2023
DOI: 10.1111/jjns.12529
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Prediction models for the impact of the COVID‐19 pandemic on research activities of Japanese nursing researchers using deep learning

Abstract: Aim This study aimed to construct and evaluate prediction models using deep learning to explore the impact of attributes and lifestyle factors on research activities of nursing researchers during the COVID‐19 pandemic. Methods A secondary data analysis was conducted from a cross‐sectional online survey by the Japanese Society of Nursing Science at the inception of the COVID‐19 pandemic. A total of 1089 respondents from nursing faculties were divided into a training dataset and a test dataset. We constructed tw… Show more

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Cited by 7 publications
(1 citation statement)
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“…Furthermore, female researchers are more likely to shoulder domestic duties following the closure of universities and research institutions, as well as childbearing and home-schooling when lockdowns also involved schools and kindergartens [39]. Indeed, it has been postulated that many women are currently doing 'second and third shifts' regarding housework and welfare after their first shift of paid work [40][41][42][43]. The possible explanation of our data relies on the lack of information on family composition and the presence of offspring from participants in our survey, as parents are expected to suffer more significantly from the issues mentioned above [3].…”
Section: Plos Onementioning
confidence: 99%
“…Furthermore, female researchers are more likely to shoulder domestic duties following the closure of universities and research institutions, as well as childbearing and home-schooling when lockdowns also involved schools and kindergartens [39]. Indeed, it has been postulated that many women are currently doing 'second and third shifts' regarding housework and welfare after their first shift of paid work [40][41][42][43]. The possible explanation of our data relies on the lack of information on family composition and the presence of offspring from participants in our survey, as parents are expected to suffer more significantly from the issues mentioned above [3].…”
Section: Plos Onementioning
confidence: 99%