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A rapid review of anti-racism strategies and tools to inform the establishment of an anti-racism strategy across South Australian Government agencies Protocol ...
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A rapid review of anti-racism strategies and tools to inform the establishment of an anti-racism strategy across South Australian Government agencies Protocol ...
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EFFECTIVE TEACHING METHODS AND APPROACHES FOR SECONDARY SCHOOL STUDENTS IN ENGLISH LANGUAGE LEARNING ...
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EFFECTIVE TEACHING METHODS AND APPROACHES FOR SECONDARY SCHOOL STUDENTS IN ENGLISH LANGUAGE LEARNING ...
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КАТЕГОРИЯ ОТРИЦАНИЯ КАК ОБЩЕНАУЧНЫЙ ФЕНОМЕН ... : CATEGORY OF NEGATION AS GENERAL SCIENTIFIC PHENOMENON ...
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COVID-19 Vaccination-Related Sentiments Analysis: A Case Study Using Worldwide Twitter Dataset
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In: Healthcare; Volume 10; Issue 3; Pages: 411 (2022)
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Abstract:
COVID-19 pandemic has caused a global health crisis, resulting in endless efforts to reduce infections, fatalities, and therapies to mitigate its after-effects. Currently, large and fast-paced vaccination campaigns are in the process to reduce COVID-19 infection and fatality risks. Despite recommendations from governments and medical experts, people show conceptions and perceptions regarding vaccination risks and share their views on social media platforms. Such opinions can be analyzed to determine social trends and devise policies to increase vaccination acceptance. In this regard, this study proposes a methodology for analyzing the global perceptions and perspectives towards COVID-19 vaccination using a worldwide Twitter dataset. The study relies on two techniques to analyze the sentiments: natural language processing and machine learning. To evaluate the performance of the different lexicon-based methods, different machine and deep learning models are studied. In addition, for sentiment classification, the proposed ensemble model named long short-term memory-gated recurrent neural network (LSTM-GRNN) is a combination of LSTM, gated recurrent unit, and recurrent neural networks. Results suggest that the TextBlob shows better results as compared to VADER and AFINN. The proposed LSTM-GRNN shows superior performance with a 95% accuracy and outperforms both machine and deep learning models. Performance analysis with state-of-the-art models proves the significance of the LSTM-GRNN for sentiment analysis.
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Keyword:
COVID-19 vaccination; deep learning; healthcare; lexicon-based approaches; sentiment analysis
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URL: https://doi.org/10.3390/healthcare10030411
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Should the Elementary School EFL Classroom Contribute to Developing Multilingualism? Pre-Service Teacher Cognitions about Pluralistic Approaches to EFL Teaching and Cross-Linguistic Awareness
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In: Languages; Volume 7; Issue 2; Pages: 109 (2022)
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Método de Abordajes Lingüísticos Convergentes para el ACD: una propuesta aplicada al análisis de comentarios digitales
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In: Onomázein: Revista de lingüística, filología y traducción de la Pontificia Universidad Católica de Chile, ISSN 0718-5758, Nº. 55, 2022, pags. 92-114 (2022)
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Translation of English nonfiction titles into Arabic
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In: Translation and Interpreting : the International Journal of Translation and Interpreting Research, Vol 14, Iss 1, Pp 97-120 (2022) (2022)
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On dissociating adjunct island and subject island effects
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In: Proceedings of the Linguistic Society of America; Vol 7, No 1 (2022): Proceedings of the Linguistic Society of America; 5207 ; 2473-8689 (2022)
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Le dictionnaire des francophones, une plateforme lexicographique contributive et sémantique
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In: Journées Francophones d'Ingénierie des Connaissances (IC) Plate-Forme Intelligence Artificielle (PFIA'21) ; https://hal-emse.ccsd.cnrs.fr/emse-03259997 ; Journées Francophones d'Ingénierie des Connaissances (IC) Plate-Forme Intelligence Artificielle (PFIA'21), Jun 2021, Bordeaux, France. pp 7-10 ; http://pfia2021.fr/ (2021)
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Preparing Student Teachers of Languages to Promote Plurilingual Competence ...
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LINGUISTIC, COMMUNICATIVE AND SOCIOLOGICAL APPROACH TO THE DEFINITION OF THE TERM “TRANSLATION” ... : ЛИНГВИСТИЧЕСКИЙ, КОММУНИКАТИВНЫЙ И СОЦИОЛОГИЧЕСКИЙ ПОДХОД К ОПРЕДЕЛЕНИЮ ТЕРМИНА «ПЕРЕВОД» ...
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Formation of multicultural and multilingual competences of non-linguistic universities' students in the process of learning a foreign language ...
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Formation of multicultural and multilingual competences of non-linguistic universities' students in the process of learning a foreign language ...
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