Cargando…

AI-assisted tracking of worldwide non-pharmaceutical interventions for COVID-19

The Coronavirus disease 2019 (COVID-19) global pandemic has transformed almost every facet of human society throughout the world. Against an emerging, highly transmissible disease, governments worldwide have implemented non-pharmaceutical interventions (NPIs) to slow the spread of the virus. Example...

Descripción completa

Detalles Bibliográficos
Autores principales: Suryanarayanan, Parthasarathy, Tsou, Ching-Huei, Poddar, Ananya, Mahajan, Diwakar, Dandala, Bharath, Madan, Piyush, Agrawal, Anshul, Wachira, Charles, Samuel, Osebe Mogaka, Bar-Shira, Osnat, Kipchirchir, Clifton, Okwako, Sharon, Ogallo, William, Otieno, Fred, Nyota, Timothy, Matu, Fiona, Barros, Vesna Resende, Shats, Daniel, Kagan, Oren, Remy, Sekou, Bent, Oliver, Guhan, Pooja, Mahatma, Shilpa, Walcott-Bryant, Aisha, Pathak, Divya, Rosen-Zvi, Michal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7994304/
https://www.ncbi.nlm.nih.gov/pubmed/33767205
http://dx.doi.org/10.1038/s41597-021-00878-y
_version_ 1783669726764859392
author Suryanarayanan, Parthasarathy
Tsou, Ching-Huei
Poddar, Ananya
Mahajan, Diwakar
Dandala, Bharath
Madan, Piyush
Agrawal, Anshul
Wachira, Charles
Samuel, Osebe Mogaka
Bar-Shira, Osnat
Kipchirchir, Clifton
Okwako, Sharon
Ogallo, William
Otieno, Fred
Nyota, Timothy
Matu, Fiona
Barros, Vesna Resende
Shats, Daniel
Kagan, Oren
Remy, Sekou
Bent, Oliver
Guhan, Pooja
Mahatma, Shilpa
Walcott-Bryant, Aisha
Pathak, Divya
Rosen-Zvi, Michal
author_facet Suryanarayanan, Parthasarathy
Tsou, Ching-Huei
Poddar, Ananya
Mahajan, Diwakar
Dandala, Bharath
Madan, Piyush
Agrawal, Anshul
Wachira, Charles
Samuel, Osebe Mogaka
Bar-Shira, Osnat
Kipchirchir, Clifton
Okwako, Sharon
Ogallo, William
Otieno, Fred
Nyota, Timothy
Matu, Fiona
Barros, Vesna Resende
Shats, Daniel
Kagan, Oren
Remy, Sekou
Bent, Oliver
Guhan, Pooja
Mahatma, Shilpa
Walcott-Bryant, Aisha
Pathak, Divya
Rosen-Zvi, Michal
author_sort Suryanarayanan, Parthasarathy
collection PubMed
description The Coronavirus disease 2019 (COVID-19) global pandemic has transformed almost every facet of human society throughout the world. Against an emerging, highly transmissible disease, governments worldwide have implemented non-pharmaceutical interventions (NPIs) to slow the spread of the virus. Examples of such interventions include community actions, such as school closures or restrictions on mass gatherings, individual actions including mask wearing and self-quarantine, and environmental actions such as cleaning public facilities. We present the Worldwide Non-pharmaceutical Interventions Tracker for COVID-19 (WNTRAC), a comprehensive dataset consisting of over 6,000 NPIs implemented worldwide since the start of the pandemic. WNTRAC covers NPIs implemented across 261 countries and territories, and classifies NPIs into a taxonomy of 16 NPI types. NPIs are automatically extracted daily from Wikipedia articles using natural language processing techniques and then manually validated to ensure accuracy and veracity. We hope that the dataset will prove valuable for policymakers, public health leaders, and researchers in modeling and analysis efforts to control the spread of COVID-19.
format Online
Article
Text
id pubmed-7994304
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-79943042021-04-16 AI-assisted tracking of worldwide non-pharmaceutical interventions for COVID-19 Suryanarayanan, Parthasarathy Tsou, Ching-Huei Poddar, Ananya Mahajan, Diwakar Dandala, Bharath Madan, Piyush Agrawal, Anshul Wachira, Charles Samuel, Osebe Mogaka Bar-Shira, Osnat Kipchirchir, Clifton Okwako, Sharon Ogallo, William Otieno, Fred Nyota, Timothy Matu, Fiona Barros, Vesna Resende Shats, Daniel Kagan, Oren Remy, Sekou Bent, Oliver Guhan, Pooja Mahatma, Shilpa Walcott-Bryant, Aisha Pathak, Divya Rosen-Zvi, Michal Sci Data Data Descriptor The Coronavirus disease 2019 (COVID-19) global pandemic has transformed almost every facet of human society throughout the world. Against an emerging, highly transmissible disease, governments worldwide have implemented non-pharmaceutical interventions (NPIs) to slow the spread of the virus. Examples of such interventions include community actions, such as school closures or restrictions on mass gatherings, individual actions including mask wearing and self-quarantine, and environmental actions such as cleaning public facilities. We present the Worldwide Non-pharmaceutical Interventions Tracker for COVID-19 (WNTRAC), a comprehensive dataset consisting of over 6,000 NPIs implemented worldwide since the start of the pandemic. WNTRAC covers NPIs implemented across 261 countries and territories, and classifies NPIs into a taxonomy of 16 NPI types. NPIs are automatically extracted daily from Wikipedia articles using natural language processing techniques and then manually validated to ensure accuracy and veracity. We hope that the dataset will prove valuable for policymakers, public health leaders, and researchers in modeling and analysis efforts to control the spread of COVID-19. Nature Publishing Group UK 2021-03-25 /pmc/articles/PMC7994304/ /pubmed/33767205 http://dx.doi.org/10.1038/s41597-021-00878-y Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver http://creativecommons.org/publicdomain/zero/1.0/ applies to the metadata files associated with this article.
spellingShingle Data Descriptor
Suryanarayanan, Parthasarathy
Tsou, Ching-Huei
Poddar, Ananya
Mahajan, Diwakar
Dandala, Bharath
Madan, Piyush
Agrawal, Anshul
Wachira, Charles
Samuel, Osebe Mogaka
Bar-Shira, Osnat
Kipchirchir, Clifton
Okwako, Sharon
Ogallo, William
Otieno, Fred
Nyota, Timothy
Matu, Fiona
Barros, Vesna Resende
Shats, Daniel
Kagan, Oren
Remy, Sekou
Bent, Oliver
Guhan, Pooja
Mahatma, Shilpa
Walcott-Bryant, Aisha
Pathak, Divya
Rosen-Zvi, Michal
AI-assisted tracking of worldwide non-pharmaceutical interventions for COVID-19
title AI-assisted tracking of worldwide non-pharmaceutical interventions for COVID-19
title_full AI-assisted tracking of worldwide non-pharmaceutical interventions for COVID-19
title_fullStr AI-assisted tracking of worldwide non-pharmaceutical interventions for COVID-19
title_full_unstemmed AI-assisted tracking of worldwide non-pharmaceutical interventions for COVID-19
title_short AI-assisted tracking of worldwide non-pharmaceutical interventions for COVID-19
title_sort ai-assisted tracking of worldwide non-pharmaceutical interventions for covid-19
topic Data Descriptor
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7994304/
https://www.ncbi.nlm.nih.gov/pubmed/33767205
http://dx.doi.org/10.1038/s41597-021-00878-y
work_keys_str_mv AT suryanarayananparthasarathy aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT tsouchinghuei aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT poddarananya aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT mahajandiwakar aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT dandalabharath aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT madanpiyush aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT agrawalanshul aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT wachiracharles aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT samuelosebemogaka aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT barshiraosnat aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT kipchirchirclifton aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT okwakosharon aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT ogallowilliam aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT otienofred aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT nyotatimothy aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT matufiona aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT barrosvesnaresende aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT shatsdaniel aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT kaganoren aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT remysekou aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT bentoliver aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT guhanpooja aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT mahatmashilpa aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT walcottbryantaisha aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT pathakdivya aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19
AT rosenzvimichal aiassistedtrackingofworldwidenonpharmaceuticalinterventionsforcovid19