Proposta de modelo de recomendação de conteúdo baseado em arquivos de legendas de filmes e séries

A crescente complexidade dos objetos armazenados e o grande volume de dados exigem modelos de recuperação e recomendação cada vez mais sofisticados. O objetivo deste trabalho é propor um modelo de recomendação de conteúdo baseado em arquivos de  legendas de filmes e séries. Utilizando a ferramenta Apache Lucene, para recuperação da informação, e a ferramenta OGMA, para análise de textos, foi possível propor, para o modelo, três etapas distintas: uma pesquisa utilizando palavra-chave, a classificação de filmes e séries por gênero e a identificação de títulos similares. Também é apresentado uma adaptação ao modelo para identificar em cada título um sentimento, denominado análise de sentimentos. Como resultado ressaltamos que a pesquisa por palavras-chave gerourecomendações surpreendentes, já que proporcionam ao usuário liberdade de pesquisa dentro de um conteúdo específico. Já a classificação por gênero apresentou índice de 73% de acerto em comparação com os gêneros apresentados pelo site IMDb, facilitando a recomendação de conteúdo. A análise de sentimentos demonstrou recomendações com coesão, determinando títulos apropriados para cada sentimento. Por último, a identificação de títulos similares, apresentou resultados primários, trazendo apenas filmes e séries com a mesma temática, sem apresentar nenhum resultado em comum com o site IMDb. Concluiu-se que apesar da enorme dificuldade de ser assertivo na recuperação da informação, existevantagens em se utilizar os arquivos de legendas para ajudar na composição dos sistemas de recomendação

Guidelines for the use and interpretation of assays for monitoring autophagy (3rd edition)

In 2008 we published the first set of guidelines for standardizing research in autophagy. Since then, research on this topic has continued to accelerate, and many new scientists have entered the field. Our knowledge base and relevant new technologies have also been expanding. Accordingly, it is important to update these guidelines for monitoring autophagy in different organisms. Various reviews have described the range of assays that have been used for this purpose. Nevertheless, there continues to be confusion regarding acceptable methods to measure autophagy, especially in multicellular eukaryotes. For example, a key point that needs to be emphasized is that there is a difference between measurements that monitor the numbers or volume of autophagic elements (e.g., autophagosomes or autolysosomes) at any stage of the autophagic process versus those that measure fl ux through the autophagy pathway (i.e., the complete process including the amount and rate of cargo sequestered and degraded). In particular, a block in macroautophagy that results in autophagosome accumulation must be differentiated from stimuli that increase autophagic activity, defi ned as increased autophagy induction coupled with increased delivery to, and degradation within, lysosomes (inmost higher eukaryotes and some protists such as Dictyostelium ) or the vacuole (in plants and fungi). In other words, it is especially important that investigators new to the fi eld understand that the appearance of more autophagosomes does not necessarily equate with more autophagy. In fact, in many cases, autophagosomes accumulate because of a block in trafficking to lysosomes without a concomitant change in autophagosome biogenesis, whereas an increase in autolysosomes may reflect a reduction in degradative activity. It is worth emphasizing here that lysosomal digestion is a stage of autophagy and evaluating its competence is a crucial part of the evaluation of autophagic flux, or complete autophagy. Here, we present a set of guidelines for the selection and interpretation of methods for use by investigators who aim to examine macroautophagy and related processes, as well as for reviewers who need to provide realistic and reasonable critiques of papers that are focused on these processes. These guidelines are not meant to be a formulaic set of rules, because the appropriate assays depend in part on the question being asked and the system being used. In addition, we emphasize that no individual assay is guaranteed to be the most appropriate one in every situation, and we strongly recommend the use of multiple assays to monitor autophagy. Along these lines, because of the potential for pleiotropic effects due to blocking autophagy through genetic manipulation it is imperative to delete or knock down more than one autophagy-related gene. In addition, some individual Atg proteins, or groups of proteins, are involved in other cellular pathways so not all Atg proteins can be used as a specific marker for an autophagic process. In these guidelines, we consider these various methods of assessing autophagy and what information can, or cannot, be obtained from them. Finally, by discussing the merits and limits of particular autophagy assays, we hope to encourage technical innovation in the field