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BIKE: Dietary Exposure Model for Foodborne Microbiological and Chemical Hazards

BIKE is a Bayesian dietary exposure assessment model for microbiological and chemical hazards. A graphical user interface was developed for running the model and inspecting the results. It is based on connected Bayesian hierarchical models, utilizing OpenBUGS and R in tandem. According to occurrence...

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Detalles Bibliográficos
Autores principales: Ranta, Jukka, Mikkelä, Antti, Suomi, Johanna, Tuominen, Pirkko
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8621415/
https://www.ncbi.nlm.nih.gov/pubmed/34828801
http://dx.doi.org/10.3390/foods10112520
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author Ranta, Jukka
Mikkelä, Antti
Suomi, Johanna
Tuominen, Pirkko
author_facet Ranta, Jukka
Mikkelä, Antti
Suomi, Johanna
Tuominen, Pirkko
author_sort Ranta, Jukka
collection PubMed
description BIKE is a Bayesian dietary exposure assessment model for microbiological and chemical hazards. A graphical user interface was developed for running the model and inspecting the results. It is based on connected Bayesian hierarchical models, utilizing OpenBUGS and R in tandem. According to occurrence and consumption data given as inputs, a specific BUGS code is automatically written for running the Bayesian model in the background. The user interface is based on shiny app. Chronic and acute exposures are estimated for chemical and microbiological hazards, respectively. Uncertainty and variability in exposures are visualized, and a few optional model structures can be used. Simulated synthetic data are provided with BIKE for an example, resembling real occurrence and consumption data. BIKE is open source and available from github.
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spelling pubmed-86214152021-11-27 BIKE: Dietary Exposure Model for Foodborne Microbiological and Chemical Hazards Ranta, Jukka Mikkelä, Antti Suomi, Johanna Tuominen, Pirkko Foods Article BIKE is a Bayesian dietary exposure assessment model for microbiological and chemical hazards. A graphical user interface was developed for running the model and inspecting the results. It is based on connected Bayesian hierarchical models, utilizing OpenBUGS and R in tandem. According to occurrence and consumption data given as inputs, a specific BUGS code is automatically written for running the Bayesian model in the background. The user interface is based on shiny app. Chronic and acute exposures are estimated for chemical and microbiological hazards, respectively. Uncertainty and variability in exposures are visualized, and a few optional model structures can be used. Simulated synthetic data are provided with BIKE for an example, resembling real occurrence and consumption data. BIKE is open source and available from github. MDPI 2021-10-20 /pmc/articles/PMC8621415/ /pubmed/34828801 http://dx.doi.org/10.3390/foods10112520 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ranta, Jukka
Mikkelä, Antti
Suomi, Johanna
Tuominen, Pirkko
BIKE: Dietary Exposure Model for Foodborne Microbiological and Chemical Hazards
title BIKE: Dietary Exposure Model for Foodborne Microbiological and Chemical Hazards
title_full BIKE: Dietary Exposure Model for Foodborne Microbiological and Chemical Hazards
title_fullStr BIKE: Dietary Exposure Model for Foodborne Microbiological and Chemical Hazards
title_full_unstemmed BIKE: Dietary Exposure Model for Foodborne Microbiological and Chemical Hazards
title_short BIKE: Dietary Exposure Model for Foodborne Microbiological and Chemical Hazards
title_sort bike: dietary exposure model for foodborne microbiological and chemical hazards
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8621415/
https://www.ncbi.nlm.nih.gov/pubmed/34828801
http://dx.doi.org/10.3390/foods10112520
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