scholarly journals Predictive System of COVID -19 Using Response Based Analytical Model

Author(s):  
Pallavi Mirajkar ◽  
Rupali Dahake

The novel COVID sickness 2019 (COVID-19) pandemic caused by the SARS-CoV-2 keeps on representing a serious and vital threat to worldwide health. This pandemic keeps on testing clinical frameworks around the world in numerous viewpoints, remembering sharp increments in requests for clinic beds and basic deficiencies in clinical equipments, while numerous medical services laborers have themselves been infected. We have proposed analytical model that predicts a positive SARS-CoV-2 infection by considering both common and severe symptoms in patients. The proposed model will work on response data of all individuals if they are suffering from various symptoms of the COVID-19. Consequently, proposed model can be utilized for successful screening and prioritization of testing for the infection in everyone.

2020 ◽  
Vol 9 (s1) ◽  
Author(s):  
Ricardo Puziol de Oliveira ◽  
Jorge Alberto Achcar ◽  
Altacílio Aparecido Nunes

AbstractThis paper reports a broad study using epidemic-related counting data of COVID-19 disease caused by the novel coronavirus (SARS-CoV-2). The considered dataset refers to 119 countries’ daily counts of reported cases and deaths in a fixed period. For the data analysis, it has been adopted a beta regression model assuming different regions of the world where it was possible to discover important economic, health and social factors affecting the behavior of the pandemic in different countries. The Bayesian method was applied to fit the proposed model. Some interesting conclusions were obtained in this study, which could be of great interest to epidemiologists, health authorities, and the general public in the face of the forthcoming hard times of the global pandemic.


2020 ◽  
Vol 8 (1) ◽  
pp. 95-118
Author(s):  
Keerti Mallela ◽  
Sunny Kumar Singh ◽  
Archana Srivastava

Based on Ratha and Shaw’s (2007) model for estimating bilateral remittances, this study attempts to develop a new method for computing bilateral and aggregate remittances for the top five remittances-receiving countries for the period 2010-16. Considering tempered altruism as a motive for sending remittances, we develop an analytical framework based on the lifecycle hypothesis of saving to compute bilateral and aggregate remittances. We compare our bilateral and aggregate remittance values with the World Bank's values based on Ratha and Shaw’s (2007) model. Our analytical framework seems to be an improvement over the Ratha and Shaw model in several ways. First, our model considers several theoretical aspects of motivations to remit like saving, investment and wealth accumulation. Second, it addresses the issues of underestimation and overestimation, i.e. inaccuracy, of bilateral and aggregate remittances in various ways (for instance, by considering GDP per capita instead of GNI per capita we control for overestimation of remittances whereas by considering every kind of migrants from all destination countries we control for underestimation) and mitigates the probability of both these issues through the proposed model. Third, it compares regional bilateral remittances between the new model and the Ratha and Shaw model, delving on the reasons behind underestimation and overestimation, i.e. inaccuracy. We conclude that our analytical model has the potential to provide a general framework for computing bilateral and aggregate remittances which can be used for most of the remittance-receiving countries.


2021 ◽  
Vol 11 (15) ◽  
pp. 7004
Author(s):  
Shreya Biswas ◽  
Somnath Chatterjee ◽  
Arindam Majee ◽  
Shibaprasad Sen ◽  
Friedhelm Schwenker ◽  
...  

The novel SaRS-CoV-2 virus, responsible for the dangerous pneumonia-type disease, COVID-19, has undoubtedly changed the world by killing at least 3,900,000 people as of June 2021 and compromising the health of millions across the globe. Though the vaccination process has started, in developing countries such as India, the process has not been fully developed. Thereby, a diagnosis of COVID-19 can restrict its spreading and level the pestilence curve. As the quickest indicative choice, a computerized identification framework ought to be carried out to hinder COVID-19 from spreading more. Meanwhile, Computed Tomography (CT) imaging reveals that the attributes of these images for COVID-19 infected patients vary from healthy patients with or without other respiratory diseases, such as pneumonia. This study aims to establish an effective COVID-19 prediction model through chest CT images using efficient transfer learning (TL) models. Initially, we used three standard deep learning (DL) models, namely, VGG-16, ResNet50, and Xception, for the prediction of COVID-19. After that, we proposed a mechanism to combine the above-mentioned pre-trained models for the overall improvement of the prediction capability of the system. The proposed model provides 98.79% classification accuracy and a high F1-score of 0.99 on the publicly available SaRS-CoV-2 CT dataset. The model proposed in this study is effective for the accurate screening of COVID-19 CT scans and, hence, can be a promising supplementary diagnostic tool for the forefront clinical specialists.


Author(s):  
Jesse Schotter

Hieroglyphs have persisted for so long in the Western imagination because of the malleability of their metaphorical meanings. Emblems of readability and unreadability, universality and difference, writing and film, writing and digital media, hieroglyphs serve to encompass many of the central tensions in understandings of race, nation, language and media in the twentieth century. For Pound and Lindsay, they served as inspirations for a more direct and universal form of writing; for Woolf, as a way of treating the new medium of film and our perceptions of the world as a kind of language. For Conrad and Welles, they embodied the hybridity of writing or the images of film; for al-Hakim and Mahfouz, the persistence of links between ancient Pharaonic civilisation and a newly independent Egypt. For Joyce, hieroglyphs symbolised the origin point for the world’s cultures and nations; for Pynchon, the connection between digital code and the novel. In their modernist interpretations and applications, hieroglyphs bring together writing and new media technologies, language and the material world, and all the nations and languages of the globe....


2020 ◽  
Vol 26 (2) ◽  
pp. 350-356
Author(s):  
Anca Sîrbu

AbstractWith the rapid onset of an unprecedented lifestyle due to the new coronavirus COVID-19 the world academic scene was forced to reform and adapt to the novel circumstances. Although online education cannot be regarded as a groundbreaking endeavour anymore in the21st century, its current character of exclusivity calls for deeper understanding of, and a sharper focus on the “end-consumer” thereof as well as more cautious procedures to be exercised while teaching. While millennials are no longer thought of as being born with a silver spoon in their mouth but with an iPad or any sort of device in their hand (irrespective of their social status), adults are more hesitant when coerced to alter course unexpectedly and turn to new methods of attaining their learning goals. This is why proper communicative approaches need to be thoroughly considered by online instructors. This article aims at presenting teachers with a set of strategies to employ when the beneficiaries of online academic education are adult learners.


2016 ◽  
Vol 1 (3) ◽  
pp. 141
Author(s):  
Rana Sağıroğlu

Margaret Atwood, one of the most spectacular authors of postmodern movement, achieved to unite debatable and in demand critical points of 21st century such as science fiction, postmodernism and ecocriticism in the novel The Year of The Flood written in 2009. The novel could be regarded as an ecocritical manifesto and a dystopic mirror against today’s degenerated world, tending to a superficial base to keep the already order in use, by moving away from the fundamental solution of all humanity: nature. Although Atwood does not want her works to be called science fiction, it is obvious that science fiction plays an introductory role and gives the novel a ground explaining all ‘why’ questions of the novel. However, Atwood is not unjust while claiming that her works are not science fiction because of the inevitable rapid change of 21st century world becoming addicted to technology, especially Internet. It is easily observed by the reader that what she fictionalises throughout the novel is quite close to possibility, and the world may witness in the near future what she creates in the novel as science fiction. Additionally, postmodernism serves to the novel as the answerer of ‘how’ questions: How the world embraces pluralities, how heterogeneous social order is needed, and how impossible to run the world by dichotomies of patriarchal social order anymore. And lastly, ecocriticism gives the answers of ‘why’ questions of the novel: Why humanity is in chaos, why humanity has organized the world according to its own needs as if there were no living creatures apart from humanity. Therefore, The Year of The Flood meets the reader as a compact embodiment of science fiction, postmodernism and ecocriticism not only with its theme, but also with its narrative techniques.


2020 ◽  
Author(s):  
Micael Davi Lima de Oliveira ◽  
Kelson Mota Teixeira de Oliveira

According to the World Health Organisation, until 16 June, 2020, the number of confirmed and notified cases of COVID-19 has already exceeded 7.9 million with approximately 434 thousand deaths worldwide. This research aimed to find repurposing antagonists, that may inhibit the activity of the main protease (Mpro) of the SARS-CoV-2 virus, as well as partially modulate the ACE2 receptors largely found in lung cells, and reduce viral replication by inhibiting Nsp12 RNA polymerase. Docking molecular simulations were performed among a total of 60 structures, most of all, published in the literature against the novel coronavirus. The theoretical results indicated that, in comparative terms, paritaprevir, ivermectin, ledipasvir, and simeprevir, are among the most theoretical promising drugs in remission of symptoms from the disease. Furthermore, also corroborate indinavir to the high modulation in viral receptors. The second group of promising drugs includes remdesivir and azithromycin. The repurposing drugs HCQ and chloroquine were not effective in comparative terms to other drugs, as monotherapies, against SARS-CoV-2 infection.


2020 ◽  
Vol 11 (SPL1) ◽  
pp. 1198-1201
Author(s):  
Syed Yasir Afaque

In December 2019, a unique coronavirus infection, SARS-CoV-2, was first identified in the province of Wuhan in China. Since then, it spread rapidly all over the world and has been responsible for a large number of morbidity and mortality among humans. According to a latest study, Diabetes mellitus, heart diseases, Hypertension etc. are being considered important risk factors for the development of this infection and is also associated with unfavorable outcomes in these patients. There is little evidence concerning the trail back of these patients possibly because of a small number of participants and people who experienced primary composite outcomes (such as admission in the ICU, usage of machine-driven ventilation or even fatality of these patients). Until now, there are no academic findings that have proven independent prognostic value of diabetes on death in the novel Coronavirus patients. However, there are several conjectures linking Diabetes with the impact as well as progression of COVID-19 in these patients. The aim of this review is to acknowledge about the association amongst Diabetes and the novel Coronavirus and the result of the infection in such patients.


2013 ◽  
pp. 174-183
Author(s):  
Piotr Sadkowski

Throughout the centuries French and Francophone writers were relatively rarely inspired by the figure of Moses and the story of Exodus. However, since the second half of 20th c. the interest of the writers in this Old Testament story has been on the rise: by rewriting it they examine the question of identity dilemmas of contemporary men. One of the examples of this trend is Moïse Fiction, the 2001 novel by the French writer of Jewish origin, Gilles Rozier, analysed in the present article. The hypertextual techniques, which result in the proximisation of the figure of Moses to the reality of the contemporary reader, constitute literary profanation, but at the same time help place Rozier’s text in the Jewish tradition, in the spirit of talmudism understood as an exchange of views, commentaries, versions and additions related to the Torah. It is how the novel, a new “midrash”, avoids the simple antinomy of the concepts of the sacred and the profane. Rozier’s Moses, conscious of his complex identity, is simultaneously a Jew and an Egyptian, and faces, like many contemporary Jewish writers, language dilemmas, which constitute one of the major motifs analysed in the present article. Another key question is the ethics of the prophetism of the novelistic Moses, who seems to speak for contemporary people, doomed to in the world perceived as chaos unsupervised by an absolute being. Rozier’s agnostic Moses is a prophet not of God (who does not appear in the novel), but of humanism understood as the confrontation of a human being with the absurdity of his or her own finiteness, which produces compassion for the other, with whom the fate of a mortal is shared.


Author(s):  
Н. Алтыкеева ◽  
Б. Ниясалиева

Аннотация. Макалада романдын мазмунунан орун алган пейзаждык сүрөттөөлөр талкууланат. Пейзаждык сүрөттөөлөр чыгарманын көркөмдүүлүгүн, эстетикалык баалуулугун арттыруу менен катар эле каармандардын образын тереңден ачып берүүдө, окуялардын өнүгүп-өсүшү жана алдыда боло турган окуялар тууралуу окурманга маалымат берүүдө кошумча каражат катары колдонулат. Жазуучу романда пейзаждык сүрөттөөлөрдү өтө кылдат колдонгону байкалат. Алсак, тоо адамдагы улуулук жана бийиктикти айгинелейт, толукшуган ай жан- дүйнөнүн бөксөрбөй толуп турушун көрсөтөт, ачык асмандын алай-дүлөй түшкөн көрүнүшкө айланышы - каармандын ички сезими, уйгу-туйгу ойлонуусу, жан дүйнөсүнүн бурганак болушун ачып көрсөтүүдө маанилүү болсо, чабалекейлердин тынымсыз учуп чабалакташы, жан алакетке түшүп чыйпылдашы – алдыда боло турган кырсыктуу окуя тууралуу кабар берсе, согуштун апааты жашыл шибердин, бак-дарактардын күлгө айланышы, чымчык-куштардын күздү күтпөй кайдадыр учуп кетип жатышы менен түшүндүрүлөт. Tүйүндүү сөздөр: пейзаж. роман, идея, легенда, эпилог, каарман, негизги окуялар. Аннотация. В статье дается пейзажное описание. Пейзажное описание используется в произведении как дополнительное средство эстетических ценностей и помогает раскрыть образы героев, и действия произведения. Писатель в романе тонко использует пейзажное описание. Например горы возвышенное и самое ценное в человеке, а полная луна – счастливое душевное состояние человека, а превращение безоблачного неба в бущующий вид – указывает, как неспокойно в душе главного героя, его беспокойные мысли, как бушует его внутренний мир, а ласточки неспокойно летающие, предвещают несчастье, птицы улетающие раньше времени, превращение зелёной травы, деревьев в пепел предвещают ужасы войны. Ключевые слова: пейзаж. роман, идея, легенда, эпилог, герой, главное событие Annotation. The article discusses the landscape description. The landscape description is used in the work as an additional tool for aesthetic values and helps to reveal the images of heroes, and in the development of the action of the work/ The writer in the novel subtly uses the landscape description. The mountains are the sublime and the most valuable in a person, and the full moon is a happy state of mind of a person, and the transformation of a cloudless sky into a raging view indicates how restless the soul of the protagonist is, his restless thoughts. How his inner world is raging, and the swallows are restlessly flying, foreshadow the misfortune, the birds flying away ahead of time, the transformation of green grass, trees in the forehead the horrors of war. This article describes the idea of the story "Do not kill" which is given instead of the epilogue in the novel "When the mountains fall" which was written by Ch.Aitmatov. It considers the role of a story that calls to live in peace and to end wars that are occurring in the world. Keywords: Landscapе, novel, idea, legend, epilogue, hero, main event.


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