não humano. Do trabalho desenvolvido resultou ainda uma base de dados de assinaturas de ultrassons de humanos e animais que permitirá suportar trabalho de investigação e desenvolvimento futuro.

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Mestrado, Educação Pré-Escolar e Ensino do 1º Ciclo do Ensino Básico, 24 de Junho de 2013, Universidade dos Açores (Relatório de Estágio).

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Mestrado, Educação Pré-Escolar e Ensino do 1º Ciclo do Ensino Básico, 26 de Junho de 2013, Universidade dos Açores (Relatório de Estágio).