Author:
Karr Jonathan,Malik-Sheriff Rahuman S.,Osborne James,Gonzalez-Parra Gilberto,Forgoston Eric,Bowness Ruth,Liu Yaling,Thompson Robin,Garira Winston,Barhak Jacob,Rice John,Torres Marcella,Dobrovolny Hana M.,Tang Tingting,Waites William,Glazier James A.,Faeder James R.,Kulesza Alexander
Abstract
During the COVID-19 pandemic, mathematical modeling of disease transmission has become a cornerstone of key state decisions. To advance the state-of-the-art host viral modeling to handle future pandemics, many scientists working on related issues assembled to discuss the topics. These discussions exposed the reproducibility crisis that leads to inability to reuse and integrate models. This document summarizes these discussions, presents difficulties, and mentions existing efforts towards future solutions that will allow future model utility and integration. We argue that without addressing these challenges, scientists will have diminished ability to build, disseminate, and implement high-impact multi-scale modeling that is needed to understand the health crises we face.
Reference119 articles.
1. MSM Viral Pandemic Integration Subgroup Mailing List Archives2021
2. A Second-Order High Resolution Finite Difference Scheme for a Structured Erythropoiesis Model Subject to Malaria Infection;Ackleh;Math. Biosciences.,2013
3. The RAPIDD Ebola Forecasting challenge: Model Description and Synthetic Data Generation;Ajelli;Epidemics.,2018
4. MSM Viral Pandemic Integration Subgroup Mailing List Archives2021
5. Assessing Credibility of Computational Modeling through Verification & Validation: Application to Medical Devices - ASME2018
Cited by
6 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献