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Crowd Counting Using Meta-Test-Time Adaptation

Author(s): Ma C; Neri F; Gu L; Wang Z; Wang J; Qing A; Wang Y;

Machine learning algorithms are commonly used for quickly and efficiently counting people from a crowd. Test-time adaptation methods for crowd counting adjust model parameters and employ additional data augmentation to better adapt the model to the specific conditions encountered during testing. The majority of current studies concentrate on unsupervised ...

Article GUID: 39252679


Factors associated with change in moderate or severe symptoms of anxiety and depression in community-living adults and older adults during the COVID-19 pandemic

Author(s): Vasiliadis HM; Spagnolo J; Bartram M; Fleury MJ; Gouin JP; Grenier S; Roberge P; Shen-Tu G; Vena JE; Lamoureux-Lamarche C; Wang J;

Objectives: Few are the longitudinal studies on the changes in moderate or severe symptoms of anxiety or depression (MSS-ANXDEP) from before to during the COVID-19 pandemic in Canada. The aim was to study the change in MSS-ANXDEP and associated sociodemographic, economic, psychosocial, health beh ...

Article GUID: 38117417


Factors associated with mental health service use during the pandemic: Initiation and barriers

Author(s): Vasiliadis HM; Spagnolo J; Fleury MJ; Gouin JP; Roberge P; Bartram M; Grenier S; Shen-Tu G; Vena JE; Wang J;

Background: Scarce are the studies focusing on initiation of new mental health service use (MHSU) and distinguishing individuals who have sought services but have been unsuccessful in accessing these. Aims: Assessing the factors associated with initiating new MHSU as compared to no MHSU due to s ...

Article GUID: 37646244


Refined design of ventilation systems to mitigate infection risk in hospital wards: Perspective from ventilation openings setting

Author(s): Ren C; Wang J; Feng Z; Kim MK; Haghighat F; Cao SJ;

To prevent respiratory infections between patients and medical workers, the transmission risk of airborne pollutants in hospital wards must be mitigated. The ventilation modes, which are regarded as an important strategy to minimize the infection risk, is challenging to systematically design. Studies have considered the effect of ventilation openings (inl ...

Article GUID: 37336354


Mental health service use and associated predisposing, enabling and need factors in community living adults and older adults across Canada

Author(s): Vasiliadis HM; Spagnolo J; Fleury MJ; Gouin JP; Roberge P; Bartram M; Grenier S; Shen-Tu G; Vena JE; Wang J;

Objectives: Using Andersen's model of health care seeking behavior, we examined the predisposing, enabling, and need factors associated with mental health service use (MHSU) during the first wave of the COVID-19 pandemic across Canada. Methods: The sample included n = 45,542 participants in ...

Article GUID: 37046270


Intelligent operation, maintenance, and control system for public building: Towards infection risk mitigation and energy efficiency

Author(s): Ren C; Zhu HC; Wang J; Feng Z; Chen G; Haghighat F; Cao SJ;

During the post-COVID-19 era, it is important but challenging to synchronously mitigate the infection risk and optimize the energy savings in public buildings. While, ineffective control of ventilation and purification systems can result in increased energy consumption and cross-contamination. This paper is to develop intelligent operation, maintenance, a ...

Article GUID: 36941886


Perfluoroalkyl and polyfluoroalkyl substances (PFASs) in groundwater: current understandings and challenges to overcome

Author(s): Zhao Z; Li J; Zhang X; Wang L; Wang J; Lin T;

Perfluoroalkyl and polyfluoroalkyl substances (PFASs) have been frequently detected in groundwater globally. With the phase-out of perfluorooctane sulfonate (PFOS) and perfluorooctanate (PFOA) due to their risk to the ecosystem and human population, various novel PFASs have been used as replacements and detected in groundwater. In order to summarize the c ...

Article GUID: 35593984


Seasonal source identification and source-specific health risk assessment of pollutants in road dust

Author(s): Wang J; Huang JJ; Mulligan C;

Humans who are exposed to metals in road dust may have potential health risks through touching, ingesting, and inhaling the suspended road dust. There were limited studies to link seasonal emission sources to health risks from metals in road dust. In this study, metals in road dust from different functional areas were seasonally monitored. The contributio ...

Article GUID: 34510345


Flame-Retardant and Polysulfide-Suppressed Ether-Based Electrolytes for High-Temperature Li-S Batteries

Author(s): He M; Li X; Holmes NG; Li R; Wang J; Yin G; Zuo P; Sun X;

Lithium-sulfur (Li-S) batteries are drawing huge attention as attractive chemical power sources. However, traditional ether-based solvents (DME/DOL) suffer from safety issues at high temperatures and serious parasitic reactions occur between the Li metal anodes and soluble lithium polysulfides (LiPSs). Herein, we propose a polysulfide-suppressed and flame ...

Article GUID: 34370436


Mitigating COVID-19 infection disease transmission in indoor environment using physical barriers

Author(s): Ren C; Xi C; Wang J; Feng Z; Nasiri F; Cao SJ; Haghighat F;

During the normalized phase of COVID-19, droplets or aerosol particles produced by infected personnel are considered as the potential source of infection with uncertain exposure risk. As such, in densely populated open spaces, it is necessary to adopt strategies to mitigate the risk of infection disease transmission while providing sufficient ventilation ...

Article GUID: 34306996


Indoor airborne disinfection with electrostatic disinfector (ESD): Numerical simulations of ESD performance and reduction of computing time

Author(s): Feng Z; Cao SJ; Wang J; Kumar P; Haghighat F;

Airborne transmissions of infectious disease (e.g. SARS-CoV-2) in indoor environments may induce serious threat to public health. Air purification devices are necessary to remove and/or inactivate airborne biological species from indoor air environment. Corona discharge in an electrostatic precipitator is capable of removing particulate matter and disinfe ...

Article GUID: 33994653


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