Using Mobile Phone Data to Estimate the Relationship between Population Flow and Influenza Infection Pathways.

computer disease outbreaks geographic information systems human/epidemiology influenza machine learning neural networks

Journal

International journal of environmental research and public health
ISSN: 1660-4601
Titre abrégé: Int J Environ Res Public Health
Pays: Switzerland
ID NLM: 101238455

Informations de publication

Date de publication:
12 07 2021
Historique:
received: 22 06 2021
accepted: 05 07 2021
entrez: 24 7 2021
pubmed: 25 7 2021
medline: 12 8 2021
Statut: epublish

Résumé

This study aimed to analyze population flow using global positioning system (GPS) location data and evaluate influenza infection pathways by determining the relationship between population flow and the number of drugs sold at pharmacies. Neural collective graphical models (NCGMs; Iwata and Shimizu 2019) were applied for 25 cell areas, each measuring 10 × 10 km

Identifiants

pubmed: 34299889
pii: ijerph18147439
doi: 10.3390/ijerph18147439
pmc: PMC8303742
pii:
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Références

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Auteurs

Qiushi Chen (Q)

Graduate School of Informatics and Engineering, The University of Electro-Communications, 1-5-1 Chofugaoka, Chofu, Tokyo 182-8585, Japan.

Michiko Tsubaki (M)

Graduate School of Informatics and Engineering, The University of Electro-Communications, 1-5-1 Chofugaoka, Chofu, Tokyo 182-8585, Japan.

Yasuhiro Minami (Y)

Graduate School of Informatics and Engineering, The University of Electro-Communications, 1-5-1 Chofugaoka, Chofu, Tokyo 182-8585, Japan.

Kazutoshi Fujibayashi (K)

Department of General Medicine, Juntendo University Faculty of Medicine, 3-1-3 Hongo, Bunkyo-Ku, Tokyo 113-8421, Japan.

Tetsuro Yumoto (T)

Division of Pharmacy Professional Development and Research, Hoshi University, 2-4-41 Ebara, Shinagawa-Ku, Tokyo 142-8501, Japan.

Junzo Kamei (J)

Division of Pharmacy Professional Development and Research, Hoshi University, 2-4-41 Ebara, Shinagawa-Ku, Tokyo 142-8501, Japan.

Yuka Yamada (Y)

I&H Corporation, 1-18, Oomasu, Ashiya, Hyogo 659-0066, Japan.

Hidenori Kominato (H)

I&H Corporation, 1-18, Oomasu, Ashiya, Hyogo 659-0066, Japan.

Hideki Oono (H)

I&H Corporation, 1-18, Oomasu, Ashiya, Hyogo 659-0066, Japan.

Toshio Naito (T)

Department of General Medicine, Juntendo University Faculty of Medicine, 3-1-3 Hongo, Bunkyo-Ku, Tokyo 113-8421, Japan.

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Classifications MeSH