Cargando…

Enhancing the prediction of hospitalization from a COVID-19 agent-based model: A Bayesian method for model parameter estimation

Agent-based models (ABMs) have become a common tool for estimating demand for hospital beds during the COVID-19 pandemic. A key parameter in these ABMs is the probability of hospitalization for agents with COVID-19. Many published COVID-19 ABMs use either single point or age-specific estimates of th...

Descripción completa

Detalles Bibliográficos
Autores principales:	Hadley, Emily, Rhea, Sarah, Jones, Kasey, Li, Lei, Stoner, Marie, Bobashev, Georgiy
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Public Library of Science 2022
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8887758/ https://www.ncbi.nlm.nih.gov/pubmed/35231066 http://dx.doi.org/10.1371/journal.pone.0264704

Ejemplares similares

Incorporation of near-real-time hospital occupancy data to improve hospitalization forecast accuracy during the COVID-19 pandemic
por: Preiss, Alexander, et al.
Publicado: (2022)

2440. Using a geospatially explicit agent-based model of a regional healthcare network to assess varied antibiotic risk on Clostridioides difficile infection incidence
por: Rhea, Sarah, et al.
Publicado: (2019)

Model Input and Optimization: Improving the Speed and Accuracy of Our COVID-19 Hospitalization Forecasts
por: Rhea, Sarah, et al.
Publicado: (2021)

Impacts of timing, length, and intensity of behavioral interventions to COVID-19 dynamics: North Carolina county-level examples
por: Quiner, Claire, et al.
Publicado: (2022)

Lessons learned from the rapid development of a statewide simulation model for predicting COVID-19’s impact on healthcare resources and capacity
por: Endres-Dighe, Stacy, et al.
Publicado: (2021)

Reducing the Complexity of an Agent-Based Local Heroin Market Model
por: Heard, Daniel, et al.
Publicado: (2014)

Text Analysis of Trends in Health Equity and Disparities From the Internal Revenue Service Tax Documentation Submitted by US Nonprofit Hospitals Between 2010 and 2019: Exploratory Study
por: Hadley, Emily, et al.
Publicado: (2023)

Modeling inpatient and outpatient antibiotic stewardship interventions to reduce the burden of Clostridioides difficile infection in a regional healthcare network
por: Rhea, Sarah, et al.
Publicado: (2020)

Examining buprenorphine diversion through a harm reduction lens: an agent-based modeling study
por: Adams, Joëlla W., et al.
Publicado: (2023)

Random forest methodology for model-based recursive partitioning: the mobForest package for R
por: Garge, Nikhil R, et al.
Publicado: (2013)

Sampling for Global Epidemic Models and the Topology of an International Airport Network
por: Bobashev, Georgiy, et al.
Publicado: (2008)

myEpi. Epidemiology of One
por: Bobashev, Georgiy
Publicado: (2014)

Bayesian parameter estimation for nonlinear modelling of biological pathways
por: Ghasemi, Omid, et al.
Publicado: (2011)

A Bayesian Framework for Parameter Estimation in Dynamical Models
por: Coelho, Flávio Codeço, et al.
Publicado: (2011)

Bayesian parameter estimation for dynamical models in systems biology
por: Linden, Nathaniel J., et al.
Publicado: (2022)

Predictive model of multiple emergency department visits among adults: analysis of the data from the National Survey of Drug Use and Health (NSDUH)
por: Bobashev, Georgiy, et al.
Publicado: (2021)

Development of a Predictive Statistical Pharmacological Model for Local Anesthetic Agent Effects with Bayesian Hierarchical Model Parameter Estimation
por: Ara, Toshiaki, et al.
Publicado: (2023)

Heroin type, injecting behavior, and HIV transmission. A simulation model of HIV incidence and prevalence
por: Bobashev, Georgiy, et al.
Publicado: (2019)

Fast Bayesian parameter estimation for stochastic logistic growth models
por: Heydari, Jonathan, et al.
Publicado: (2014)

Variational Bayesian Parameter Estimation Techniques for the General Linear Model
por: Starke, Ludger, et al.
Publicado: (2017)

A Bayesian Approach to the Estimation of Parameters and Their Interdependencies in Environmental Modeling †
por: Albert, Christopher G., et al.
Publicado: (2022)

Correction: Bayesian parameter estimation for dynamical models in systems biology
por: Linden, Nathaniel J., et al.
Publicado: (2023)

Automated parameter estimation for biological models using Bayesian statistical model checking
por: Hussain, Faraz, et al.
Publicado: (2015)

Bayesian Parameter Estimation and Segmentation in the Multi-Atlas Random Orbit Model
por: Tang, Xiaoying, et al.
Publicado: (2013)

Estimation of Parameters and Pooling in Nonlinear Flooding Event Scenarios with Bayesian Model
por: Alduais, Fuad S., et al.
Publicado: (2022)

Modeling HIV transmission among persons who inject drugs (PWID) at the “End of the HIV Epidemic” and during the COVID-19 pandemic
por: Jarlais, Don Des, et al.
Publicado: (2022)

The influence of flow model selection on finite element model parameter estimation using Bayesian inference
por: Hadwin, Paul J., et al.
Publicado: (2021)

Approximate Bayesian Computation for Estimating Parameters of Data-Consistent Forbush Decrease Model
por: Wawrzynczak, Anna, et al.
Publicado: (2018)

Bayesian inference: parameter estimation and decisions
por: Harney, Hanns L
Publicado: (2003)

Bayesian spectrum analysis and parameter estimation
por: Bre3rdorst, G Larry
Publicado: (1988)

National polydrug use patterns among people who misuse prescription opioids and people who use heroin. Results from the National Household Survey on Drug Use and Health
por: Bobashev, Georgiy V., et al.
Publicado: (2022)

Fast Posterior Estimation of Cardiac Electrophysiological Model Parameters via Bayesian Active Learning
por: Zaman, Md Shakil, et al.
Publicado: (2021)

Trends in Opioid Misuse Among Individuals Aged 12 to 21 Years in the US
por: Warren, Lauren Klein, et al.
Publicado: (2023)

Influence of priors in Bayesian estimation of genetic parameters for multivariate threshold models using Gibbs sampling
por: Stock, Kathrin Friederike, et al.
Publicado: (2007)

Bayesian estimation of dispersion parameters with a reduced animal model including polygenic and QTL effects
por: Bink, Marco CAM, et al.
Publicado: (1998)

Using approximate Bayesian computation for estimating parameters in the cue-based retrieval model of sentence processing
por: Vasishth, Shravan
Publicado: (2020)

Calibrating models of cancer invasion: parameter estimation using approximate Bayesian computation and gradient matching
por: Xiao, Yunchen, et al.
Publicado: (2021)

Are You HIV Invincible? A Probabilistic Study of Discordant Couples in the Context of HIV Transmission
por: Bobashev, Georgiy, et al.
Publicado: (2014)

Prediction of air traffic delays: An agent-based model introducing refined parameter estimation methods
por: Wang, Chunzheng, et al.
Publicado: (2021)

Bayesian bounds: for parameter estimation and nonlinear filtering/tracking
por: Van Trees, Harry L, et al.
Publicado: (2007)

Cannot write session to /tmp/vufind_sessions/sess_s2gmvav5k2ha08jnk1dl9phj1a