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      Pre-eminence of determining factors in second language learning: An educator’s perspective from Spain

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          Abstract

          Second language acquisition as a process is subject to factors related to the student, the teacher, the learning structure and learning organisation, and also to the learning environment. The research hereby presented aims to establish the relevance of the above-mentioned factors in the process of second language learning. The study addresses the point of view of teachers, as their perspective concerning the learning process is privileged. If it were not to be included in a scientific process, this detailed and contextual knowledge would not be able to contribute to the improvement of teaching. The data obtained will allow for the designing of teaching strategies focused on learners' needs and requirements. This is a descriptive, observational and cross-sectional study with the participation of 216 practicing teachers within the Community of Madrid in Spain. The information was collected through an online questionnaire using the Google Drive tool Google Forms. Then, it was analysed and validated with IBM SPSS Statistics 25.0. The outcomes of the study show that the factors linked to the teacher are the most dominant for those educators in the Community of Madrid. Regarding the teacher-student relationship, the use of teaching resources and materials adequate for learning, together with the communication, strategies used, the linguistic input received by the students and the planning of lessons, are factors showing the greatest capacity to determine the process of teaching and learning a second language.

          Abstract

          Factors; Teaching-learning process; Second language; Educators

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          Semantics derived automatically from language corpora contain human-like biases

          Machine learning is a means to derive artificial intelligence by discovering patterns in existing data. Here, we show that applying machine learning to ordinary human language results in human-like semantic biases. We replicated a spectrum of known biases, as measured by the Implicit Association Test, using a widely used, purely statistical machine-learning model trained on a standard corpus of text from the World Wide Web. Our results indicate that text corpora contain recoverable and accurate imprints of our historic biases, whether morally neutral as toward insects or flowers, problematic as toward race or gender, or even simply veridical, reflecting the status quo distribution of gender with respect to careers or first names. Our methods hold promise for identifying and addressing sources of bias in culture, including technology.
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            The Flowering of Positive Psychology in Foreign Language Teaching and Acquisition Research

            The present contribution offers an overview of a new area of research in the field of foreign language acquisition, which was triggered by the introduction of Positive Psychology (PP) (MacIntyre and Gregersen, 2012). For many years, a cognitive perspective had dominated research in applied linguistics. Around the turn of the millennium researchers became increasingly interested in the role of emotions in foreign language learning and teaching, beyond established concepts like foreign language anxiety and constructs like motivation and attitudes toward the foreign language. As a result, a more nuanced understanding of the role of positive and negative learner and teacher emotions emerged, underpinned by solid empirical research using a wide range of epistemological and methodological approaches. PP interventions have been carried out in schools and universities to strengthen learners and teachers’ experiences of flow, hope, courage, well-being, optimism, creativity, happiness, grit, resilience, strengths, and laughter with the aim of enhancing learners’ linguistic progress. This paper distinguishes the early period in the field that started with MacIntyre and Gregersen (2012), like a snowdrop after winter, and that was followed by a number of early studies in relatively peripheral journals. We argue that 2016 is the starting point of the current period, characterized by gradual recognition in applied linguistics, growing popularity of PP, and an exponential increase in publications in more mainstream journals. This second period could be compared to a luxuriant English garden in full bloom.
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              Teachers, Schools, and Academic Achievement

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                Author and article information

                Contributors
                Journal
                Heliyon
                Heliyon
                Heliyon
                Elsevier
                2405-8440
                19 February 2021
                February 2021
                19 February 2021
                : 7
                : 2
                : e06282
                Affiliations
                [a ]Department of Social Sciences and Applied Languages, Alfonso X El Sabio University, Madrid, Spain
                [b ]Department of Education, Catholic University of Ávila, Ávila, Spain
                [c ]Department of Philology and Its Didactics, Autonomous University of Madrid, Madrid, Spain
                [d ]Department of Education, International University of La Rioja (UNIR), Madrid, Spain
                Author notes
                []Corresponding author. rcabrero@ 123456uax.es
                Article
                S2405-8440(21)00387-X e06282
                10.1016/j.heliyon.2021.e06282
                7905452
                38fd6992-57fd-4555-9af3-2e94231d52bc
                © 2021 The Authors

                This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).

                History
                : 2 July 2020
                : 20 November 2020
                : 10 February 2021
                Categories
                Research Article

                factors,teaching-learning process,second language,educators

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