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Analysis of the Effects of Lockdown on Staff and Students at Universities in Spain and Colombia Using Natural Language Processing Techniques
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In: International Journal of Environmental Research and Public Health; Volume 19; Issue 9; Pages: 5705 (2022)
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Abstract:
The aim of this study is to analyze the effects of lockdown using natural language processing techniques, particularly sentiment analysis methods applied at large scale. Further, our work searches to analyze the impact of COVID-19 on the university community, jointly on staff and students, and with a multi-country perspective. The main findings of this work show that the most often related words were “family”, “anxiety”, “house”, and “life”. Besides this finding, we also have shown that staff have a slightly less negative perception of the consequences of COVID-19 in their daily life. We have used artificial intelligence models such as swivel embedding and a multilayer perceptron as classification algorithms. The performance that was reached in terms of accuracy metrics was 88.8% and 88.5% for students and staff, respectively. The main conclusion of our study is that higher education institutions and policymakers around the world may benefit from these findings while formulating policy recommendations and strategies to support students during this and any future pandemics.
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Keyword:
continents; COVID-19; habits; institutions; mental health; natural language processing; online learning; perception; satisfaction; socio-demographic factors; Swivel embedding; university student; word cloud
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URL: https://doi.org/10.3390/ijerph19095705
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2 |
Macrostructural aspects in oral narratives in Brazilian Portuguese by left and right hemisphere stroke patients with low education and low socioeconomic status
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Discriminant value of repetitive behaviors in families with autism spectrum disorder and obsessional compulsive disorder probands
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In: ISSN: 1939-3806 ; EISSN: 1939-3806 ; Autism Research ; https://hal-pasteur.archives-ouvertes.fr/pasteur-03325346 ; Autism Research, International Society for Autism Research, Wiley Periodicals, Inc., 2021, pp.Online Version of Record before inclusion in an issue. ⟨10.1002/aur.2570⟩ (2021)
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The Influence of Language on Spatial Reasoning: Reading Habits Modulate the Formulation of Conclusions and the Integration of Premises
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In: ISSN: 1664-1078 ; Frontiers in Psychology ; https://hal.archives-ouvertes.fr/hal-03505193 ; Frontiers in Psychology, Frontiers, 2021, 12, ⟨10.3389/fpsyg.2021.654266⟩ (2021)
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Tooth Malformations, DMFT Index, Speech Impairment and Oral Habits in Patients with Fetal Alcohol Syndrome
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Psychometric properties of the healthy lifestyle questionnaire for ecuadorian university students (EVS-EUE)
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Habitusirritationen in einer Lehrpersonenweiterbildung
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In: Zeitschrift für Qualitative Forschung ; 20 ; 1 ; 175-190 (2021)
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Study Culture among College Graduate Students in Electronic Era
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In: Library Philosophy and Practice (e-journal) (2021)
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RUSSIAN IN CONTEMPORARY WORLD: SITUATION AND PERSPECTIVES ...
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О возможности использования техник «Паттерн взмаха» и «Быстрое лечение фобий» в широкой клинической практике ...
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О возможности использования техник «Паттерн взмаха» и «Быстрое лечение фобий» в широкой клинической практике ...
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О возможности использования техник «Паттерн взмаха» и «Быстрое лечение фобий» в широкой клинической практике ...
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Reading Habits Amongst Undergraduate Students: Case Study of Michael and Cecilia Ibru University, (MCIU)Agbarha-Otor
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In: Library Philosophy and Practice (e-journal) (2020)
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Propositions pour exploiter la poésie en classe de FLE : (re)construire le poème des sons et sa musicalité
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In: Corela, Vol 30 (2020) (2020)
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LATAH: A CLINICAL LINGUISTIC REVIEW
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In: LET: Linguistics, Literature and English Teaching Journal, Vol 10, Iss 1, Pp 66-85 (2020) (2020)
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Билингвальное обучение: проблемы и перспективы ... : BILINGUAL TEACHING: PROBLEMS AND PROSPECTS. ...
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Tooth Malformations, DMFT Index, Speech Impairment and Oral Habits in Patients with Fetal Alcohol Syndrome
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In: International Journal of Environmental Research and Public Health ; Volume 16 ; Issue 22 (2019)
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EXPLORING YOUNG ADULT READING HABITS AND RETROSPECTIVE HOME LITERACY PRACTICES
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In: Masters Theses (2019)
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