Clinical Infectious Diseases · 2020 · 21 citations · 12 references
EngineeringInfectious DiseasesSystems EngineeringBiological Systems ModelingModel-based Systems EngineeringSystems ModelingAgent-based ModelingDisease ModelingInfectious Disease DynamicsModel BuildingModel FormulationTransmission DynamicsAgent-based Population ModelsDisease ModellingInfection Transmission DynamicsInfectious Disease ModelsModel VerificationMultidrug-resistant OrganismsMultidrug-resistant PathogensTransmission Dynamics Modeling
Mathematical modeling of healthcare-associated infections and multidrug-resistant organisms improves our understanding of pathogen transmission dynamics and provides a framework for evaluating prevention strategies. One way of improving the communication among modelers is by providing a standardized way of describing and reporting models, thereby instilling confidence in the reproducibility and generalizability of such models. We updated the Overview, Design concepts, and Details protocol developed by Grimm et al [11] for describing agent-based models (ABMs) to better align with elements commonly included in healthcare-related ABMs. The Modeling Infectious Diseases in Healthcare Network (MInD-Healthcare) framework includes the following 9 key elements: (1) Purpose and scope; (2) Entities, state variables, and scales; (3) Initialization; (4) Process overview and scheduling; (5) Input data; (6) Agent interactions and organism transmission; (7) Stochasticity; (8) Submodels; and (9) Model verification, calibration, and validation. Our objective is that this framework will improve the quality of evidence generated utilizing these models.
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Erik von Elm, Douglas G. Altman, Matthias Egger et al. · PLoS Medicine · 2007 · 21.6K citations · Full text
Public Health, Public Health Practice, Epidemiologic Methods +10
Erik von Elm, Douglas G. Altman, Matthias Egger et al. · The Lancet · 2007 · 18.7K citations · Full text
Public Health, Public Health Practice, Epidemiologic Methods +10
Model Parameter Estimation and Uncertainty Analysis
Andrew Briggs, Milton C. Weinstein, Elisabeth Fenwick et al. · Medical Decision Making · 2012 · 886 citations · Full text