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 Arnold 1 , Mark Stenzel 2 , Daniel Drolet 3 , Gurumurthy Ramachandran 1 University of Minnesota, Division of Environmental Health Sciences, School of Public Health, Minneapolis, USA 2 Exposure Assessment Solutions, Inc. Health, Arlington, VA, USA 3 AIHA EASC

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Page 1: Using Checklists and Algorithms to Improve Qualitative Exposure … · 2017-06-16 · A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American

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

Page 2: Using Checklists and Algorithms to Improve Qualitative Exposure … · 2017-06-16 · A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American

Decision Making using the AIHA Exposure Assessment Strategy

2

Page 3: Using Checklists and Algorithms to Improve Qualitative Exposure … · 2017-06-16 · A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American

• 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.

Page 4: Using Checklists and Algorithms to Improve Qualitative Exposure … · 2017-06-16 · A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American

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

Page 5: Using Checklists and Algorithms to Improve Qualitative Exposure … · 2017-06-16 · A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American

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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Page 6: Using Checklists and Algorithms to Improve Qualitative Exposure … · 2017-06-16 · A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American

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

Page 7: Using Checklists and Algorithms to Improve Qualitative Exposure … · 2017-06-16 · A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American

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

Page 8: Using Checklists and Algorithms to Improve Qualitative Exposure … · 2017-06-16 · A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American

Checklist Tool

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Page 9: Using Checklists and Algorithms to Improve Qualitative Exposure … · 2017-06-16 · A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American

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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Page 10: Using Checklists and Algorithms to Improve Qualitative Exposure … · 2017-06-16 · A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American

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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Page 11: Using Checklists and Algorithms to Improve Qualitative Exposure … · 2017-06-16 · A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American

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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Page 12: Using Checklists and Algorithms to Improve Qualitative Exposure … · 2017-06-16 · A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American

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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Page 13: Using Checklists and Algorithms to Improve Qualitative Exposure … · 2017-06-16 · A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American

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

Page 14: Using Checklists and Algorithms to Improve Qualitative Exposure … · 2017-06-16 · A Strategy for Assessing and Managing Occupational Exposures, Third Edition. Fairfax, VA: American

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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