Vaccine Development in the Time of COVID-19: The Relevance of the Risklick AI to Assist in Risk Assessment and Optimize Performance
The 2019 coronavirus (COVID-19) pandemic revealed the urgent need for the acceleration of vaccine development worldwide. Rapid vaccine development poses numerous risks for each category of vaccine technology. By using the Risklick artificial intelligence (AI), we estimated the risks associated with...
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2021
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oai:doaj.org-article:26473ecebba642e8bdcb15543e14aa702021-12-01T02:53:16ZVaccine Development in the Time of COVID-19: The Relevance of the Risklick AI to Assist in Risk Assessment and Optimize Performance2673-253X10.3389/fdgth.2021.745674https://doaj.org/article/26473ecebba642e8bdcb15543e14aa702021-11-01T00:00:00Zhttps://www.frontiersin.org/articles/10.3389/fdgth.2021.745674/fullhttps://doaj.org/toc/2673-253XThe 2019 coronavirus (COVID-19) pandemic revealed the urgent need for the acceleration of vaccine development worldwide. Rapid vaccine development poses numerous risks for each category of vaccine technology. By using the Risklick artificial intelligence (AI), we estimated the risks associated with all types of COVID-19 vaccine during the early phase of vaccine development. We then performed a postmortem analysis of the probability and the impact matrix calculations by comparing the 2020 prognosis to the contemporary situation. We used the Risklick AI to evaluate the risks and their incidence associated with vaccine development in the early stage of the COVID-19 pandemic. Our analysis revealed the diversity of risks among vaccine technologies currently used by pharmaceutical companies providing vaccines. This analysis highlighted the current and future potential pitfalls connected to vaccine production during the COVID-19 pandemic. Hence, the Risklick AI appears as an essential tool in vaccine development for the treatment of COVID-19 in order to formally anticipate the risks, and increases the overall performance from the production to the distribution of the vaccines. The Risklick AI could, therefore, be extended to other fields of research and development and represent a novel opportunity in the calculation of production-associated risks.Quentin HaasQuentin HaasNikolay BorisovNikolay BorisovDavid Vicente AlvarezDavid Vicente AlvarezSohrab FerdowsiSohrab FerdowsiLeonhard von MeyennLeonhard von MeyennDouglas TeodoroDouglas TeodoroPoorya AminiPoorya AminiFrontiers Media S.A.articleartificial intelligencepharmacologyCOVID-19vaccinerisk analysisMedicineRPublic aspects of medicineRA1-1270Electronic computers. Computer scienceQA75.5-76.95ENFrontiers in Digital Health, Vol 3 (2021) |
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| topic |
artificial intelligence pharmacology COVID-19 vaccine risk analysis Medicine R Public aspects of medicine RA1-1270 Electronic computers. Computer science QA75.5-76.95 |
| spellingShingle |
artificial intelligence pharmacology COVID-19 vaccine risk analysis Medicine R Public aspects of medicine RA1-1270 Electronic computers. Computer science QA75.5-76.95 Quentin Haas Quentin Haas Nikolay Borisov Nikolay Borisov David Vicente Alvarez David Vicente Alvarez Sohrab Ferdowsi Sohrab Ferdowsi Leonhard von Meyenn Leonhard von Meyenn Douglas Teodoro Douglas Teodoro Poorya Amini Poorya Amini Vaccine Development in the Time of COVID-19: The Relevance of the Risklick AI to Assist in Risk Assessment and Optimize Performance |
| description |
The 2019 coronavirus (COVID-19) pandemic revealed the urgent need for the acceleration of vaccine development worldwide. Rapid vaccine development poses numerous risks for each category of vaccine technology. By using the Risklick artificial intelligence (AI), we estimated the risks associated with all types of COVID-19 vaccine during the early phase of vaccine development. We then performed a postmortem analysis of the probability and the impact matrix calculations by comparing the 2020 prognosis to the contemporary situation. We used the Risklick AI to evaluate the risks and their incidence associated with vaccine development in the early stage of the COVID-19 pandemic. Our analysis revealed the diversity of risks among vaccine technologies currently used by pharmaceutical companies providing vaccines. This analysis highlighted the current and future potential pitfalls connected to vaccine production during the COVID-19 pandemic. Hence, the Risklick AI appears as an essential tool in vaccine development for the treatment of COVID-19 in order to formally anticipate the risks, and increases the overall performance from the production to the distribution of the vaccines. The Risklick AI could, therefore, be extended to other fields of research and development and represent a novel opportunity in the calculation of production-associated risks. |
| format |
article |
| author |
Quentin Haas Quentin Haas Nikolay Borisov Nikolay Borisov David Vicente Alvarez David Vicente Alvarez Sohrab Ferdowsi Sohrab Ferdowsi Leonhard von Meyenn Leonhard von Meyenn Douglas Teodoro Douglas Teodoro Poorya Amini Poorya Amini |
| author_facet |
Quentin Haas Quentin Haas Nikolay Borisov Nikolay Borisov David Vicente Alvarez David Vicente Alvarez Sohrab Ferdowsi Sohrab Ferdowsi Leonhard von Meyenn Leonhard von Meyenn Douglas Teodoro Douglas Teodoro Poorya Amini Poorya Amini |
| author_sort |
Quentin Haas |
| title |
Vaccine Development in the Time of COVID-19: The Relevance of the Risklick AI to Assist in Risk Assessment and Optimize Performance |
| title_short |
Vaccine Development in the Time of COVID-19: The Relevance of the Risklick AI to Assist in Risk Assessment and Optimize Performance |
| title_full |
Vaccine Development in the Time of COVID-19: The Relevance of the Risklick AI to Assist in Risk Assessment and Optimize Performance |
| title_fullStr |
Vaccine Development in the Time of COVID-19: The Relevance of the Risklick AI to Assist in Risk Assessment and Optimize Performance |
| title_full_unstemmed |
Vaccine Development in the Time of COVID-19: The Relevance of the Risklick AI to Assist in Risk Assessment and Optimize Performance |
| title_sort |
vaccine development in the time of covid-19: the relevance of the risklick ai to assist in risk assessment and optimize performance |
| publisher |
Frontiers Media S.A. |
| publishDate |
2021 |
| url |
https://doaj.org/article/26473ecebba642e8bdcb15543e14aa70 |
| work_keys_str_mv |
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