Hybrid Model for Covid-19 Monitoring Case Study Help
Introduction
SARS-CoV-2 is a novel virus which had taken over the entire world and had caused a massive outbreak starting from the year 2019. The immediate takeover was the result of inefficiency to treat the disease in the initial days and restrict the spreading as very little was known in the early days. The scientific world was greatly concerned regarding the disease and its spread.
However, the morbidity and mortality rates were discovered in the early progress. Further, the causes leading to serious illnesses were not identified in the early years. Bats, cats, and camels are often the target of coronaviruses. Covid virus reside in the animals but do not harm them. These viruses can infrequently binge to affect some animal species. While spreading to other species, viruses can evolve (mutate). The virus ultimately has the aptitude to spread from animal to human species. The original SARS-CoV-19 strain contagions are believed to have happened in a food market that sold meat, fish, and live animals.
SARS-CoV-2 pass in the body through the openings like mouth, nose, or eyes straight from the aerial droplets or from the transmission of the virus from hands to face. The mucous membrane in the rear of the throat and the rear of the nasal ways are the next target it goes. It fixes to the destined cells, starts to cultivate, and then attacks lung tissue. The virus can then on pass to other body tissues from there.
The disease originated in China and slowly took over the entire world except for only a few countries. The disease was identified in the last part of 2019 and nearly 10,000 people were affected by the disease by January 2020. By February, other countries like Germany, Spain, South Korea, and Italy were seen invaded by this disease. The virus steadily spread to many European countries. These statistics are merely assumed but the statistics are far greater than that consumed.
There are no acceptable discoveries or reliable techniques for the diagnosis of Covid 19 and thus a rapid diagnosis method is deeply needed and is missing. There are basically two major factors running simultaneously in studies one being the rate of affected people in different countries and the second their capacity to effectively measure and detect ongoing cases. The gestation period (the recess between the person becoming ill and showing the symptoms) can last somewhere between two to 14 days. Five days on regular permit before signs appear. The extent of the signs may range from extremely minor to severe. Almost 80% of people having COVID-19 only experience slight symptoms, though this may change when disparities show.
There has been a considerable amount of attention towards the discovery and treatment of the disease. There has been a considerable deal of progression towards the area of Precision Medicine (PM) but physicians are still worried about the in-depth discovery of the virus which had taken over the entire world. More knowledge about the novel virus leads to better treatment opportunities and thus in order to slow down the virus, there is a greater need to take appropriate measures. The best way to take control is to accurately predict the ongoing proceedings of the disease and whether it will spread out rapidly or continue slowly and what is the magnitude of its spreading. This will help in a clear understanding of the disease and its proceedings.
Several prediction systems are being developed in order to accurately predict the outcome and are also capable of interpreting the predicted products. This greatly aids the decision making process and tends to explain the curve which the disease is going to take. One of the hybrid models s that of Artificial Intelligence which utilizes an XAI module for monitoring and control. The main purpose of developing models for monitoring purpose is to take control of the disease via timely and accurate predictions and thus aid in stopping the disease and lower the suffering of people.
The disease has caused a massive outbreak and fear among people as many have reportedly gone into depression after a long duration of quarantine and lockdown which was imposed all around the globe in order to protect people from the cunning effects of the Covid 19. The finest way to take everything under control is to accurately forecast the ongoing chronicles of the disease and whether it will blowout out rapidly or continue at a slow pace and what is the extent of its spreading. This will help in a deep indulgence of the disease and its course of action. Several systems of prediction are being developed in order to precisely forecast the consequence and are also capable of interpreting the prophesied results................
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