Modeling Infectious Diseases in Healthcare Network (MInD-Healthcare) Framework for Describing and Reporting Multidrug-resistant Organism and Healthcare-Associated Infections Agent-based Modeling Methods.

Autor: Slayton RB; Division of Healthcare Quality Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia, USA., O'Hagan JJ; Division of Healthcare Quality Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia, USA., Barnes S; Robert H. Smith School of Business, University of Maryland, College Park, Maryland, USA., Rhea S; RTI International, Research Triangle Park, North Carolina, USA., Hilscher R; RTI International, Research Triangle Park, North Carolina, USA., Rubin M; Division of Epidemiology, University of Utah School Medicine, Salt Lake City, Utah, USA., Lofgren E; Washington State University, Pullman, Washington, USA., Singh B; Division of Healthcare Quality Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia, USA., Segre A; Department of Computer Science, University of Iowa, Iowa City, Iowa, USA., Paul P; Division of Healthcare Quality Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia, USA.
Jazyk: angličtina
Zdroj: Clinical infectious diseases : an official publication of the Infectious Diseases Society of America [Clin Infect Dis] 2020 Dec 03; Vol. 71 (9), pp. 2527-2532.
DOI: 10.1093/cid/ciaa234
Abstrakt: 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.
(Published by Oxford University Press for the Infectious Diseases Society of America 2020.)
Databáze: MEDLINE