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The Validity and Applicability of Using a Generic Exposure Assessment Model for Occupational Exposure to Nano-Objects
Cindy Bekker1,2, Eef Voogd2, Wouter Fransman2
11.Division of Environmental Epidemiology, Institute for Risk Assessment Sciences, Utrecht University, Yalelaan 1, 3584 CL Utrecht, The Netherlands; cindy.bekker@rivm.nl.
The Annals of Occupational Hygiene
|September 18, 2016
Summary
The Advanced REACH Tool (ART) shows potential for estimating worker exposure to nano-objects, aggregates, and agglomerates (NOAA), with strong correlations found for individual nanomaterials, though current versions overestimate exposure levels.
Area of Science:
- Occupational hygiene
- Nanotechnology safety
- Exposure modeling
Background:
- Control banding is a first-tier assessment for worker exposure to nano-objects, aggregates, and agglomerates (NOAA).
- Quantitative exposure estimates require advanced modeling, but nano-specific models are lacking.
- This study assesses the Advanced REACH Tool (ART), a generic model, for occupational NOAA exposure.
Purpose of the Study:
- To evaluate the validity and applicability of the Advanced REACH Tool (ART) for quantitative exposure assessment of nano-objects, aggregates, and agglomerates (NOAA).
- To determine if a generic exposure model can be adapted for predicting occupational exposure to NOAA.
Main Methods:
- The predictive capability of ART was tested using 102 NOAA exposure measurements from experimental and workplace studies.
- Relative bias and Pearson correlations were calculated between ART estimates and measured concentrations.
- Model performance was analyzed for dusts, liquid aerosols, and individual vs. combined nanomaterial scenarios.
Main Results:
- Moderate to very strong correlations were observed between ART estimates and measured NOAA concentrations.
- ART showed better correlation with dust aerosols (r=0.76) than liquid aerosols (r=0.51).
- ART consistently overestimated NOAA concentrations (factor 2-127), with higher overestimation at lower concentrations; individual nanomaterial correlations were stronger than combined scenarios.
Conclusions:
- The Advanced REACH Tool (ART) is not currently suitable for precise occupational exposure estimation of NOAA.
- However, strong correlations for individual nanomaterials suggest ART and similar generic models can be adapted for NOAA exposure assessment.
- Future models should explicitly incorporate nanomaterial-specific characteristics for improved accuracy.

