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Introducing the keyconcept approach to the analysis of language: the case of regulation in COVID-19 diaries

Authors :
Justyna A. Robinson
Rhys J. Sandow
Roberta Piazza
Source :
Frontiers in Artificial Intelligence, Vol 6 (2023)
Publication Year :
2023
Publisher :
Frontiers Media S.A., 2023.

Abstract

Using the Mass Observation corpus of 12th of May Diaries, we investigate concepts that are characteristic of the first coronavirus lockdown in the UK. More specifically, we extract and analyse concepts which are distinctive of the discourses produced in May 2020 in relation to concepts used in the 10 previous years, 2010–2019. In the current paper we focus on the concept of regulation, which we identify through a novel approach to querying semantic content in large datasets. Typically, linguists look at keywords to understand differences between two datasets. We demonstrate that taking the perspective of a keyconcept rather than the keyword in linguistic analysis is a beneficial way of identifying trends in broader patterns of thoughts and behaviours which reflect lived-experiences that are particularly prominent of a given dataset, which, in this current paper, is the COVID-19 era dataset. In order to contextualise the keyconcept analysis, we investigate the discourses surrounding the concept of regulation. We find that diarists communicate collective experience of limited individual agency, surrounded by feelings of fear and gratitude. Diarists' reporting on events is often fragmented, focused on new information, and firmly placed in a temporal frame.

Details

Language :
English
ISSN :
26248212 and 64738930
Volume :
6
Database :
Directory of Open Access Journals
Journal :
Frontiers in Artificial Intelligence
Publication Type :
Academic Journal
Accession number :
edsdoj.6ab647389308478792d9569c4cbc4a75
Document Type :
article
Full Text :
https://doi.org/10.3389/frai.2023.1176283