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Embedding expert knowledge in a decision model: evaluating natural attenuation at TCE sites
Neil A Stiber1, Marina Pantazidou, Mitchell J Small
1USEPA Office of Research and Development, Office of Science Policy, Washington, DC 20460, USA.
This study presents a new method for creating decision tools from expert knowledge for environmental remediation. It improves upon existing systems for evaluating trichloroethene (TCE) contamination, offering better weighting of findings.
Area of Science:
- Environmental Science
- Remediation Technologies
- Decision Analysis
Background:
- Complex environmental contamination requires effective decision-making tools.
- Existing protocols for evaluating remediation options, such as reductive dechlorination for trichloroethene (TCE), have limitations.
- Expert knowledge is crucial but difficult to translate into practical decision support.
Purpose of the Study:
- To develop a generalized methodology for converting expert knowledge into user-friendly decision tools.
- To propose an improved scoring system for evaluating reductive dechlorination of TCE.
- To demonstrate the utility of the new system in assessing bioattenuation potential.
Main Methods:
- Developed a generalized methodology for expert knowledge translation.
- Created an alternate scoring system with weighted findings and negative weights.
- Applied the methodology and scoring system to TCE contamination sites.
- Utilized data from extensively studied sites to validate the approach.
Main Results:
- The proposed methodology successfully translates expert knowledge into decision tools.
- The alternate scoring system effectively incorporates expert beliefs and negative findings.
- The system accurately assesses the bioattenuation potential of TCE using real-world data.
Conclusions:
- The generalized methodology offers a flexible approach to creating decision tools for complex remediation processes.
- The proposed scoring system enhances the evaluation of reductive dechlorination for TCE by incorporating expert judgment more effectively.
- This approach provides a valuable tool for site managers and environmental professionals involved in contamination remediation.
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