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Mapping the Global Research and Clinical Trials in COVID-19

Aggarwal, R.; Bhattacharya, S.; Singh, S.

2020-06-29 health informatics
10.1101/2020.06.27.20141788 medRxiv
Show abstract

COVID-19 has created an unprecedented level of research and innovation activity globally to bring out drug to control or cure the disease, and develop vaccine for long time prevention. A new/better normal is emerging that is trying to push this time period for drug development and vaccine within a year and earlier than that from typical 8 to 10 years for drugs and 10 to 15 years for vaccine. This is happening due to multiple factors: strong policy push by different government that includes dedicated investment, speeding up regulation process, multiple agencies involvement, and multilateral bodies led by WHO trying to create a global platform, huge grants from private funding bodies, strategic linkages across the whole research and innovation value chain between firms, academic, research organisations and start-ups. The paper maps the research papers and ongoing clinical trials to provide an informed view of the current status of the research and drug development activity as seen through the lens of research papers and clinical trials. The intended goal of this study is to help the research community and policy makers to keep track of highly relevant research and drug development in COVID-19.

Matching journals

The top 8 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.