Computational models of infectious diseases have become valuable tools for research and the public health response against epidemic threats. The reproducibility of computational models has been limited, undermining the scientific process and possibly trust in modeling results and related response strategies, such as vaccination. We translated published reproducibility guidelines from a wide range of scientific disciplines into an implementation framework for improving reproducibility of infectious disease computational models. The framework comprises 22 elements that should be described, grouped into 6 categories: computational environment, analytical software, model description, model implementation, data, and experimental protocol. The framework can be used by scientific communities to develop actionable tools for sharing computational models in a reproducible way.
机构:
London Sch Hyg & Trop Med, Fac Infect & Trop Dis, London, England
London Sch Hyg & Trop Med, Ctr Math Modelling Infect Dis, London, EnglandLondon Sch Hyg & Trop Med, Fac Infect & Trop Dis, London, England
Auzenbergs, Megan
Correia-Gomes, Carla
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SRUC, Epidemiol Res Unit, Edinburgh, Midlothian, ScotlandLondon Sch Hyg & Trop Med, Fac Infect & Trop Dis, London, England
Correia-Gomes, Carla
Economou, Theo
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Univ Exeter, Coll Life & Environm Sci, Exeter, Devon, EnglandLondon Sch Hyg & Trop Med, Fac Infect & Trop Dis, London, England
Economou, Theo
Lowe, Rachel
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London Sch Hyg & Trop Med, Ctr Math Modelling Infect Dis, London, England
London Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, London, England
Barcelona Inst Global Hlth ISGlobal, Barcelona, SpainLondon Sch Hyg & Trop Med, Fac Infect & Trop Dis, London, England
Lowe, Rachel
O'Reilly, Kathleen M.
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London Sch Hyg & Trop Med, Fac Infect & Trop Dis, London, England
London Sch Hyg & Trop Med, Ctr Math Modelling Infect Dis, London, EnglandLondon Sch Hyg & Trop Med, Fac Infect & Trop Dis, London, England
机构:
Univ Calif Los Angeles UCLA, Med & Imaging Informat MII Grp, Los Angeles, CA 90024 USAUniv Calif Los Angeles UCLA, Med & Imaging Informat MII Grp, Los Angeles, CA 90024 USA
Al Rahrooh
Garlid, Anders O.
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Univ Calif Los Angeles UCLA, Med & Imaging Informat MII Grp, Los Angeles, CA 90024 USAUniv Calif Los Angeles UCLA, Med & Imaging Informat MII Grp, Los Angeles, CA 90024 USA
Garlid, Anders O.
Bartlett, Kelly
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Univ Calif Los Angeles UCLA, Med & Imaging Informat MII Grp, Los Angeles, CA 90024 USAUniv Calif Los Angeles UCLA, Med & Imaging Informat MII Grp, Los Angeles, CA 90024 USA
Bartlett, Kelly
Coons, Warren
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Univ Calif Los Angeles UCLA, Med & Imaging Informat MII Grp, Los Angeles, CA 90024 USAUniv Calif Los Angeles UCLA, Med & Imaging Informat MII Grp, Los Angeles, CA 90024 USA
Coons, Warren
Petousis, Panayiotis
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Univ Calif Los Angeles UCLA, Clin & Translat Sci Inst CTSI, Los Angeles, CA USAUniv Calif Los Angeles UCLA, Med & Imaging Informat MII Grp, Los Angeles, CA 90024 USA
Petousis, Panayiotis
Hsu, William
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Univ Calif Los Angeles UCLA, Med & Imaging Informat MII Grp, Los Angeles, CA 90024 USAUniv Calif Los Angeles UCLA, Med & Imaging Informat MII Grp, Los Angeles, CA 90024 USA
Hsu, William
Bui, Alex A. T.
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Univ Calif Los Angeles UCLA, Med & Imaging Informat MII Grp, Los Angeles, CA 90024 USA
Univ Calif Los Angeles UCLA, Clin & Translat Sci Inst CTSI, Los Angeles, CA USAUniv Calif Los Angeles UCLA, Med & Imaging Informat MII Grp, Los Angeles, CA 90024 USA