A comparison of automated keyphrase extraction techniques and of automatic evaluation vs. human evaluation

Keyphrases are added to documents to help identify the areas of interest they contain. However, in a significant proportion of papers author selected keyphrases are not appropriate for the document they accompany: for instance, they can be classificatory rather than explanatory, or they are not updated when the focus of the paper changes. As such, automated methods for improving the use of keyphrases are needed, and various methods have been published. However, each method was evaluated using a different corpus, typically one relevant to the field of study of the method’s authors. This not only makes it difficult to incorporate the useful elements of algorithms in future work, but also makes comparing the results of each method inefficient and ineffective. This paper describes the work undertaken to compare five methods across a common baseline of corpora. The methods chosen were Term Frequency, Inverse Document Frequency, the C-Value, the NC-Value, and a Synonym based approach. These methods were analysed to evaluate performance and quality of results, and to provide a future benchmark. It is shown that Term Frequency and Inverse Document Frequency were the best algorithms, with the Synonym approach following them. Following these findings, a study was undertaken into the value of using human evaluators to judge the outputs. The Synonym method was compared to the original author keyphrases of the Reuters’ News Corpus. The findings show that authors of Reuters’ news articles provide good keyphrases but that more often than not they do not provide any keyphrases.

The case of tomato in Ghana: processing

Processing of highly perishable non-storable crops, such as tomato, is typically promoted for two reasons: as a way of absorbing excess supply, particularly during gluts that result from predominantly rainfed cultivation; and to enhance the value chain through a value-added process. For Ghana, improving domestic tomato processing would also reduce the country’s dependence on imported tomato paste and so improve foreign exchange reserves, as well as provide employment opportunities and development opportunities in what are poor rural areas of the country. Many reports simply repeat the mantra that processing offers a way of buying up the glut. Yet the reality is that the “tomato gluts,” an annual feature of the local press, occur only for a few weeks of the year, and are almost always a result of large volumes of rainfed local varieties unsuitable for processing entering the fresh market at the same time, not the improved varieties that could be used by the processors. For most of the year, the price of tomatoes suitable for processing is above the breakeven price for tomato processors, given the competition from imports. Improved varieties (such as Pectomech) that are suitable for processing are also preferred by consumers and achieve a premium price over the local varieties.

Microphysical properties of cold frontal rainbands

Observations have been obtained within an intense (precipitation rates > 50 mm h−1 ) narrow cold-frontal rainband (NCFR) embedded within a broader region of stratiform precipitation. In situ data were obtained from an aircraft which flew near a steerable dual-polarisation Doppler radar. The observations were obtained to characterise the microphysical properties of cold frontal clouds, with an emphasis on ice and precipitation formation and development. Primary ice nucleation near cloud top (−55◦ C) appeared to be enhanced by convective features. However, ice multiplication led to the largest ice particle number concentrations being observed at relatively high temperatures (> −10◦ C). The multiplication process (most likely rime splintering) occurs when stratiform precipitation interacts with supercooled water generated in the NCFR. Graupel was notably absent in the data obtained. Ice multiplication processes are known to have a strong impact in glaciating isolated convective clouds, but have rarely been studied within larger organised convective systems such as NCFRs. Secondary ice particles will impact on precipitation formation and cloud dynamics due to their relatively small size and high number density. Further modelling studies are required to quantify the effects of rime splintering on precipitation and dynamics in frontal rainbands. Available parametrizations used to diagnose the particle size distributions do not account for the influence of ice multiplication. This deficiency in parametrizations is likely to be important in some cases for modelling the evolution of cloud systems and the precipitation formation. Ice multiplication has significant impact on artefact removal from in situ particle imaging probes.

Comparison of signal-to-cutoff values in first, second, and third generation enzyme immunoassays for the diagnosis of HTLV-1/2 infection in ""at-risk"" individuals from Sao Paulo, Brazil

Data obtained during routine diagnosis of human T-cell lymphotropic virus type 1 (HTLV-1) and 2 (HTLV-2) in ""at-risk"" individuals from Sao Paulo, Brazil using signal-to-cutoff (S/C) values obtained by first, second, and third generation enzyme immunoassay (EIA) kits, were compared. The highest S/C values were obtained with third generation EIA kits, but no correlation was detected between these values and specific antibody reactivity to HTLV-1, HTLV-2, or untyped HTLV (p = 0.302). In addition, use of these third generation kits resulted in HTLV-1/2 false-positive samples. In contrast, first and second generation EIA kits showed high specificity, and the second generation EIA kits showed the highest efficiency, despite lower S/C values. Using first and second generation EIA kits, significant differences in specific antibody detection of HTLV-1, relative to HTLV-2 (p = 0.019 for first generation and p < 0.001 for second generation EIA kits) and relative to untyped HTLV (p = 0.025 for first generation EIA kits), were observed. These results were explained by the composition and format of the assays. In addition, using receiver operating characteristics (ROC) analysis, a slight adjustment in cutoff values for third generation EIA kits improved their specificities and should be used when HTLV ""at-risk"" populations from this geographic area are to be evaluated. (C) 2009 Elsevier B.V. All rights reserved.

Avaliação do desempenho empresarial: o passo seguinte à implementação do sistema de gestão

This study aimed to verify the steps involved in the deployment of Balanced Score Card as a system of strategic management at a Brazilian public company. It also had intended to verify if company can be considered a Strategy Focused Organization, by comparing the results of the management system implementation with the items listed in the literature, which also highlights the ability to obtain maximizing the financial and human resources through the strategic alignment. The results demonstrated that the company has implemented the management system according to the method indicated in the literature and after implementation presented evidence that, although has optimizing points on the alignment process, it can be considered a Strategy Focused Organization.

Acumulação de competências tecnológicas e processos de aprendizagem : o caso aciaria da Companhia Siderúrgica Nacional

This work is focused on the explanation of the relation between the learning processes, the accumulation of technological competence and the competitive performance. The present study is based on the case of the steelmaking plant of Companhia Siderúrgica Nacional, located in Volta Redonda city, Rio de Janeiro state, Brazil, during the period of 1997 and 2001. The framework of this thesis is based on Figueiredo (2001), that shares the learning process in external and internal acquisition of knowledge, and the conversion of this knowledge from people to organization through socialization (transfer of tacit knowledge) or codification (transfer of knowledge by written documents). This framework considers the key features of the learning process: the variety, the intensity, the working and the interaction. The results suggest that the steelmaking of CSN achieved the pre intermediate level (level 4) of technological competence to the technological functions of production process and equipment, and the intermediate level (level 5) to the function product. The accomplishment of these levels of competence was due to the acquisition and conversion of new knowledge. It was observed that the key features had an evolution during the period considered in the study. The results allowed to show that the accumulation of technological competence had a positive influence over the competitive performance of the steelmaking unit of CSN.

A percepção de valor do consumidor frente ao recall de veículos no Brasil : um estudo exploratório em São Paulo

Este estudo analisa o comportamento do consumidor brasileiro frente ao recall de veículos automotivos. O processo de compra, uso e descarte dos automóveis que sofreram o chamamento é analisado sob a ótica da teoria da reatância psicológica, originária da psicologia e que visa explanar a reação de indivíduos a limitações em sua liberdade. O objetivo do estudo é dimensionar a reatância psicológica individual e verificar a percepção dos consumidores ao recall de veículos automotivos, através dos indicativos de valor percebido e a qualidade no relacionamento percebida pelo indivíduo. A resultante do processo foi o comportamento de compra pós recall. Os maiores beneficiários deste estudo serão os próprios consumidores bem como as montadoras de veículos, os órgãos de defesa dos consumidores e entidades jurídicas interessadas neste tema. A originalidade de avaliar as implicações deste acontecimento sob a ótica do consumidor é uma contribuição deste estudo, pois o recall ainda não foi estudado sob este ponto de vista anteriormente no Brasil, apesar do constante escrutínio do tema na mídia. O estudo tem início com um histórico do recall nos Estados Unidos da América e no Brasil. Em seguida, foi elaborada uma revisão de conhecimento reunindo os principais conceitos apresentados anteriormente e foi proposto um esquema unindo as variáveis. Em seguida, foram elaboradas na cidade de São Paulo duas pesquisas: uma qualitativa, exploratória a fim de examinar o processo de compra e pensamentos sobre o recall e outra quantitativa a fim de traduzir as escalas para o dimensionamento das variáveis: (a) reatância psicológica (o questionário para o dimensionamento da reatância psicológica de Merz (1983), (b) o valor percebido pelo consumidor (dimensionado através da escala PERVAL de Sweeney e Soutar (2001) e (c) a qualidade percebida no relacionamento entre consumidor e organização de Roberts et al (2003) e apresentar as relações existentes entre elas. Os resultados indicam que o consumidor não passa ileso pelo recall. Ele cria uma memória e sabedoria das conseqüências do chamamento. Duas perspectivas do consumidor frente ao recall foram identificadas: uma visão negativa, mais reatante, que aparentemente fica mais preocupada com o incômodo que o processo todo causa do que com uma potencial ameaça a sua segurança e mais propensa a mudar de fornecedor; e outra visão positiva, pouco reatante e que considera o processo como uma atitude responsável, que transmite credibilidade e confiança do fabricante, esta por sua vez mais propensa a permanecer na marca.