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Numerous studies have been conducted in an attempt to preserve cloud privacy, yet the majority of cutting-edge solutions fall short when it comes to handling sensitive data. This research proposes a “privacy preservation model in the cloud environment”. The four stages of recommended security preservation methodology are “identification of sensitive data, generation of an optimal tuned key, suggested data sanitization, and data restoration”. Initially, owner’s data enters the Sensitive data identification process. The sensitive information in the input (owner’s data) is identified via Augmented Dynamic Itemset Counting (ADIC) based Associative Rule Mining Model. Subsequently, the identified sensitive data are sanitized via the newly created tuned key. The generated tuned key is formulated with new fourfold objective-hybrid optimization approach-based deep learning approach. The optimally tuned key is generated with LSTM on the basis of fourfold objectives and the new hybrid MUAOA. The created keys, as well as generated sensitive rules, are fed into the deep learning model. The MUAOA technique is a conceptual blend of standard AOA and CMBO, respectively. As a result, unauthorized people will be unable to access information. Finally, comparative evaluation is undergone and proposed LSTM+MUAOA has achieved higher values on privacy about 5.21 compared to other existing models. [ABSTRACT FROM AUTHOR]

Over the past few years, the disciplines of E-Design and Virtual Design have experienced significant advancements, leading to transformative changes in our understanding, production, and engagement with digital environments. This abstract offers a look into our extensive investigation of this shift, as we delve into the various aspects that have influenced the virtual design field. Our study employs a comprehensive methodology that incorporates historical analysis, technological progress, and the diverse range of applications of E-Design and Virtual Design across different sectors. This study explores the historical trajectory of digital design, examining its evolution from first experimentation to its present level of advanced complexity. This paper examines the significant impact of technology on the creative process, specifically exploring the transformative influence of virtual reality (VR), augmented reality (AR), and immersive 3D modelling. This study investigates the influence of these technologies on architectural design, gaming, education, and healthcare, with a focus on the significant advancements that have arisen. Also,, we analyse the societal and cultural ramifications of virtual design, encompassing concerns related to accessibility, ethics, and sustainability. As we contemplate the future, we engage in speculation regarding the different trajectories that this continuously developing discipline may pursue. Our focus lies specifically on the convergence of virtual and physical areas, and the accompanying difficulties and opportunities that arise from this integration.

We, hereby, report a case of pulmonary paragonimiasis in a patient from an endemic region who was misdiagnosed with pulmonary tuberculosis as the clinical features of both diseases are the same. The subtle clue such as eosinophilia, food habits, and travel history can help us diagnose parasitic infections. Pulmonary paragonimiasis with coughing up rusty brown sputum is the most common presentation of the disease. Praziquantel is mainstay of treatment. Highlight: This case report is to draw the attention of the medical fraternity to the diagnosis of paragonimiasis which is endemic in Asian, African, and South American countries, whose diagnosis is often delayed or missed. [ABSTRACT FROM AUTHOR]