Industrial Hygiene

Exploring relationships between smoke exposure, housing characteristics, and preterm birth in California

Rachel Sklar
Sally Picciotto
Dan Meltzer
Dana E. Goin
ShihMing Huang
Frederick Lurmann
Elizabeth Noth, PhD, CIH
Nathan Pavlovic
Rachel Morello-Frosch
Amy M. Padula
2024

Pregnant people are vulnerable to air pollution exposure, including risk of preterm birth, low birth weight, and stillbirth. Understanding the infiltration of outdoor wildfire smoke into a residential space is critical for the accurate assessment of wildfire smoke exposure and associated health effects in pregnant people. Relying on ambient measurements of wildfire smoke alone can result in exposure misclassification. In this study, we examine the role of physical housing characteristics in the relationship between smoke exposure and preterm birth. In particular, we examine the...

Pregnancy Exposure to PM2.5 from Wildland Fire Smoke and Preterm Birth in California

Sally Picciotto
ShihMing Huang
Frederick Lurmann
Nathan Pavlovic
Shih Ying Chang
Anondo Mukherjee
Dana E. Goin
Rachel Sklar
Elizabeth Noth, PhD, CIH
Rachel Morello-Frosch
Amy M. Padula
2024

Background: Wildfires in the Western United States are a growing and significant source of air pollution that is eroding decades of progress in air pollution reduction. The effects on preterm birth during critical periods of pregnancy are unknown.

Methods: We assessed associations between prenatal exposure to wildland fire smoke and risk of preterm birth (gestational age < 37 weeks). We assigned smoke exposure to geocoded residence at birth for all live singleton births in California conceived 2007-2018, using weekly average concentrations of...

A data-driven approach to understand factors contributing to exoskeleton use-intention in construction

Kim S
Moore A
Ojelade A
Gutierrez N
Carisa Harris-Adamson
Alan Barr, MS
Srinivasan D
Nussbaum MA
2023

Work-related musculoskeletal disorders (WMSDs) remain an important heath concern for construction workers. Occupational exoskeletons (EXOs) are a new ergonomic intervention to control WMSD risk, yet their adoption has been low in construction. We explored contributing factors to EXO use-intention, by building a decision tree to predict the intention to try an exoskeleton using responses to an online survey. Variable selection and hyperparameter tuning were used respectively to reduce the number of potential predictors, and for a better prediction performance. Performance was assessed...

06/10/25: Artificial Intelligence Use in Occupational and Environmental Safety and Health

About the webinar:

This presentation will explore the use of Artificial Intelligence (AI) within the Occupational and Environmental Safety and Health (OESH) profession, highlighting both current and emerging applications. The content will primarily be based on insights and findings from a recent collaborative paper published by the American Industrial Hygiene Association (AIHA), offering a practical perspective on how AI is shaping the future of OESH practice.

Identification of Airborne Particle Types and Sources at a California School Using Electron Microscopy

Jeff Wagner
Rosemary Castorina
Kazukiyo Kumagai
McKenna Thompson
Rebecca Sugrue
Elizabeth Noth, PhD, CIH
Asa Bradman
Susan Hurley
2023

We conducted a pilot study to investigate air quality indoors in two classrooms and outdoors on the school grounds in a California community with historically high PM2.5 (fine particulate matter, diameter < 2.5 μm). We used computer-controlled scanning electron microscopy of passive samples to identify major PM types, which were used to help interpret continuous PM2.5 and black carbon sensor data. The five major PM types were sodium salt particles with sulfur, calcium, or chlorine; aluminosilicate dusts; carbonaceous combustion...

Understanding contributing factors to exoskeleton use-intention in construction: a decision tree approach using results from an online survey

Sunwook Kim
Aanuoluwapo Ojelade
Albert Moore
Nancy Gutierrez
Carisa Harris-Adamson
Alan Barr, MS
Divya Srinivasan
David M. Rempel
Maury A Nussbaum
2023

Work-related musculoskeletal disorders (WMSDs) are a major health concern in the construction industry. Occupational exoskeletons (EXOs) are a promising ergonomic intervention to help reduce WMSD risk. Their adoption, however, has been low in construction. To understand the contributing factors to EXO use-intention and assist in future decision-making, we built decision trees to predict responses to each of three EXO use-intention questions (Try, Voluntary Use, and Behavioural Intention), using online survey responses. Variable selection and hyperparameter tuning were used...

Perceived benefits, barriers, perceptions, and readiness to use exoskeletons in the construction industry: Differences by demographic characteristics

Nancy Gutierrez
Aanuoluwapo Ojelade
Sunwook Kim
Alan Barr, MS
Abiola Akanmu
Maury A. Nussbaum
Carisa Harris-Adamson
2024
Exoskeletons (EXOs) are a promising wearable intervention to reduce work-related musculoskeletal disorder risks among construction workers. However, the adoption of EXOs may differ with demographic characteristics. Survey data (n = 361) were collected from construction industry stakeholders and a summation score method was used to summarize respondent's benefits and barriers to EXO use, along...

Dietary Exposure to United States Food and Drug Administration-Approved Synthetic Food Colors in Children, Pregnant Women, and Women of Childbearing Age Living in the United States

Asa Bradman
Rosemary Castorina
Ruwan Thilakaratne
Mayela Gillan
Teja Pattabhiraman
Anuroop Nirula
Melanie Marty
Mark D Miller
2022

The Food and Drug Administration (FDA) regulates artificial food colors (AFCs) in the United States. Exposure to AFCs has raised concerns about adverse behavioral effects in children. We quantified AFC exposure in women of childbearing age, pregnant women, and children and compared them to FDA and World Health Organization acceptable daily intakes (ADIs). We estimated the “typical” and “high” single-day and two-day average dietary exposure to each AFC (mg/kg/day) based on laboratory measurements and food consumption data from the 2015−2016 National Health and Nutrition Examination...

05/20/25: Beyond the Call: Industrial Hygiene Strategies to Protect Emergency Responders

About the webinar:

First responders, law enforcement officers, and other public service professionals face unique occupational hazards every day. This webinar will explore how industrial hygiene principles can be used to safeguard those on the frontlines. Participants will explore best practices to reduce exposure risks, improve workplace safety policies, and advocate for stronger protections in high-risk professions.

05/13/2025: The Impact of Line Speed on Worker Exposure to Peracetic Acid in Poultry and Swine Processing

About the webinar:

The PULSE Poultry Study evaluated over 1,000 workers across 11 plants in 2024 to understand the impact of line speed on worker exposure to PAA in poultry and swine processing. Peracetic Acid (PAA) is a powerful oxidizing agent used as an antimicrobial processing aid in poultry and swine processing establishments. PAA is an organic peroxide that is flammable above 40.5°C (105°F) and has an explosion point of explosion point of 43.3°C (110°F). PAA formulations for antimicrobial intervention are an equilibrium mixture of PAA, hydrogen peroxide, and acetic acid. PAA exposure...