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Has the COVID-19 Crisis Affected the Growth of United States Food and Drug Administration Drug Approvals? The Answer is Not Yet! A Time Series (Forecasting) Study
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-19; HCoV-19; COVID-19) has affected all daily activities. Has it also affected the number of United States (FDA) drug approvals over time? The short answer from empirical time series forecasting is not yet. Care should be taken as the crisis...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer International Publishing
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7765694/ https://www.ncbi.nlm.nih.gov/pubmed/33367967 http://dx.doi.org/10.1007/s43441-020-00249-6 |
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author | Daizadeh, Iraj |
author_facet | Daizadeh, Iraj |
author_sort | Daizadeh, Iraj |
collection | PubMed |
description | Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-19; HCoV-19; COVID-19) has affected all daily activities. Has it also affected the number of United States (FDA) drug approvals over time? The short answer from empirical time series forecasting is not yet. Care should be taken as the crisis continues through maintaining the scientific, economic, political, and social supportive structures to sustain momentum. This conclusion is based on analyzing the results of (non-overlapping) forecasting routines (viz., complex exponential smoothing, auto-regressive fractionally integrated moving average, extreme learning machine, and multi-layer perceptron) performed on longitudinal (1939-present) FDA (CDER) drug approvals taking into regard pre- and extant-COVID-19 eras. This is an initial study and there are caveats with the approach, and as such, all data and programs are provided to support replication of the results and furthering of the investigation. SUPPLEMENTARY INFORMATION: The online version of this article (10.1007/s43441-020-00249-6) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-7765694 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-77656942020-12-28 Has the COVID-19 Crisis Affected the Growth of United States Food and Drug Administration Drug Approvals? The Answer is Not Yet! A Time Series (Forecasting) Study Daizadeh, Iraj Ther Innov Regul Sci Commentary Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-19; HCoV-19; COVID-19) has affected all daily activities. Has it also affected the number of United States (FDA) drug approvals over time? The short answer from empirical time series forecasting is not yet. Care should be taken as the crisis continues through maintaining the scientific, economic, political, and social supportive structures to sustain momentum. This conclusion is based on analyzing the results of (non-overlapping) forecasting routines (viz., complex exponential smoothing, auto-regressive fractionally integrated moving average, extreme learning machine, and multi-layer perceptron) performed on longitudinal (1939-present) FDA (CDER) drug approvals taking into regard pre- and extant-COVID-19 eras. This is an initial study and there are caveats with the approach, and as such, all data and programs are provided to support replication of the results and furthering of the investigation. SUPPLEMENTARY INFORMATION: The online version of this article (10.1007/s43441-020-00249-6) contains supplementary material, which is available to authorized users. Springer International Publishing 2020-12-26 2021 /pmc/articles/PMC7765694/ /pubmed/33367967 http://dx.doi.org/10.1007/s43441-020-00249-6 Text en © The Drug Information Association, Inc 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Commentary Daizadeh, Iraj Has the COVID-19 Crisis Affected the Growth of United States Food and Drug Administration Drug Approvals? The Answer is Not Yet! A Time Series (Forecasting) Study |
title | Has the COVID-19 Crisis Affected the Growth of United States Food and Drug Administration Drug Approvals? The Answer is Not Yet! A Time Series (Forecasting) Study |
title_full | Has the COVID-19 Crisis Affected the Growth of United States Food and Drug Administration Drug Approvals? The Answer is Not Yet! A Time Series (Forecasting) Study |
title_fullStr | Has the COVID-19 Crisis Affected the Growth of United States Food and Drug Administration Drug Approvals? The Answer is Not Yet! A Time Series (Forecasting) Study |
title_full_unstemmed | Has the COVID-19 Crisis Affected the Growth of United States Food and Drug Administration Drug Approvals? The Answer is Not Yet! A Time Series (Forecasting) Study |
title_short | Has the COVID-19 Crisis Affected the Growth of United States Food and Drug Administration Drug Approvals? The Answer is Not Yet! A Time Series (Forecasting) Study |
title_sort | has the covid-19 crisis affected the growth of united states food and drug administration drug approvals? the answer is not yet! a time series (forecasting) study |
topic | Commentary |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7765694/ https://www.ncbi.nlm.nih.gov/pubmed/33367967 http://dx.doi.org/10.1007/s43441-020-00249-6 |
work_keys_str_mv | AT daizadehiraj hasthecovid19crisisaffectedthegrowthofunitedstatesfoodanddrugadministrationdrugapprovalstheanswerisnotyetatimeseriesforecastingstudy |