using checklists and algorithms to improve qualitative exposure … · 2017-06-16 · a strategy...
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IOHA London 2015, 25-30 April 2015, Hilton London Metropole
Using Checklists and Algorithms to Improve Qualitative Exposure Judgment Accuracy
Susan Arnold1, Mark Stenzel2, Daniel Drolet3, Gurumurthy Ramachandran1
University of Minnesota, Division of Environmental Health Sciences, School of Public Health, Minneapolis, USA 2Exposure Assessment Solutions, Inc. Health, Arlington, VA, USA 3AIHA EASC
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Decision Making using the AIHA Exposure Assessment Strategy
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• Ref: Bullock. W.H. and Ignacio, J.S: (editors) A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American Industrial Hygiene Association (2006).
What is “Professional Judgment” ?
• The application and appropriate use of knowledge gained from the formal education, experience, experimentation, inference, and analogy. The capacity of an experienced professional to draw correct inferences from incomplete quantitative data, frequently on the basis of observations, analogy and intuition.
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2%
14%
27%
57%
0%
20%
40%
60%
80%
100%
1 2 3 4
Probability OEL < X0.95
Expressing judgments categorically, as probabilities
4 Exposure Control Category
<10% OEL
10 – <50%
50 – <100%
≥100% OEL
Likelihood that 95%ile falls into indicated ECC
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Professional Judgment Workshops
Goals: • Investigate accuracy of subjective qualitative exposure judgments
• Evaluate impact of heuristics and algorithms on improving exposure judgment accuracy
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Database of Exposure Scenarios
–Minimum 6 personal exposure measurements • used to develop confident reference
ECCs –Presented in 2 page narrative
• excluding sampling data – Information about task(s), physical
environment and exposure determinants 6
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The Qualitative EA Checklist
• Applying simple algorithms or heuristics to improve judgment accuracy
• Algorithms based on physical chemical principles, developed empirically, through experience
• Checklist ensures consistent application, every time 7
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Checklist Tool
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Checklist Workshops
3 – 1 day workshops:
• 2 AIHA Local Sections (n = 39) • Judgments collected:
• 61 baseline, 115 Checklist • 1 Master’s of IH class, (n =8)
• 24 baseline, 80 Checklist
Accuracy was evaluated categorically
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0%
10%
20%
30%
40%
50%
60%
70%
Perc
ent A
ccur
acy
Categorical Accuracy
Practicing IHs: Percent Categorical Exposure Judgment Accuracy
Baselinen = 61Checklistn = 115
Checklist Workshop Results
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0%
10%
20%
30%
40%
50%
60%
70%
Perc
ent A
ccur
acy
Categorical Accuracy
Novice IHs: Percent Categorical Exposure Judgment Accuracy
Baselinen = 24
Checklistn = 80
Checklist Workshop Results
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Checklist Workshop Results Comparing Practitioners and Novices
Judgment accuracy increased significantly (χ2 (1) = 25.36, p < .0001) when decisions were guided by the Checklist.
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Comparing Qualitative and Quantitative Strategies
Qualitative Judgment Quantitative Judgment Logan et al., (2009) Occupational Exposure Decisions: Can Limited Data Interpretation Training Help Improve Accuracy?
IOHA London 2015, 25-30 April 2015, Hilton London Metropole
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Conclusions
In our small study: • Judgment accuracy increased from ~ 30% to > 60%!
• Novice Checklist accuracy equal to practicing OH
Checklist accuracy
• Need to further validate checklist-based qualitative exposure assessments
• Future direction: Using Checklist-based qualitative exposure assessments to develop informed priors
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