OMB Individually Reported
Beryllium exposure reconstruction
Low riskExact public inventory row
Description
Using machine learning to extract information about job title and task and assign relevant exposure codes.
Detailed example
Exposure codes related to Beryllium exposure.
AI / analytics pattern
Classical/Predictive Machine Learning: Models trained on data to make predictions or classifications based on identified patterns or relationships.
Automation level / stage
a) Pre-deployment – The use case is in a development or acquisition status.
Expected benefit
Previously exposure codes were assigned manually by researchers. This method would increase consistency and accuracy of exposure coding and substantially reduce the amount of time needed to assign exposure codes and reduce exposure misclassification.
Controls / human review
ATO: Not reported; PIA: Not published