Method choice in children's exposure assessment for NO2, SO2 and O3
Assessing children's exposure to air pollutants remains a critical challenge due to their dynamic daily routines and the complexity of pollutant behaviour across microenvironments. This study compared seven methodologies for estimating personal exposure to nitrogen dioxide (NO<sub>2</sub>), sulfur dioxide (SO<sub>2</sub>), and ozone (O<sub>3</sub>): passive samplers (PS), fixed-site monitoring (FSM), the CALPUFF and CMAQ models, and their indoor-outdoor (I/O) ratio counterparts. Measurements were conducted across four urban sites, integrating questionnaire-based activity patterns and pollutant-specific I/O ratios. Evaluation metrics included the fraction of predictions within a factor of two (FAC2), the normalized mean square error (NMSE), and a multicriteria decision matrix ranking each method by accuracy, data requirements, and operational feasibility. Results showed that no single method was universally optimal. FSM × I/O achieved the highest overall balance between accuracy and feasibility for primary traffic-related pollutants (NO<sub>2</sub>, SO<sub>2</sub>), while CMAQ × I/O best represented secondary, regionally driven pollutants (O<sub>3</sub>). CALPUFF captured near-road dispersion effectively but exhibited high sensitivity to local emissions and meteorology. Home environments dominated total exposure (82-91%), followed by schools (8-14%) and commuting pathways (<5%). The decision matrix confirmed FSM × I/O and CMAQ × I/O as the most reliable approaches for large-scale exposure assessments in indoor-dominated populations. These findings demonstrate the necessity of integrating I/O ratio and human activity data into exposure models and provide a transparent framework for selecting optimal methods according to pollutant behaviour, data availability, and research objectives.
Authors
- Karine Klippel (ORCID: https://orcid.org/0000-0003-4524-2006)
- Alexandre Magalhães Santiago (ORCID: https://orcid.org/0000-0001-8856-2494)
- Jaqueline Knaak (ORCID: https://orcid.org/0000-0001-8980-7289)
- Bruno Furieri (ORCID: https://orcid.org/0000-0002-9736-0250)
- Elisa Valentim Goulart (ORCID: https://orcid.org/0000-0002-0051-0778)
- Rai Silvério Machado
- Milena Machado
- Jane Meri Santos
- Elson Silva Galvão
- Neyval Costa Reis Júnior
- Prashant Kumar
Institutions
- International Foundation for Electoral Systems (US)
- University of Surrey (GB)
- Instituto Federal do Espírito Santo (BR)
- Universidade Federal do Espírito Santo (BR)
Publication Details
- Journal
- Environmental Pollution
- Published
- 2026-03-21
- DOI
- https://doi.org/10.1016/j.envpol.2026.127984
- Primary Topic
- Air Quality and Health Impacts
- Type
- article
- Field-Weighted Citation Impact
- 0.00