The COVID-19 Mask

St-Amant, Oona; Rummens, Joanna Anneke; Parada, Henry; Wilson‐Mitchell, Karline

doi:10.1097/ans.0000000000000393

Cited by 3 publications

(3 citation statements)

References 27 publications

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“…Our Granger-causal results show that national health outcomes, such as the total and new daily COVID-19 cases can be significantly predicted by the volume of mask-related gists ( cluster 2 ) with a lag of 5 days. The mask mandate was one of the most controversial health practices that impacted people of all ages and occupations during the pandemic [62,98]. Parents were polarized over school mask requirements to the extent of resorting to violence [94].…”

Section: Resultsmentioning

confidence: 99%

Leveraging Prompt-Based Large Language Models: Predicting Pandemic Health Decisions and Outcomes Through Social Media Language

Ding,

Carik,

Gunturi

et al. 2024

Proceedings of the CHI Conference on Human Factors in Computing Systems

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We introduce a multi-step reasoning framework using promptbased LLMs to examine the relationship between social media language patterns and trends in national health outcomes. Grounded in fuzzy-trace theory, which emphasizes the importance of "gists" of causal coherence in effective health communication, we introduce Role-Based Incremental Coaching (RBIC), a prompt-based LLM framework, to identify gists at-scale. Using RBIC, we systematically extract gists from subreddit discussions opposing COVID-19 health measures (Study 1). We then track how these gists evolve across Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the owner/author(s).

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Section: Resultsmentioning

confidence: 99%

Leveraging Prompt-Based Large Language Models: Predicting Pandemic Health Decisions and Outcomes Through Social Media Language

Ding,

Carik,

Gunturi

et al. 2024

Proceedings of the CHI Conference on Human Factors in Computing Systems

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“…The main guidelines for using face masks ensure that they fully cover the mouth and nose and that they are well adjusted to the face. Due to the need for sealing for individual protection, mask use had an impact on communication due to changes in vocal signal and speech intelligibility quality ( 6 ) .…”

Section: Introductionmentioning

confidence: 99%

Effects on communication due to face mask use: an integrative review

Grassi,

Oliveira,

Chiriboga

et al. 2023

Rev. Bras. Enferm.

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Objectives: to integrate evidence from studies on auditory perceptual and speech production effects in communication situations with face mask use. Methods: an integrative literature review, in MEDLINE, Cochrane Library and Embase databases. The guiding question was: what effects on communication (perceptual-auditory and speech production) occur with face mask use? Results: searches in electronic databases resulted in 1,478 studies and filtering resulted in 29 final studies. Conclusions: mask use has effects on communication, both in perception and speech production, factors that are also related to quality of life, stress and socio-emotional factors. These data can impact on indicators and alerts in favor of adopting strategies to manage mask use, involving speech production and perception when wearing a mask in health services.

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“…As principais orientações para o uso das máscaras faciais ensejam que cubram totalmente a boca e nariz e que estejam bem ajustadas ao rosto. Devido à necessidade de vedação para a proteção individual, o uso de máscaras impactou na comunicação em decorrência das alterações na qualidade do sinal vocal e na inteligibilidade da fala (6) .…”

Section: Introductionunclassified

Efeitos na comunicação em razão de uso de máscara facial: revisão integrativa

Grassi,

Oliveira,

Chiriboga

et al. 2023

Rev. Bras. Enferm.

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RESUMO Objetivos: integrar evidências de estudos sobre efeitos perceptivos auditivos e de produção de fala em situações de comunicação com o uso de máscara facial. Métodos: revisão integrativa da literatura, nas bases MEDLINE, Cochrane Library e Embase. O questionamento direcionador foi: quais efeitos na comunicação (perceptivo-auditivos e de produção de fala) ocorrem com o uso de máscaras faciais? Resultados: as buscas nas bases de dados eletrônicas resultaram em 1.478 estudos, e a filtragem culminou em 29 estudos finais. Conclusões: o uso de máscaras traz efeitos na comunicação, tanto na percepção quanto na produção da fala, fatores ademais relacionados à qualidade de vida, estresse e socioemocionais. Esses dados podem impactar em indicadores e alertas em prol da adoção de estratégias ao manejo de uso de máscaras, envolvendo a produção e percepção de fala em ocasião de uso de máscara nos serviços de saúde.

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The COVID-19 Mask

Cited by 3 publications

References 27 publications

Leveraging Prompt-Based Large Language Models: Predicting Pandemic Health Decisions and Outcomes Through Social Media Language

Leveraging Prompt-Based Large Language Models: Predicting Pandemic Health Decisions and Outcomes Through Social Media Language

Effects on communication due to face mask use: an integrative review

Efeitos na comunicação em razão de uso de máscara facial: revisão integrativa

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