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                  <text>Coronavirus</text>
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                  <text>Dominio científico: Coronavirus</text>
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                <text>Using Machine Learning to Predict ICU Transfer in Hospitalized COVID-19 Patients</text>
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                <text>Roopa Kohli-Seth, Fu-Yuan Cheng, Himanshu Joshi, Pranai Tandon, Robert Freeman, David  L Reich, Madhu Mazumdar, Matthew Levin, Prem Timsina, Arash Kia</text>
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                <text>Objectives: Approximately 20–30% of patients with COVID-19 require hospitalization, and 5–12% may require critical care in an intensive care unit (ICU). A rapid surge in cases of severe COVID-19 will lead to a corresponding surge in demand for ICU care. Because of constraints on resources, frontline healthcare workers may be unable to provide the frequent monitoring and assessment required for all patients at high risk of clinical deterioration. We developed a machine learning-based risk prioritization tool that predicts ICU transfer within 24 h, seeking to facilitate efficient use of care providers’ efforts and help hospitals plan their flow of operations. Methods: A retrospective cohort was comprised of non-ICU COVID-19 admissions at a large acute care health system between 26 February and 18 April 2020. Time series data, including vital signs, nursing assessments, laboratory data, and electrocardiograms, were used as input variables for training a random forest (RF) model. The cohort was randomly split (70:30) into training and test sets. The RF model was trained using 10-fold cross-validation on the training set, and its predictive performance on the test set was then evaluated. Results: The cohort consisted of 1987 unique patients diagnosed with COVID-19 and admitted to non-ICU units of the hospital. The median time to ICU transfer was 2.45 days from the time of admission. Compared to actual admissions, the tool had 72.8% (95% CI: 63.2–81.1%) sensitivity, 76.3% (95% CI: 74.7–77.9%) specificity, 76.2% (95% CI: 74.6–77.7%) accuracy, and 79.9% (95% CI: 75.2–84.6%) area under the receiver operating characteristics curve. Conclusions: A ML-based prediction model can be used as a screening tool to identify patients at risk of imminent ICU transfer within 24 h. This tool could improve the management of hospital resources and patient-throughput planning, thus delivering more effective care to patients hospitalized with COVID-19.</text>
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                <text>2020</text>
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                <text>covid-19, Intensive care units, Critical care, random forest, supervised machine learning</text>
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                <text>10.3390/jcm9061668</text>
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                <text>Epidemiology and Health</text>
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                <text>Korean Society of Epidemiology</text>
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                <text>Medicine</text>
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              <name>Title</name>
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                  <text>Dominio científico: Coronavirus</text>
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                <text>Interdisciplinary Perspectives on Health Literacy Research around the World: More Important than Ever in a Time of COVID-19</text>
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            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
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              <elementText elementTextId="82826">
                <text>Tetine Sentell, Sandra Vamos, Orkan Okan</text>
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            <description>An account of the resource</description>
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                <text>As we write our editorial for a health literacy special issue in the midst of the international COVID-19 crisis, we take this opportunity to highlight the importance of individual, community, and population health literacy. We are not only in a “pandemic” but also an “infodemic”. Health literacy is more important than ever in the face of these global health threats, which have impacted outcomes across the levels of the socio-ecological model (SEM), including individual health behaviors, family relationships, organizational behavior, state policy-making, national mortality statistics, and the international economy in the span of weeks. Our special issue sought to pull together interdisciplinary threads guided by two principles. The first was defining health literacy as essential skills and situational resources needed for people to find, understand, evaluate, communicate, and use information and services in a variety of forms across various settings throughout their life course to promote health and wellbeing. The second was the idea that enhancing health literacy in populations and systems is critical to achieving health equity. In this time of public health need across traditional borders, the inter-sectoral and international perspectives of special issue articles are more urgent than ever. A greater understanding, appreciation, and application of health literacy can support policy action on multiple levels to address major public health challenges. Health literacy should be built deliberately as a population-level resource and community asset. We have summarized the set of articles in this special issue across the levels of the SEM, hoping their thoughtful considerations and interesting findings will help to support global health and wellness and inspire future research, policy, and practice in this global public health emergency and beyond.</text>
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            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
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              <elementText elementTextId="82828">
                <text>2020</text>
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              <elementText elementTextId="82829">
                <text>Public health, education, global, Health Education, infodemic, Health literacy</text>
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            <name>Identifier</name>
            <description>An unambiguous reference to the resource within a given context</description>
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              <elementText elementTextId="82830">
                <text>10.3390/ijerph17093010</text>
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          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="82831">
                <text>Epidemiology and Health</text>
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          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="82832">
                <text>Korean Society of Epidemiology</text>
              </elementText>
            </elementTextContainer>
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            <name>Coverage</name>
            <description>The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant</description>
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                <text>Medicine</text>
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              <name>Title</name>
              <description>A name given to the resource</description>
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                  <text>Coronavirus</text>
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              <name>Description</name>
              <description>An account of the resource</description>
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                <elementText elementTextId="2">
                  <text>Dominio científico: Coronavirus</text>
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      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
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      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
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          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
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              <elementText elementTextId="82834">
                <text>COVID-19 pandemic- knowledge, perception, anxiety and depression among frontline doctors of Pakistan</text>
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            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
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              <elementText elementTextId="82835">
                <text>Faridah Amin, Salman Sharif, Rabeeya Saeed, Noureen Durrani, Daniyal Jilani</text>
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            <name>Description</name>
            <description>An account of the resource</description>
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                <text>Abstract Background COVID-19 is a global pandemic and has become a major public health burden worldwide. With already fragile healthcare systems it can have long lasting effects in developing countries. Outbreaks especially a pandemic situation evokes fear related behaviors among healthcare professionals and there is always an increased risk of mental health disorders. Therefore, this study aims to determine knowledge and perception about this pandemic, prevalence and factors associated with anxiety/depression among frontline physicians of Pakistan. Methods Data were collected through an online survey released in the last week of March-2020. 389 frontline physicians from all four provinces and 65 cities of Pakistan participated. Survey questionnaire consisted of 4 parts including informed consent section, demographic section, knowledge and perception about COVID-19 pandemic and assessment of depression through World Health Organization Self-reporting questionnaire (SRQ-20). A score of 8 or above on SRQ-20 was used as cut-off to label the participant as depressed. Data was analyzed using SPSS version22. Results A 43% prevalence of anxiety/depression among frontline physicians of Pakistan was reported. Almost all the doctors had moderate to high knowledge score. Majority of participants marked N-95 mask as “essential” during aerosol generating procedures, assessing patients with respiratory symptoms, in COVID patient-care area, ER triage and direct care of COVID-19 patient. Only 12% of the doctors were fully satisfied with the provision of PPEs and almost 94% felt unprotected. In multivariable model, assessing more than five COVID suspects/day (aOR = 2.73, 95% CI: 1.65–4.52), working 20 h/week or less (aOR = 2.11, 1.27–3.49), having children among household members (aOR = 1.58, 95% CI: 1.00–2.50) and moderate to low knowledge of the infection (aOR = 2.69, 95% CI: 1.68–4.31) were found to be independent predictors of anxiety/depression among physicians. Conclusion Anxiety/depression among more than a third of frontline doctors of Pakistan warrants the need to address mental health of doctors caring for patients during this pandemic; control modifiable factors associated with it and explore the effectiveness of interventions to promote psychological well-being of physicians.</text>
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              <elementText elementTextId="82837">
                <text>2020</text>
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          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="82838">
                <text>Anxiety, covid-19, Knowledge, Pakistan, Depression, Frontline physicians</text>
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            <name>Identifier</name>
            <description>An unambiguous reference to the resource within a given context</description>
            <elementTextContainer>
              <elementText elementTextId="82839">
                <text>10.1186/s12888-020-02864-x</text>
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          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
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              <elementText elementTextId="82840">
                <text>Epidemiology and Health</text>
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            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
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              <elementText elementTextId="82841">
                <text>Korean Society of Epidemiology</text>
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            <name>Coverage</name>
            <description>The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant</description>
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                <text>Psychiatry</text>
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            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
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                <elementText elementTextId="1">
                  <text>Coronavirus</text>
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              <name>Description</name>
              <description>An account of the resource</description>
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                  <text>Dominio científico: Coronavirus</text>
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      <name>Text</name>
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            <name>Title</name>
            <description>A name given to the resource</description>
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              <elementText elementTextId="82843">
                <text>Innovative Technologies in Vocal Training: Technological Culture Formation of Future Musical Art Teachers</text>
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            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
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              <elementText elementTextId="82844">
                <text>Nataliya Ovcharenko, Oleksandra Samoilenko, Olena Moskva, Olha Chebotarenko</text>
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          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
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                <text>Under the conditions of present-day modernization of education, the urgency of dealing with educational issues and challenges in terms of the coronavirus pandemic, the teacher’s technological culture enhancement who is capable to effectively apply innovative technologies in the educational process has acquired particular significance. Therefore, special attention is paid today to the formation of future music teachers’ technological culture by means of applying innovative technologies in vocal training at the institution of higher artistic and artistic-pedagogical education. The technological culture of the teacher is considered as a professional and personal phenomenon based on value-and-technology worldview and way of thinking, skills in the application of technological knowledge, those formed and implemented in creative artistic and pedagogical activities as well as the ability to creatively use pedagogical tools. Students have to master a wide range of technologies for teaching singing and then use them in their practical activities as music teachers, namely: technologies aimed at mastering performing and methodological foundations of singing for future teachers; information and computer technologies, including remote ones, aimed at teaching the art of singing in remote access and mastering the basics of sound amplification equipment by both future performers and music teachers; technologies that have a music therapy and healthcare effect. The methodological basis for technological culture formation of future music teachers in the process of vocal training features such scientific approaches as: culturological, technological, competence approach along with creative one. In order to effectively form the technological culture of future musical art teachers, the following elements have been determined: the structure of this phenomenon, which includes axiological-culturological, epistemological-emotional, technological and activity approaches as well as creative-professional one; their level of formation is determined by the identified criteria, in particular: value-axiological, cognitive-emotional, vocal-operational and creative-professional.</text>
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              <elementText elementTextId="82846">
                <text>2020</text>
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          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
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                <text>methods, pedagogical technology, musical art teacher, technological culture of the teacher, technology in vocal training</text>
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            <name>Identifier</name>
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              <elementText elementTextId="82848">
                <text>10.7596/taksad.v9i3.2729</text>
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            <description>A related resource from which the described resource is derived</description>
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                <text>Epidemiology and Health</text>
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            <name>Publisher</name>
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            <elementTextContainer>
              <elementText elementTextId="82850">
                <text>Korean Society of Epidemiology</text>
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            <description>The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant</description>
            <elementTextContainer>
              <elementText elementTextId="82851">
                <text>Social sciences (General), Social Sciences, History of scholarship and learning. The humanities</text>
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                <text>The need to combat stigmatizing dogmas in the midst of the novel coronavirus disease (nCOVID-19) pandemic</text>
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                <text>Anthonio Adefuye, Markes  Butler, Henry Adeola</text>
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                <text>Stigmatization is a putative structural barrier to health-seeking behaviour, and radical education of the populace is crucial to ameliorate its detrimental effects. Even before the classic work of Erving Goffman in 1963 on the social psychology of stigma, the practice of fear and avoidance because of the presence of a disease, in particular infectious diseases and in some cases non-infectious disease has been in existence in many societies. Similarly, infectious disease stigmatization – a standardized image of the disgrace of certain people that is held in common by community at large, on account of being ill by an infectious disease – has co-existed with human nature both in the pre- and post-modern era. At present, the ongoing novel coronavirus disease 2019 (COVID-19) pandemic has created fear and anxiety in many communities globally and this has led to the widespread resurgence of social stigmatization. Instances of prejudice, racial discrimination, the rise of anti-foreigner sentiments and the blaming of certain groups of people for the spread of COVID-19 has been documented in many parts of the world [...].</text>
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                <text>10.4081/jphia.2021.1419</text>
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                <text>Public aspects of medicine</text>
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                <text>Unemployment and Psychological Distress among Young People during the COVID-19 Pandemic: Psychological Resources and Risk Factors</text>
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                <text>Netta Achdut, Tehila Refaeli</text>
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                <text>In the wake of COVID-19, unemployment and its potential deleterious consequences have attracted renewed interest. We examined (1) the association between unemployment, occurring upon the coronavirus outbreak, and psychological distress among Israeli young people (20–35-years-old); (2) the associations between various psychological resources/risk factors and psychological distress; and (3) whether these resources and risk factors were moderators in the unemployment-psychological distress link. A real-time survey based on snowball sampling was conducted during the month of April 2020 (N = 390). We employed hierarchical linear models to explore associations between unemployment, psychological resources, risk factors, and psychological distress. Unemployment was independently associated with greater psychological distress. Perceived trust, optimism, and sense of mastery decreased psychological distress, whereas financial strain and loneliness during the crisis increased this distress. The effect of unemployment on psychological distress did not depend on participants’ resource and risk factor levels. Policymakers must develop and extend health initiatives aimed at alleviating the mental health consequences of COVID-19-related unemployment and promote labor market interventions to help young job seekers integrate into employment. These measures, which are in line with the UN sustainable development goals, should be seen as an important route to promote public health.</text>
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                <text>10.3390/ijerph17197163</text>
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                <text>Korean Society of Epidemiology</text>
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                <text>Mourning our Dead</text>
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                <text>Tito Marques Palmeiro</text>
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                <text>Two global events took place in the transition from 2019 to 2020: the pandemic of COVID-19 and a profusion of texts about it. This article is part of the current effort to understand the pandemic, but it enquires likewise how one may address its unique event among us. In Brazil, more than in any other country, the pandemic was subordinated to politics. This text follows another path that can be summarized in two questions addressed to its possible readers: does the possibility of mourning our dead depend on something as unexpected as written texts? Could it be that in order to honor them, the distance yielded by poetry would be more meaningful than the immediacy of politics?</text>
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                <text>10.32334/oqnfp.2020n46a735</text>
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                <text>Biotemas</text>
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                <text>Universidade Federal de Santa Catarina</text>
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                <text>Philosophy (General), Speculative philosophy</text>
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                  <text>Dominio científico: Coronavirus</text>
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                <text>Epidemiology characteristics of human coronaviruses in patients with respiratory infection symptoms and phylogenetic analysis of HCoV-OC43 during 2010-2015 in Guangzhou.</text>
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                <text>Su-Fen Zhang, Jiu-Ling Tuo, Xu-Bin Huang, Xun Zhu, Ding-Mei Zhang, Kai Zhou, Lei Yuan, Hong-Jiao Luo, Bo-Jian Zheng, Kwok-Yung Yuen, Meng-Feng Li, Kai-Yuan Cao, Lin Xu</text>
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                <text>Human coronavirus (HCoV) is one of the most common causes of respiratory tract infection throughout the world. To investigate the epidemiological and genetic variation of HCoV in Guangzhou, south China, we collected totally 13048 throat and nasal swab specimens from adults and children with fever and acute upper respiratory infection symptoms in Gunazhou, south China between July 2010 and June 2015, and the epidemiological features of HCoV and its species were studied. Specimens were screened for HCoV by real-time RT-PCR, and 7 other common respiratory viruses were tested simultaneously by PCR or real-time PCR. HCoV was detected in 294 cases (2.25%) of the 13048 samples, with most of them inpatients (251 cases, 85.4% of HCoV positive cases) and young children not in nursery (53.06%, 156 out of 294 HCoV positive cases). Four HCoVs, as OC43, 229E, NL63 and HKU1 were detected prevalent during 2010-2015 in Guangzhou, and among the HCoV positive cases, 60.20% were OC43, 16.67% were 229E, 14.97% were NL63 and 7.82% were HKU1. The month distribution showed that totally HCoV was prevalent in winter, but differences existed in different species. The 5 year distribution of HCoV showed a peak-valley distribution trend, with the detection rate higher in 2011 and 2013 whereas lower in 2010, 2012 and 2014. The age distribution revealed that children (especially those 50 years) were both high risk groups to be infected by HCoV. Of the 294 HCoV positive patients, 34.69% (101 cases) were co-infected by other common respiratory viruses, and influenza virus was the most common co-infecting virus (30/101, 29.70%). Fifteen HCoV-OC43 positive samples of 2013-2014 were selected for S gene sequencing and phylogenetic analysis, and the results showed that the 15 strains could be divided into 2 clusters in the phylogenetic tree, 12 strains of which formed a separate cluster that was closer to genotype G found in Malaysia. It was revealed for the first time that genotype B and genotype G of HCoV-OC43 co-circulated and the newly defined genotype G was epidemic as a dominant genotype during 2013-2014 in Guanzhou, south China.</text>
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                <text>2018</text>
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                <text>10.1371/journal.pone.0191789</text>
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                <text>Epidemiology and Health</text>
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            <name>Publisher</name>
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              <elementText elementTextId="82884">
                <text>Korean Society of Epidemiology</text>
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                <text>Science, Medicine</text>
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              <description>An account of the resource</description>
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                  <text>Dominio científico: Coronavirus</text>
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                <text>Michael Miller, Dawnelle Schatte, Karen Szauter</text>
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                <text>Introduction: The abrupt discontinuation of medical student-patient contact due to the covid-19 pandemic resulted in a rapid change to virtual teaching. Student education was restructured to include online cases, small group discussions, synchronous and asynchronous lectures, and modified problem-based learning and team-based learning sessions. However, the key focus of the clerkship experience, contact with patients, was missing.Process:  The Psychiatry Clerkship directors have previously provided complex simulated encounters to students using video-taped encounters of physician-simulated patient interactions to teach and assess student note writing skills. This concept was adapted to a live encounter for individual students on the psychiatry clerkship. Students reviewed the patient chart, performed the encounter, provided an oral patient presentation to faculty, and wrote a patient note. Individualized feedback was provided for each step of the process.Outcomes:  The process was well received by students and faculty and provided an opportunity to directly observe student skills despite distancing from direct patient care. The simulated patients had a very positive experience and appreciated the opportunity to advance their own skills while contributing to student's education.Discussion: Removing students from clinical sites stimulated the rapid development of a process to observe learners involved in patient encounters. These educational sessions allowed direct observation of skills required in the initial evaluation of a patient presenting to psychiatry for care.</text>
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            <name>Date</name>
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              <elementText elementTextId="82889">
                <text>2020</text>
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            </elementTextContainer>
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          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
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              <elementText elementTextId="82890">
                <text>telemedicine, Telepsychiatry, Medical education, e-learning, Clinical skills, remote education</text>
              </elementText>
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          </element>
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            <name>Source</name>
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              <elementText elementTextId="82891">
                <text>Epidemiology and Health</text>
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            </elementTextContainer>
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          <element elementId="45">
            <name>Publisher</name>
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              <elementText elementTextId="82892">
                <text>Korean Society of Epidemiology</text>
              </elementText>
            </elementTextContainer>
          </element>
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            <name>Coverage</name>
            <description>The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant</description>
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                <text>Medicine, Special aspects of education</text>
              </elementText>
            </elementTextContainer>
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        <src>https://socictopen.socict.org/files/original/884344c32340398879ab8cd254867b62.pdf</src>
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            <element elementId="50">
              <name>Title</name>
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                  <text>Coronavirus</text>
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                  <text>Dominio científico: Coronavirus</text>
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          <element elementId="50">
            <name>Title</name>
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                <text>Countries of former yugoslavia: Periphery vs. super-periphery in the great recession and beyond</text>
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            <name>Creator</name>
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              <elementText elementTextId="82895">
                <text>Bole Velimir, Dominko Miha, Guštin-Habuš Ada, Prašnikar Janez</text>
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                <text>The paper deals with the performance of former Yugoslav countries during the    Great Recession. It compares the performance of peripheral countries    (Slovenia and Croatia) with those of superperipheral countries (Bosnia, the    Republic of North Macedonia, Montenegro, and Serbia). The focus of the    analysis is the four channels of crisis transmission and amplification: the    capital surge as the external channel on the one hand, and the financial    accelerator, the banking credit extension, and liquidity as internal    channels on the other. While the external channel drove the dynamics of the    crisis, the internal channels amplified, broadened, and prolonged its    drastic economic consequences. The paper depicts the trajectory of the    consequences of the Great Recession for both peripheral and super-peripheral    countries. It shows that, regarding financial stability, peripheral    countries outperformed superperipheral countries in the boom phase, but not    in the bust and recovery phases. The crucial factor influencing such a    deterioration of peripheral countries’ financial stability was the policy    measures enforced by the European Commission and ECB, calibrated to the    needs of the largest and strongest economies of the euro area, while    neglecting the asymmetric dynamics of European economies in the bust and    recovery phases. The paper concludes with a warning that something similar    could happen in the present crisis triggered by the Covid-19 virus.</text>
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            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
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              <elementText elementTextId="82897">
                <text>2019</text>
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          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
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                <text>investments, indebtedness, capital flows, bank lending, credit supply and demand</text>
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                <text>10.2298/EKA1923011B</text>
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          </element>
          <element elementId="48">
            <name>Source</name>
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              <elementText elementTextId="82900">
                <text>Ekonomski Anali</text>
              </elementText>
            </elementTextContainer>
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          <element elementId="45">
            <name>Publisher</name>
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              <elementText elementTextId="82901">
                <text>Faculty of Economics, Belgrade</text>
              </elementText>
            </elementTextContainer>
          </element>
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            <name>Coverage</name>
            <description>The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant</description>
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              <elementText elementTextId="82902">
                <text>Economic growth, development, planning</text>
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