These approaches can train the weights of networks on large datasets as well as fine-tuning the weights of pre-trained networks on small datasets. However, these approaches applied to chest X-rays are very limited. Hence, the main objective of this paper is to develop an automated deep transfer learning-based approach for detection of COVID-19 infection in chest X-rays by using the extreme version of the Inception (Xception) model. Extensive comparative analyses show that the proposed model performs significantly better as compared to the existing models.The COVID-19 infection is increasing at a rapid rate, with the availability of limited number of testing kits. Therefore, the development of COVID-19 testing kits is still an open area of research. Recently, many studies have shown that chest Computed Tomography (CT) images can be used for COVID-19 testing, as chest CT images show a bilateral change in COVID-19 infected patients. However, the classification of COVID-19 patients from chest CT images is not an easy task as predicting the bilateral change is defined as an ill-posed problem. Therefore, in this paper, a deep transfer learning technique is used to classify COVID-19 infected patients. Additionally, a top-2 smooth loss function with cost-sensitive attributes is also utilized to handle noisy and imbalanced COVID-19 dataset kind of problems. Experimental results reveal that the proposed deep transfer learning-based COVID-19 classification model provides efficient results as compared to the other supervised learning models.The COVID-19 crisis is a stark reminder that modern society is vulnerable to a special species of trouble the creeping crisis. The creeping crisis poses a deep challenge to both academics and practitioners. In the crisis literature, it remains ill-defined and understudied. It is even harder to manage. As a threat, it carries a potential for societal disruption-but that potential is not fully understood. An accumulation of these creeping crises can erode public trust in institutions. This paper proposes a definition of a creeping crisis, formulates research questions, and identifies the most relevant theoretical approaches. It provides the building blocks for the systematic study of creeping crises.Biodiesel is gaining prominence as a superior alternative source of energy to replace petroleum-based fuel in transportation. As of today, the biodiesel market continuous to rise up as the biofuel has been introduced to more than 60 countries worldwide. The aim of the present review is to highlight on the scenario of the biofuel implementation in transportation sector towards sustainable development in Colombia and Malaysia. Colombia serves as an ideal comparative case for Malaysia in terms of biodiesel development since the country is the main palm oil producer in Latin America region and the pioneer in bioethanol industry. The first section shows an overview on the biodiesel as an alternative fuel in transportation. The next section will focus on a comparative study between Malaysia and Colombia biodiesel sector in terms of energy supply, resource, production and consumption, standards, techno-economic cost and their biodiesel policies. A comprehensive review was studied to discuss on the sustainability of palm cultivation and biodiesel, impact of palm industry and biodiesel policy in transportation sector and potential international collaboration between Malaysia and Colombia to improve their existing policies, strategies and blueprints related to the palm biodiesel industry, thus overcoming the challenges when dealing with global energy issue.Empirical research spanning the past three decades has consistently upheld that traumatic experiences are prevalent (Gold, Psychological Trauma Theory Research Practice and Policy, S(1), 114-124, 2008; Kilpatrick et al. Journal of Traumatic Stress, 26(5), 537-547, 2013; Resnick, Kilpatrick, Dansky, Saunders, & Best Journal of Clinical and Consulting Psychology, 61(6), 984-991, 1993). Therefore, the likelihood of encountering an individual who has experienced significant trauma within forensic settings is high (Dalenberg, Straus, & Ardill, 2017).  https://www.selleckchem.com/products/atogepant.html  Further, forensic psychologists are frequently called upon to assess the impact of such traumatic events and to opine about their connection to a specific psycho-legal issue such as damages in a civil case or the presence of extreme emotional disturbance or mitigating factors in criminal matters. Childhood trauma that has occurred repeatedly and cumulatively, particularly within the context of family relationships, has been referred to as complex trauma. Complex trauma has been shown to result in significant difficulties in a broad range of capabilities such as affect regulation, dissociation, identity development, relational capacities, and somatic distress (Courtois and Ford 2009). The author delineates core ethical principles and challenges encountered in forensic assessment both generally and more specifically in the forensic assessment of complex trauma and dissociation. She also details practical strategies for responding to those challenges. In addition, the author identifies essential skills needed for competency in this arena and outlines professional considerations that arise when working with this population.As the COVID-19 outbreak peaks, millions of individuals are losing their income, and economic anxiety is felt worldwide. In three different countries (the USA, the UK, and Israel N = 1200), the present study addresses four different sources of anxiety health-related anxiety, economic-related anxiety, daily routine-change anxiety, and anxiety generated by social isolation. We hypothesized that, economic anxiety would have a similar or greater effect, compared to health anxiety. Results show that in all three countries, the levels of economic and health anxiety were essentially equal, and both surpassed routine-change and isolation anxiety. Although the COVID-19 crisis originated in the health field, this study emphasizes the need to move from a generalized concept of anxiety to specific types of distress, most notably economic anxiety. Economic anxiety results in serious mental and physical health problems and should be attended to by clinical professionals and by policy makers.