e.g. mhealth
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Skip search results from other journals and go to results- 5 JMIR Public Health and Surveillance
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Those that explored mask usage in public settings have reported a highly variable prevalence (40%-90%) of usage by the type of public setting for mask wearing and the timing of local mask mandates [5-10].
JMIR Public Health Surveill 2023;9:e37102
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News Coverage of Face Masks in Australia During the Early COVID-19 Pandemic: Topic Modeling Study
The findings suggested that mask-wearing can reduce COVID-19 transmission by up to 85% and is often better with higher-end masks such as N95 and similar respirators [8].
In line with existing supportive evidence on community use of face masks, many countries that historically do not have a mask-wearing culture have initially adopted a mask-wearing policy, while other countries with an established mask-wearing culture have continued to use masks [9].
JMIR Infodemiology 2023;3:e43011
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Frequency of single touch versus multiple touches shown across subject’s oral activity, touch duration and mask wearing.
Mask-wearing style was recorded to observe if subjects were wearing their mask properly, covering their nose and mouth. Subjects who were only covering their mouth with their mask, wearing it as a chin strap, or taking their mask on and off were considered to be not wearing a mask for this study. In Table 4, the frequency of mask style is presented.
Interact J Med Res 2023;12:e43308
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Index variables for intentions to engage in prevention behaviors (pre- and posttreatment) were created by averaging across six items: (1) Limit my physical contact with others when possible, (2) Completely avoid any unnecessary physical contact with others (eg, hugging or handshakes), (3) Avoid crowded indoor spaces, (4) Wear a mask when I leave the house, (5) Wash my hands as much as possible, and (6) Stay home when mildly sick.
JMIR Hum Factors 2023;10:e41328
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Such measures include case isolation, voluntary home quarantine, social distancing, stopping mass gatherings, curfews, travels ban, lockdowns, as well as personal NPIs such as mask wearing, hand washing, and other health precautions. Mask wearing has been proven to be effective in reducing the likelihood of infections [4], yet its efficacy in reducing the risk of transmission is still being evaluated [4].
JMIR Public Health Surveill 2022;8(11):e40089
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COVID-19 Health Beliefs Regarding Mask Wearing and Vaccinations on Twitter: Deep Learning Approach
The purpose of this study is to investigate health beliefs and cues to action for mask wearing and vaccination using machine learning of COVID-19–related Twitter posts. External cues to action from prominent pandemic declarations (eg, WHO and the CDC) regarding mask wearing and vaccines and prominent examples of displayed preventive behaviors (eg, presidential mask wearing) were explored for possible influence on health beliefs, as explained by HBM constructs.
JMIR Infodemiology 2022;2(2):e37861
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Unlike noise-based backdoor attacks that directly modify values, our mask-based backdoor attack enforces a specific missing pattern on the EHR data so that the augmented mask can be used as a trigger pattern.
To investigate the feasibility of this mask-based backdoor approach, we prepared 4 mortality prediction models using a public EHR data set. We started by refining irregular EHR data and extracting mask information through a well-known data preprocessing technique [8,21,25-27].
JMIR Med Inform 2022;10(8):e38440
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Social Determinants in Self-Protective Behavior Related to COVID-19: Association Rule–Mining Study
For example, if we have responses from 100 subjects in the database and 70 (70%) of them only leave the house with a mask, the support of the answer “only leaves home when extremely necessary and wearing a face covering” is equal to 70/100 = 0.7. Confidence, in turn, measures how likely it is that a person gives a set of question-answers Y, given they gave a set of question-answers X, that is, the conditional probability of Y given X.
JMIR Public Health Surveill 2022;8(6):e34020
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Peer Review of “Mask Use to Curtail Influenza in a Post–COVID-19 World: Modeling Study”
This is a peer-review report submitted for the paper “Mask Use to Curtail Influenza in a Post–COVID-19 World: Modeling Study.”
This paper [1] investigates how influenza cases can be decreased by the implementation of masks by a varying proportion of the population. It uses previous research and historical case rates by the Centers for Disease Control and Prevention (CDC) to form its model. Overall, this paper’s model is an informative look at a potential scenario for future flu seasons.
JMIRx Med 2022;3(2):e37240
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Peer Review of “Mask Use to Curtail Influenza in a Post–COVID-19 World: Modeling Study”
This is a peer-review report submitted for the paper “Mask Use to Curtail Influenza in a Post–COVID-19 World: Modeling Study.”
The manuscript [1] entitled “Masks in Post COVID-19 World: Better Alternative to Curtailing Influenza?” undertakes the question as to whether the use of masks should continue after the COVID-19 pandemic for influenza. The authors use a susceptible-exposed-infected-recovered model to evaluate mask parameters.
JMIRx Med 2022;3(2):e37172
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