journal article·2011-05

Expert judgment based multi-criteria decision model to address uncertainties in risk assessment of nanotechnology-enabled food products

Villie Flari, Qasim Chaudhry, Rabin Neslo, Roger Cooke

Journal of Nanoparticle Research· Volume 13· Issue 5
Publisher page

Abstract

Currently, risk assessment of nanotechnology-enabled food products is considered difficult due to the large number of uncertainties involved. We developed an approach which could address some of the main uncertainties through the use of expert judgment. Our approach employs a multi-criteria decision model, based on probabilistic inversion that enables capturing experts’ preferences in regard to safety of nanotechnology-enabled food products, and identifying their opinions in regard to the significance of key criteria that are important in determining the safety of such products. An advantage of these sample-based techniques is that they provide out-of-sample validation and therefore a robust scientific basis. This validation in turn adds predictive power to the model developed. We achieved out-of-sample validation in two ways: (1) a portion of the expert preference data was excluded from the model’s fitting and was then predicted by the model fitted on the remaining rankings and (2) a (partially) different set of experts generated new scenarios, using the same criteria employed in the model, and ranked them; their ranks were compared with ranks predicted by the model. The degree of validation in each method was less than perfect but reasonably substantial. The validated model we applied captured and modelled experts’ preferences regarding safety of hypothetical nanotechnology-enabled food products. It appears therefore that such an approach can provide a promising route to explore further for assessing the risk of nanotechnology-enabled food products.
Source: openaire · Quality: candidate unverified · Source record ↗

Research context

OpenAlex topics: Multi-Criteria Decision Making

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (30)

Show source-provided references
1. Canis L, Seager T, Linkov I (2010) Selecting nonmanufacturing technology using integrated risk, life cycle assessment and decision-analytical framework. Environ Sci Technol 44:8704–871110.1021/es102117k ↗
2. Chaudhry Q, Scotter M, Blackburn J, Ross B, Boxall A, Castle L, Aitken R, Watkins R (2008) Applications and implications of nanotechnologies for the food sector. Food Addit Contam 25(3):241–25810.1080/02652030701744538 ↗
3. Chaudhry Q, Castle L, Watkins R (eds) (2010) Nanotechnologies in food. Royal Society of Chemistry Publishers, Cambridge
4. Cooke RM (1991) Experts in uncertainty. Oxford University Press, Oxford10.1093/oso/9780195064650.001.0001 ↗
5. Cooke RM, Goossens LHJ (2000) Procedures guide for structured expert judgement. European Commission, Directorate General for Research, Brussels
6. Davis JM (2007) How to assess the risks of nanotechnology: learning from past experience. J Nanosci Nanotechnol 7:402–40910.1166/jnn.2007.152 ↗
7. des Rieux A, Fievez V, Garinot M, Schneider YJ, Preat V (2006) Nanoparticles as potential oral delivery systems of proteins and vaccines: a mechanistic approach. J Control Release 116:1–2710.1016/j.jconrel.2006.08.013 ↗
8. Desai MP, Labhasetwar V, Amidon GL, Levy RJ (1996) Gastrointestinal uptake of biodegradable microparticles: effect of particle size. Pharma Res 13:183810.1023/A:1016085108889 ↗
9. EFSA (2009) The potential risks arising from nanoscience and nanotechnologies on food and feed safety. http://www.efsa.europa.eu/en/scdocs/doc/958.pdf . Accessed 24 Oct 2010
10. Environment Directorate, OECD (2010) Report of the workshop on risk assessment of manufactured nanomaterials in a regulatory context. http://www.oecd.org/officialdocuments/displaydocumentpdf . Accessed 25 Oct 2010
11. ETC Group (2004) Down on the farm: the impact of nano-scale technologies on food agriculture. ETC Group, Ottawa
12. FAO/WHO (2009) FAO/WHO expert meeting on the application of nanotechnologies in the food and agriculture sectors: potential food safety implications: meeting report. Food and Agriculture Organization of the United Nations/World Health Organization, Rome. http://www.worldvet.org/docs/FAO_WHO_Nano_Expert_Meeting_Report_Final.pdf . Accessed 24 Oct 2010
13. Flari V, Chaudhry Q, Neslo R, Cooke R (2010) Multi criteria decision model based on probabilistic inversion: application to risk assessment of nanotechnology-enabled food products. Society of Risk Analysis annual meeting, Salt Lake City 5–9 Dec 2010
14. Friends of the Earth (2008) Out of the laboratory and on to our plates–Nanotechnology in Food and Agriculture. Friends of the Earth Australia, Europe and the US, Melbourne. http://www.foeeurope.org/activities/nanotechnology/Documents/Nano_food_report.pdf . Accessed 24 Oct 2010
15. Hillyer JF, Albrecht RM (2001) Gastrointestinal persorption and tissue distribution of differently sized colloidal gold nanoparticles. J Pharm Sci 90:1927–193610.1002/jps.1143 ↗
16. Hoet P, Bruske-Hohlfeld I, Salata O (2004) Nanoparticles–known and unknown health risks. J Nanobiotechnol 2:1–1510.1186/1477-3155-2-1 ↗
17. House of Lords report (2010) Nanotechnologies and Food, Vol I: report. http://www.publications.parliament.uk/pa/ld200910/ldselect/ldsctech/22/22i.pdf . Accessed 24 Oct 2010
18. Kim YS, Kim JS, Cho HS, Rha DS, Kim JM, Park JD, Choi BSRL, Chang HK, Chung YH, Kwon H, Jeong J, Han BS, Yu J (2008) Twenty-eight-day oral toxicity, genotoxicity, and gender-related tissue distribution of silver nanoparticles in sprague-dawley rats. Inhal Toxicol 20:575–58310.1080/08958370701874663 ↗
19. Linkov I, Satterstrom K, Kiker, Batchelor CG, Bridges T (2006) From comparative risk assessment to multi-criteria decision analysis and adaptive management: recent developments and applications. Environ Int 32:1072–109310.1016/j.envint.2006.06.013 ↗
20. Linkov I, Satterstrom FK, Steevens J, Ferguson E, Pleus R (2007) Multi-criteria decision analysis and environmental risk assessment for nanomaterials. J Nanopart Res 9:543–55410.1007/s11051-007-9211-0 ↗
21. Linkov I, Satterstrom FK, Monica JC Jr, Foss Hansen S, Davis TA (2009) Nano risk governance: current developments and future perspectives. Nanotechnology 6:203
22. Morgan K (2005) Development of a preliminary framework for informing the risk analysis and risk management of nanoparticles. Risk Anal 25(6):1621–163510.1111/j.1539-6924.2005.00681.x ↗
23. OECD Working Party on Manufactured Nanomaterials (2009) Preliminary review of OECD test guidelines for their applicability to manufactured nanomaterials. ENV/CHEM/NANO(2009)6/REV1. Environment Directorate Organisation For Economic Co-Operation and Development, Paris
24. Rocks S, Pollard S, Dorey R, Levy L, Harrison P, Handy R (2008) Comparison of risk assessment approaches for manufactured nanomaterials. Department for Food, Environment and Rural Affairs, London
25. Scientific Committee on Emerging and Newly Identified Health Risks (2009) Risk assessment of products of nanotechnologies. 19 January 2009. http://ec.europa.eu/health/ph_risk/committees/04_scenihr/docs/scenihr_o_023.pdf . Accessed 24 Oct 2010
26. Soil Association Press Release (2008) Soil association first organisation in the world to ban nanoparticles–potentially toxic beauty products that get right under your skin, Soil Association, Bristol. 17 January 2008. http://nwrage.org/content/soil-association-first-organisation-world-ban-nanoparticles-potentially-toxic-beauty-product . Accessed 24 Oct 2010
27. Teck SJ, Halpern BS, Kappel CV, Micheli F, Selkoe KA, Crain CM, Martone R, Shearer C, Arvai J, Fischhoff B, Murray G, Neslo R, Cooke R (2010) Using expert judgment to estimate marine ecosystem vulnerability in the California Current. Ecol Appl 20(5):1402–141610.1890/09-1173.1 ↗
28. Tervonen T, Linkov I, Figueira JR, Steevens J, Chappell M, Merad M (2008) Risk-based classification system of nanomaterials. J Nanopart Res 11(4):757–76610.1007/s11051-008-9546-1 ↗
29. Tran L, Chaudhry Q (2010) Engineered nanoparticles and food: An assessment of exposure and hazard. In: Chaudhry Q, Castle L, Watkins R (eds) Nanotechnologies in Food. Royal Society of Chemistry Publishers, London, pp 120–13310.1039/9781847559883-00120 ↗
30. Tsytsikova L (2009) Global list of organizations and efforts related to nanotechnology, nanoscience, nanomaterials, and food and agriculture products. Summer Internship ILSI, Food and Chemical Safety Committee