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This paper aims to develop a model to predict online review ratings from multiple sources, which can be used to detect fraudulent reviews and create proprietary rating indexes, or which can be used as a measure of selection in recommender systems.

This study applies machine learning and natural language processing approaches to combine features derived from the qualitative component of a review with the corresponding quantitative component and, therefore, generate a richer review rating.

Experiments were performed over a collection of hotel online reviews – written in English, Spanish and Portuguese – which shows a significant improvement over the previously reported results, and it not only demonstrates the scientific value of the approach but also strengthens the value of review prediction applications in the business environment.

This study shows the importance of building predictive models for revenue management and the application of the index generated by the model. It also demonstrates that, although difficult and challenging, it is possible to achieve valuable results in the application of text analysis across multiple languages.

We present a critical literature review debating Brazilian research on social and environmental accounting (SEA). The aim of this study is to understand the role of politics in the construction of hegemonies in SEA research in Brazil. In particular, we examine the role of hegemony in relation to the co-option of SEA literature and sustainability in the Brazilian context by the logic of development for economic growth in emerging economies. The methodological approach adopts a post-structural perspective that reflects Laclau and Mouffe’s discourse theory. The study employs a hermeneutical, rhetorical approach to understand and classify 352 Brazilian research articles on SEA. We employ Brown and Fraser’s (2006) categorizations of SEA literature to help in our analysis: the business case, the stakeholder–accountability approach, and the critical case. We argue that the business case is prominent in Brazilian studies. Second-stage analysis suggests that the major themes under discussion include measurement, consulting, and descriptive approach. We argue that these themes illustrate the degree of influence of the hegemonic politics relevant to emerging economics, as these themes predominantly concern economic growth and a capitalist context. This paper discusses trends and practices in the Brazilian literature on SEA and argues that the focus means that SEA avoids critical debates of the role of capitalist logics in an emerging economy concerning sustainability. We urge the Brazilian academy to understand the implications of its reifying agenda and engage, counter-hegemonically, in a social and political agenda beyond the hegemonic support of a particular set of capitalist interests.

In the twenty-first century, the family has been turning towards a greater plurality of training paths, situations, family and parental arrangements. However, despite changes in legislation, values, representations and practices, the word family remains inexorably associated with the heterosexual bi-parental model. This paper aims to contribute to the knowledge of the family dynamics of non-heterosexual people, mainly concerning the process of transition to parenting, in relation to family changes in Portuguese society. To do so this study aims to analyze four in-depth interviews¹ with young adults, women and men who have a homoconjugality relationship and a project of parenting in mind.

Based on a qualitative methodology the study intends to discuss issues related to the challenge of heteronormativity, equality within the couple, projects and gender representations of parenthood and in particular what it means for the men and women interviewed, to be a father and to be a mother in a same sex couple and how they project themselves as fathers and mothers.

The study discusses all these issues always in relation to the biographical trajectories, the history and life as a couple and the structural and individual resources, such as school and professional qualifications. It also analyzes the main difficulties experienced in revealing their sexuality to the significant others and the difficulties / strategies they anticipate in relation to the parenting project.

The authors conclude that female interviewees show greater independence of a male figure in relation to their parental projects and anticipate less difficulty in their parental skills compared with the gay man interviewed.

To analyze the dynamics of parenting in same-sex couples, this study also points out to the need to construct a model of analysis capable of articulating structural factors, such as job insecurity and heteronormativity, biographies and individual resources and profiles of conjugal interactions.

This study aims to evaluate two bacterial cellulose (BC) films as an alternative textile surface suitable for use in the manufacture of clothing prototypes.

A combination of experiments for the production and characterization of BC films with traditional techniques for sewing fabrics was carried out. BC films were produced from the bacterum Gluconacetobacter hansenii UCP1619 and from Kombucha, a consortium of microorganisms grown on sugared tea. The BC films were then purified, characterized by scanning electron microscopy (SEM) and evaluated for mechanical strength. Two clothing prototypes were developed by combining BC films with a flat fabric composed of 70% linen and 30% polyester to assess the viability of the garment for future clothing making using biomaterials.

The results showed that the combination of flat fabric with BC-based biomaterials is a viable alternative for the innovative use of BC films in the manufacture of apparel products, especially after optimizing the mechanical properties of the artefact.

BC application studies in the textile industry are still in their early stages, although they are attracting more and more the attention of researchers around the world. The experiments carried out in this research provide new information on the handling and application of this material in innovative products for the textile industry.

The purpose of this research is to identify the combinations of factors leading to experience in sustainability reporting by Spanish public universities.

Using a sample of 49 public universities in Spain, this paper identifies the combinations of factors on innovation profile, political and internal factors that explain the different degree of corporate social reporting experience with fuzzy-set qualitative comparative analysis.

The study’s findings are a contribution to existing literature as the results obtained point out three different configurations leading to this expertise, with a combination of different conditions based on innovation profile, political and internal factors. Also, the results reveal new characteristics of sustainable development strategies by universities, such as devoting a specific sustainability reporting section in the university website, creating a sustainability body in the university structure or submitting the sustainability report to external assurance.

This study refers only to Spanish public universities. In the future, new studies can enlarge the sample and analyse country effects and impact of public versus private status of universities on sustainability reporting strategies.

The study’s findings are important for university community, regulators and other stakeholders to start considering the need to somehow promote further sustainability reporting and assurance practices by universities, especially in a context of budget restrictions.

This paper opens up a new line of research on sustainability experience using an innovative methodology (fuzzy-set qualitative comparative analysis) useful with small sample sizes, and provides a complete picture of sustainability reporting by Spanish public universities.

Inspired by the debates on participatory methods and drawing from research on “digital childhoods” in Portugal, this chapter aims to address the methodological innovations and challenges in collecting visual and digital data with children at their homes. As one of the stages of a research project on internet use, children were asked to take photos of their favorite objects at home and to collect screenshots of their most used webpages, followed by a conversation with the researcher. The use of photography allowed children greater expression and autonomy and gave researchers access to the children’s own perspectives on their home environment. It also provided unique information about the arrangement of digital objects at home and their different appropriations by girls and boys. Screenshots showed creative uses of the internet by children and gender differences. Ethical concerns were raised, due to the specific nature of working with children and with visual material (anonymization and dissemination). Entering the domestic setting provided a privileged access to children’s private sphere and to the in situ observation of their use of technology. However, the home is not a neutral place for a researcher and crossing the border into the private domain involves risks. These findings, illustrated by empirical examples from the research field, stress the importance of reflecting on and discussing the potentials, limitations, and ethical considerations of different methodologies, as well as their suitability to specific research objects, subjects, and contexts.

Consumption of game meat is growing when compared to other meats. It is susceptible to adulteration because of its cost and availability. Spectroscopy may lead to rapid methodologies for detecting adulteration. The purpose of this study is to detect the adulteration of wild fallow deer (Dama dama) meat with domestic goat (G) (Capra aegagrus hircus) meat, for samples stored for different periods of time using Fourier transform infrared (FTIR) spectroscopy coupled with chemometric.

Meat was cut and mixed in different percentages, transformed into mini-burgers and stored at 3°C from 12 to 432 h and periodically examined for FTIR, pH and microbial analysis. Principal component analysis (PCA) and partial least squares discriminant analysis (PLS-DA) were applied to detect adulteration.

The PCA model, applied to the spectral region from 1,138 to 1,180, 1,314 to 1,477, 1,535 to 1,556 and from 1,728 to 1,759 cm⁻¹, describes the adulteration using four principal components which explained 95 per cent of variance. For the levels of Adulteration A1 (pure meat), A2 (25 and 50 %w/wG) and A3 (75 and 100 %w/wG) for an external set of samples, the correlation coefficients for prediction were 0.979, 0.941 and 0.971, and the room mean square error were 8.58, 12.46 and 9.47 per cent, respectively.

The PLS-DA model predicted the adulteration for an external set of samples with high accuracy. The proposed method has the advantage of allowing rapid results, despite the storage time of the adulterated meat. It was shown that FTIR combined with chemometrics can be used to establish a methodology for the identification of adulteration of game meat, not only for fresh meat but also for meat stored for different periods of time.

With just a small proportion of the population holding a college degree, the material and symbolic advantages of higher education are quite substantive in Brazil. In the last decade, social demand led to the expansion of public universities and the adoption of affirmative actions. Using data from four public universities in the state of São Paulo, the paper shows an increase in the numbers of students from lower-income and less educated families. Their relative inclusion, however, has reproduced the traditional social segmentation in Brazilian higher education, keeping access to prestigious majors more difficult to those with fewer resources.