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Use of expert elicitation in the field of occupational hygiene: Comparison of expert and observed data distributions

The concept of professional judgement underpins the way in which an occupational hygienist assesses an exposure problem. Despite the importance placed on professional judgement in the discipline, a method of assessment to characterise accuracy has not been available. In this paper, we assess the pro...

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Autores principales: Lowry, David Michael, Fritschi, Lin, Mullins, Benjamin J., O’Leary, Rebecca A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9176777/
https://www.ncbi.nlm.nih.gov/pubmed/35675361
http://dx.doi.org/10.1371/journal.pone.0269704
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author Lowry, David Michael
Fritschi, Lin
Mullins, Benjamin J.
O’Leary, Rebecca A.
author_facet Lowry, David Michael
Fritschi, Lin
Mullins, Benjamin J.
O’Leary, Rebecca A.
author_sort Lowry, David Michael
collection PubMed
description The concept of professional judgement underpins the way in which an occupational hygienist assesses an exposure problem. Despite the importance placed on professional judgement in the discipline, a method of assessment to characterise accuracy has not been available. In this paper, we assess the professional judgement of four occupational hygienists (‘experts’) when completing exposure assessments on a range of airborne contaminants across a number of job roles within a surface mining environment in the Pilbara region of Western Australia. The job roles assessed were project driller, mobile equipment operator, fixed plant maintainer, and drill and blast operator. The contaminants of interest were respirable crystalline silica, respirable dust, and inhalable dust. The novel approach of eliciting exposure estimates focusing on contaminant concentration and attribution of an exposure standard estimate was used. The majority of the elicited values were highly skewed; therefore, a scaled Beta distribution were fitted. These elicited fitted distributions were then compared to measured data distributions, the results of which had been collected as part of an occupational hygiene program assessing full-shift exposures to the same contaminants and job roles assessed by the experts. Our findings suggest that the participating experts within this study tended to overestimate exposures. In addition, the participating experts were more accurate at estimating percentage of an exposure standard than contaminant concentration. We demonstrate that this elicitation approach and the encoding methodology contained within can be applied to assess accuracy of exposure judgements which will impact on worker protection and occupational health outcomes.
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spelling pubmed-91767772022-06-09 Use of expert elicitation in the field of occupational hygiene: Comparison of expert and observed data distributions Lowry, David Michael Fritschi, Lin Mullins, Benjamin J. O’Leary, Rebecca A. PLoS One Research Article The concept of professional judgement underpins the way in which an occupational hygienist assesses an exposure problem. Despite the importance placed on professional judgement in the discipline, a method of assessment to characterise accuracy has not been available. In this paper, we assess the professional judgement of four occupational hygienists (‘experts’) when completing exposure assessments on a range of airborne contaminants across a number of job roles within a surface mining environment in the Pilbara region of Western Australia. The job roles assessed were project driller, mobile equipment operator, fixed plant maintainer, and drill and blast operator. The contaminants of interest were respirable crystalline silica, respirable dust, and inhalable dust. The novel approach of eliciting exposure estimates focusing on contaminant concentration and attribution of an exposure standard estimate was used. The majority of the elicited values were highly skewed; therefore, a scaled Beta distribution were fitted. These elicited fitted distributions were then compared to measured data distributions, the results of which had been collected as part of an occupational hygiene program assessing full-shift exposures to the same contaminants and job roles assessed by the experts. Our findings suggest that the participating experts within this study tended to overestimate exposures. In addition, the participating experts were more accurate at estimating percentage of an exposure standard than contaminant concentration. We demonstrate that this elicitation approach and the encoding methodology contained within can be applied to assess accuracy of exposure judgements which will impact on worker protection and occupational health outcomes. Public Library of Science 2022-06-08 /pmc/articles/PMC9176777/ /pubmed/35675361 http://dx.doi.org/10.1371/journal.pone.0269704 Text en © 2022 Lowry et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Lowry, David Michael
Fritschi, Lin
Mullins, Benjamin J.
O’Leary, Rebecca A.
Use of expert elicitation in the field of occupational hygiene: Comparison of expert and observed data distributions
title Use of expert elicitation in the field of occupational hygiene: Comparison of expert and observed data distributions
title_full Use of expert elicitation in the field of occupational hygiene: Comparison of expert and observed data distributions
title_fullStr Use of expert elicitation in the field of occupational hygiene: Comparison of expert and observed data distributions
title_full_unstemmed Use of expert elicitation in the field of occupational hygiene: Comparison of expert and observed data distributions
title_short Use of expert elicitation in the field of occupational hygiene: Comparison of expert and observed data distributions
title_sort use of expert elicitation in the field of occupational hygiene: comparison of expert and observed data distributions
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9176777/
https://www.ncbi.nlm.nih.gov/pubmed/35675361
http://dx.doi.org/10.1371/journal.pone.0269704
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