Back to Search
Start Over
Modeling Infectious Diseases in Healthcare Network (MInD-Healthcare) Framework for Describing and Reporting Multidrug-resistant Organism and Healthcare-Associated Infections Agent-based Modeling Methods
- Source :
- Clin Infect Dis
- Publication Year :
- 2020
- Publisher :
- Oxford University Press (OUP), 2020.
-
Abstract
- 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.
- Subjects :
- 0301 basic medicine
Microbiology (medical)
Systems Analysis
Process (engineering)
Initialization
Communicable Diseases
Article
Scheduling (computing)
03 medical and health sciences
0302 clinical medicine
Drug Resistance, Multiple, Bacterial
Humans
Medicine
Generalizability theory
030212 general & internal medicine
Organism
Protocol (science)
Scope (project management)
business.industry
Reproducibility of Results
030104 developmental biology
Infectious Diseases
Risk analysis (engineering)
Key (cryptography)
business
Delivery of Health Care
Subjects
Details
- ISSN :
- 15376591 and 10584838
- Database :
- OpenAIRE
- Journal :
- Clinical Infectious Diseases
- Accession number :
- edsair.doi.dedup.....a9ec0c5db8489396f3d74e3699b7d42a