COVID-19 Health Beliefs Regarding Mask Wearing and Vaccinations on Twitter: Deep Learning Approach

Background Amid the global COVID-19 pandemic, a worldwide infodemic also emerged with large amounts of COVID-19–related information and misinformation spreading through social media channels. Various organizations, including the World Health Organization (WHO) and the Centers for Disease Control and Prevention (CDC), and other prominent individuals issued high-profile advice on preventing the further spread of COVID-19. Objective The purpose of this study is to leverage machine learning and Twitter data from the pandemic period to explore health beliefs regarding mask wearing and vaccines and the influence of high-profile cues to action. Methods A total of 646,885,238 COVID-19–related English tweets were filtered, creating a mask-wearing data set and a vaccine data set. Researchers manually categorized a training sample of 3500 tweets for each data set according to their relevance to Health Belief Model (HBM) constructs and used coded tweets to train machine learning models for classifying each tweet in the data sets. Results In total, 5 models were trained for both the mask-related and vaccine-related data sets using the XLNet transformer model, with each model achieving at least 81% classification accuracy. Health beliefs regarding perceived benefits and barriers were most pronounced for both mask wearing and immunization;however, the strength of those beliefs appeared to vary in response to high-profile cues to action. Conclusions During both the COVID-19 pandemic and the infodemic, health beliefs related to perceived benefits and barriers observed through Twitter using a big data machine learning approach varied over time and in response to high-profile cues to action from prominent organizations and individuals.

An Ultrafast One-Step Quantitative Reverse Transcription-Polymerase Chain Reaction Assay for Detection of SARS-CoV-2.

We developed an ultrafast one-step RT-qPCR assay for SARS-CoV-2 detection, which can be completed in only 30 min on benchtop Bio-Rad CFX96. The assay significantly reduces the running time of conventional RT-qPCR: reduced RT step from 10 to 1 min, and reduced the PCR cycle of denaturation from 10 to 1 s and extension from 30 to 1 s. A cohort of 60 nasopharyngeal swab samples testing showed that the assay had a clinical sensitivity of 100% and a clinical specificity of 100%.

An Ultrafast One-Step qRT-PCR Assay for Detection of SARS-CoV-2 (preprint)

We developed an ultrafast one-step RT-qPCR assay for SARS-CoV-2 detection, which can be completed in only 30 mins on benchtop Bio-Rad CFX96. The assay significantly reduces the running time of conventional RT-qPCR: reduced RT step from 10 to 1 min, and reduced PCR cycle of denaturation from 10 to 1 s and extension from 30 to 1 s. A cohort of 60 nasopharyngeal swab samples testing showed that the assay had a clinical sensitivity of 100% and a clinical specificity of 100%. 

Depression in patients with epilepsy during the COVID-19 pandemic based on longitudinal self-reporting.

The current study screened major depression in people with epilepsy (PWE) during the epidemic of the novel coronavirus-related disease COVID-19, in order to identify whether the outbreak generated negative psychological impact on PWE. A Chinese version of the Neurological Disorders Depression Inventory for Epilepsy (C-NDDI-E), a self-reporting depression inventory, was applied for rapid detection of major depression. Assessment was carried out online during three different periods (prior to, during, and after the outbreak of COVID-19), with the aim of identifying changes in prevalence of depression and associated risk factors. A total of 158 PWE were recruited into the study (48.7% female). The questionnaire completion rates were 94.3% and 70.9% during and after the outbreak, respectively. The prevalence of depression prior to the epidemic, as the baseline, was 34.8% and increased to 42.3% during the period of the epidemic. Towards the end of the outbreak, the prevalence declined towards the baseline (36.6%). Factors such as living alone (OR = 4.022, 95% CI: 1.158-13.971, P = 0.028) and active seizures before the epidemic (OR = 2.993, 95% CI: 1.197-7.486, P = 0.019) were associated with depression during the epidemic. Monotherapy appeared to be protective against depression (OR = 0. 105, 95% CI: 0.047-0.235, P <0.001). Our results suggest that the pandemic exerts negative influence on PWE's mental health. Depression is one of the common psychological disorders that needs greater attention during this extraordinary period.

Clinical features and viral RNA shedding of imported and local cases with COVID-19 in Wenzhou, China.

ABSTRACT: Wenzhou had the highest number of confirmed novel coronavirus 2019 (COVID-19) cases outside the Hubei province. The aim of this study was to identify the difference in clinical features and viral RNA shedding between the imported and local COVID-19 cases in Wenzhou.All patients with confirmed COVID-19 admitted to Wenzhou Sixth People's Hospital, Wenzhou Central Hospital Medical Group, from January 17 to February 11, 2020, were enrolled in this study. Data was analyzed and compared for the imported and local cases with regard to epidemiological, demographic, clinical, radiological features, and laboratory findings. Outcomes for the enrolled participants were followed up until May 7, 2020.Of the 136 cases, 50 were imported from Wuhan. The median age was 45 years and 73 (53.7%) were men. The most common symptoms at onset were fever (104 [76.5%]) and cough (85[62.5%]). Pleural effusion was more common among imported cases compared to local cases. The white blood cell count, neutrophil count, lymphocyte count and platelet count of the imported cases were significantly lower than those of the local cases, while the prothrombin time was significantly longer than that of the local cases. Severe and critically ill patients accounted for 15.4% and 2.9%, respectively. The median duration of SARS-CoV-2 RNA shedding from symptom onset was 26 days (IQR 17-32.3 days) and there were no significant differences in duration of viral RNA shedding between the two groups.The study findings suggest that imported cases from Wuhan were more likely to be severe compared to the local cases in Wenzhou. However, there was no difference between imported and local cases on the viral shedding among the COVID patients.

Visible-Light-Driven and Self-Hydrogen-Donated Nanofibers Enable Rapid-Deployable Antimicrobial Bioprotection.

The novel coronavirus SARS-CoV-2 has prompted a worldwide pandemic and poses a great threat to public safety and global economies. Most present personal protective equipment (PPE) used to intercept pathogenic microorganisms is deficient in biocidal properties. Herein, we present green nanofibers with effective antibacterial and antiviral activities that can provide sustainable bioprotection by continuously producing reactive oxygen species (ROS). The superiority of the design is that the nanofibers can absorb and store visible light energy and maintain the activity under light or dark environment. Moreover, the nanofibers can uninterruptedly release ROS in the absence of an external hydrogen donor, acting as a biocide under all weather conditions. A facile spraying method is proposed to rapidly deploy the functional nanofibers to existing PPE, such as protective suits and masks. The modified PPE exhibit stable ROS production, excellent capacity for storing activity potential, long-term durability, and high bactericidal (>99.9%) and viricidal (>99.999%) efficacies.

Epilepsy management during epidemic: A preliminary observation from western China.

OBJECTIVE: This study aimed to investigate whether the proposed model could manage patients with epilepsy (PWEs) during the coronavirus disease 2019 (COVID-19) outbreak. METHODS: We used a model to manage the PWEs during the outbreak. Questionnaire survey and hospital data were used to explore whether PWEs under our management were affected by the virus. RESULTS: A total of 118 (78.7%) PWEs completed the survey. During the "model period," 22.9% (27/118) of the respondents reported antiepileptic drug (AEDs) discontinuity, including six (22.2%) PWEs who failed to purchase AEDs. Of the patients, 40.7% (22/54) failed to attend ordinary clinic, which was higher than that during the "period before model" (7.9%, 5/63). The common causes were movement limits (77.3%) and appointment failure (54.5%). A shift from ordinary clinic toward remote consultation was observed. Of the PWEs, 15.7% (13/83) referred to online pharmacy. 87.5% (14/16) of emergencies related to epilepsy were timely treated. 48.3%of PWEs thought that the epidemic had an impact on accessing medical services. Hospital data indicated that a decline in ordinary clinic visit, inpatient, surgery, and emergency attendance was observed in January and February 2020 and an increase in March 2020, as the epidemic mitigated. By contrast, online clinic visit soared in February, when the outbreak hit hard. In addition, we found no cross-infection of COVID-19 in our hospital and respondents. CONCLUSION: We demonstrated a much-needed model to manage the PWEs during the outbreak. We believed that the core architecture of this model was suitable for the management of other chronic diseases.

Effects of home quarantine for COVID-19 community control in Shenzhen, China, 2020 (preprint)

Background: Shenzhen implement classification management to prevent and control coronavirus disease 2019 (COVID-19) outbreak. Individuals with epidemic histories (came from Hubei and any other affected regions), but without symptoms were instructed to take home quarantine for 14 days and nucleic acid testing (NAT) for SARS-CoV-2. We described the infection status of the home-quarantined individuals, and effects of community control strategies in the three incubations after Wuhan closure in Shenzhen.Methods: This was a descriptive research, the sample size was 2,004 individuals based on multistage sampling during the pre-investigation. And the formal investigation expanded the sample size to 57,012 individuals based on pre-investigation. A single throat swab was collected from each individual for nucleic acid testing (NAT) by reverse transcription-polymerase chain reaction (RT-PCR). NAT was performed by a third-party institution. We collected information related to demographics, disease history, travel history, and personal protective measures before home quarantine, and monitored close-contact histories using the We Chat questionnaire.Results: The total infection rate of home-quarantined individuals was 0.12‰ (95% CI: 0.05‰–0.24‰) out of the total sample size of 59,016. The detection period for seven confirmed cases was primarily concentrated between February 8 and 18, 2020, which was during the second incubation period after Wuhan's closure. The home quarantined individuals with epidemic histories (came from Hubei and any other affected regions) were considered the high risk population during the first two incubations after Wuhan’s closure. No positive cases were detected from February 25 to March 5(the third incubation after Wuhan’s closure). The number of newly-confirmed cases per day was 0 for eight consecutive days from February 22 to 29 in Shenzhen.Conclusions: The community control strategies for home-quarantined individuals with epidemic histories (came from Hubei and any other affected regions), but without symptoms to take the NAT in the first two incubations is effective to control COVID-19. But it is not advocating for home-quarantined person to take the NAT since the third incubation.

All-polymer hybrid electret fibers for high-efficiency and low-resistance filter media.

A one-step and controllable strategy to prepare all-polymer hybrid electret fibers is reported based on the coupling of polystyrene and polyvinylidene fluoride in electric response. The complementary dielectric properties between PS and PVDF generate dual-system electret charges within PS/PVDF fibers, thereby improving the electret effect. The bi-component all-polymer electret fibers show enhanced electret property and structural continuity, contributing to a N95 protective respirator with high filtration efficiency (99.752%), low air resistance (72 Pa) and long service life. The fabrication of all-polymer electret fibers solves the challenge of nanoparticle toxicity for existing polymer/nanoparticle electret fibers.

Research on COVID-19 prevention and control strategies, and the effect of home quarantine in Shenzhen, China, 2020 (preprint)

AbstractBackground: To study the prevention and control strategies of coronavirus disease 2019 (COVID-19), and to analyze the infection of the home-quarantined individuals with epidemic histories (came from Hubei and any other affected regions), but without symptoms in the three incubations after Wuhan closure in Shenzhen.Methods: The sample size was 2,004 individuals based on multistage sampling during the pre-investigation. Based on the results of the pre-investigation, the formal investigation expanded the sample size to 57,012 individuals. A single throat swab was collected from each individual for nucleic acid testing (NAT) by reverse transcription-polymerase chain reaction (RT-PCR). NAT was performed by a third-party institution, BGI. We collected information related to demographics, disease history, travel history, and personal protective measures before home quarantine, and monitored close-contact histories using the We Chat questionnaire.Results: The total infection rate of home-quarantined individuals was 0.11% (95% CI: 0.05%–0.24%) out of the total sample size of 59,016. The detection period for seven confirmed cases was primarily concentrated between February 8 and 18, 2020, which was during the second incubation period after Wuhan's closure. The home quarantined individuals with epidemic histories (came from Hubei and any other affected regions) were considered the high risk population during the first two incubations after Wuhan’s closure. No positive cases were detected from February 25 to present (the third incubation after Wuhan’s closure). The number of newly-confirmed cases per day was 0 for 8 days from February 22 to 29 in Shenzhen. Thus, the strategies of prevention and control were effective.Conclusions: The strategies and policies were effective for the prevention and control of COVID-19. Additionally, the strategy of implementing NAT during the first two incubations for home-quarantined individuals with epidemic histories (came from Hubei and any other affected regions), but without symptoms, facilitated early detection, early reporting, early diagnosis, early quarantining, and early treatment. However, our findings do not support NAT for home quarantined persons during the third incubation after Wuhan’s closure to present.