Description

Federated Learning (FL), a brand-new multicenter study machine learning framework, addresses data sharing issues between institutes. The promise made by FL is simple. FL makes it possible to construct a global model and facilitates multicenter studies without compromising data access control by aggregating local models trained from participant institutes. This article examined recently published clinical studies utilizing FL and structured medical data. In addition, issues and unanswered questions pertaining to FL in clinical studies utilizing structured medical data were discussed. The Coronavirus pandemic has uncovered flaws in the manner we survey readiness and reaction capacities with respect to general wellbeing crises. Complex social, economic, political, regulatory, and ecological factors are not sufficiently taken into account by the existing frameworks, which have a limited scope. One Health is a useful method for analysing existing assessment frameworks and proposing new strategies because it focuses on the connections between humans, animals, and ecosystems. Albeit in the beyond couple of year’s progresses has been made in evaluation devices, for example, the Worldwide Wellbeing Guidelines Joint Outer Assessment, a fast and revolutionary expansion in desire is required. Health emergency assessments should take into account how problems are defined by stakeholders and the larger socio-political environments in which structures and institutions operate in order to adequately account for the variety of complex systems in which they occur.

Colonialism

The full range of health security risks in the social–ecological system and anthropogenic factors in disease emergence are largely ignored by current frameworks. We cannot afford to ignore important contextual factors or the determinants of these shared threats, which pose a complex and interdependent set of challenges that, threaten the health of humans, animals, and ecosystems. As a result, health security assessment frameworks should make sure that the process of prioritizing and building capacity is guided by the fundamental principles of One Health and those interventions and outcomes are evaluated in terms of added value, trade-offs, and benefits across human, animal, and environmental health systems. The effects of platforms on the production of knowledge and the creation of social value have been the subject of research. However, little is known about the significance of the knowledge that they transfer to the recipient communities, which are frequently found in far-flung nations of the Global South, or about the potential colonizing effects that may be perceived. In the context of health platforms that are involved in the transfer of knowledge, the question of digital epistemic colonialism is the focus of our investigation. We look at digital colonialism through a Foucauldian lens as a phenomenon that arises from the power knowledge relations that platforms support With Somalilandbased medical students who attended Medicine Africa's Continuing Professional Development (CPD) course on Covid-19 treatment and prevention, and with professionals in the medical field. Our research demonstrates how the platform "makes up" healthcare professionals by instilling work ethics and values similar to those of Western medical identities and providing opportunities for learning and skill development. The stage was likewise seen to create unobtrusive colonizing results as its substance typifies information that surmises clinical foundations that are missing in the beneficiary nation is presented in English rather than the native language of the participants; and ignores the peculiarities of the local setting. The platform places its students in a colonial environment where they are unable to fully apply what they have learned; because it is taught in a different language, they are unable to fully engage with the material, and they do not necessarily learn about the medical conditions and patients they encounter. Digital epistemic colonialism is centered on this alienation from their local context, embraced by the platform's underlying power knowledge relations, as well as the social value the platform generates.

Quantitative

Environmental stewardship programs have the potential to benefit Indigenous peoples' health and well-being as well as the environment. The global academic literature on the connection between environmental stewardship and Indigenous peoples' health and well-being is compiled in this systematic review. The papers in this review use qualitative, quantitative, and mixed method studies, and a framework is proposed to shed light on the connections between three main components: the body the mind and spirit and the land and everything that is alive. We show how these three components can work together in a virtuous stewardship-health cycle, which is called an "environmental stewardship-health nexus," to help guide theory and encourage more people to use these programs as a public health intervention.

The COVID-19 pandemic has resulted in unpredictability and significant challenges that have gradually increased, affecting over 213 nations worldwide. Lockdowns, curfews, travel bans, and other measures have been implemented by various nations to exert control. However, the number of cases continued to rise, and the global situation deteriorated over time. Several citizens' psychological and mental health issues were brought on by the effects on their physical, social, and financial well-being. We have quantitatively analyzed the cases of depression, stress, and suicide in India and globally during the COVID-19 epidemic. The global data, which includes tweets and was gathered with the help of a Scraper, is used for the analysis. Tableau was used to analyze the data, and feeling examination for extricating feelings in tweets has been performed utilizing Python. Tweets are analyzed to discover people's levels of happiness, fear, sadness, and anger. From January 2020 to March 2022, when 819678 tweets were collected, it was found that people are more interested in sadness and fear, with scores of 59.3% and 28.9%, respectively.

Mental health of refugees is significantly impacted by postmigration factors. The significance of place in refugee mental health is the subject of this scoping review. We remembered 34 investigations for Worldwide North big league salary nations that expounded on the spot attributes of offices, neighborhoods, metropolitan and country regions, and nations. While the role of place is still poorly understood, all studies show that there is a strong connection between refugee mental health and well-being outcomes in a post-migration context and the place of residence. We propose that future research concentrate on the ways in which place characteristics coconstitute post-migration refugee mental health risks, protections, and outcomes because refugees frequently have little or no choice over where they live.