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Title: | The 1978 English boarding school influenza outbreak: where the classic SEIR model fails | Authors: | Avilov, KK Li, Q Lin, L Demirhan, H Stone, L He, D |
Issue Date: | Nov-2024 | Source: | Journal of the Royal Society interface, Nov. 2024, v. 21, no. 220, 20240394 | Abstract: | Previous work has failed to fit classic SEIR epidemic models satisfactorily to the prevalence data of the famous English boarding school 1978 influenza A/H1N1 outbreak during the children’s pandemic. It is still an open question whether a biologically plausible model can fit the prevalence time series and the attack rate correctly. To construct the final model, we first used an intentionally very flexible and overfitted discrete-time epidemiologic model to learn the epidemiological features from the data. The final model was a susceptible (S) – exposed (E) – infectious (I) – confined-to-bed (B) – convalescent (C) – recovered (R) model with time delay (constant residence time) in E and I compartments and multi-stage (Erlang-distributed residence time) in B and C compartments. We simultaneously fitted the reported B and C prevalence curves as well as the attack rate (proportion of children infected during the outbreak). The non-exponential residence times were crucial for good fits. The estimates of the generation time and the basic reproductive number (ℛ0) were biologically reasonable. A simplified discrete-time model was built and fitted using the Bayesian procedure. Our work not only provided an answer to the open question, but also demonstrated an approach to constructive model generation. | Keywords: | Bayesian epidemic model Children’s pandemic Delay differential equations Influenza progression model Modelling Residence time |
Publisher: | Royal Society Publishing | Journal: | Journal of the Royal Society interface | ISSN: | 1742-5689 | EISSN: | 1742-5662 | DOI: | 10.1098/rsif.2024.0394 | Research Data: | https://zenodo.org/records/13753469 | Rights: | © 2024 The Author(s). Published by the Royal Society. All rights reserved. This is the peer reviewed version of the following article: Avilov Konstantin K., Li Qiong, Lin Lixin, Demirhan Haydar, Stone Lewi and He Daihai 2024. The 1978 English boarding school influenza outbreak: where the classic SEIR model fails. J. R. Soc. Interface.21: 20240394, which has been published in final form at http://doi.org/10.1098/rsif.2024.0394. |
Appears in Collections: | Journal/Magazine Article |
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File | Description | Size | Format | |
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Avilov_1978_English_Boarding.pdf | 3.08 MB | Adobe PDF | View/Open | |
Avilov_1978_English_Boarding_Appendix.pdf | 7.4 MB | Adobe PDF | View/Open |
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