Abstract Exposure to fine particulate matter (PM 2.5 ) remains a major driver of healthcare system strain in India, where annual concentrations average 48 μg/m 3 -nearly tenfold the WHO guideline. To examine how short-term PM 2.5 exposure affects acute healthcare utilization, we merge daily high-resolution PM 2.5 estimates with 1.1 million pediatric ambulance dispatch records across 11 states and union territories, and apply a two-stage fixed-effects instrumental variable approach leveraging thermal inversion duration to isolate exogenous variation in pollution. We find that a 10 μg/m 3 increase in PM 2.5 leads to same-day increases in ambulance dispatches of 3.78% (95% CI: 2.56–5.20) for all causes, 3.25% (1.58–4.84) for illness, and 6.07% (2.84–9.17) for injury. Cumulative seven-day effects remain elevated for all-cause (2.33%, 0.72–4.18) and illness (2.60%, 0.82–4.72) dispatches, indicating persistent impacts on emergency care demand. Girls experience disproportionately larger increases -5.41% (3.01–8.35) versus 2.38% (0.18–4.04) in boys-likely due to delayed care-seeking, greater baseline vulnerability, and higher exposure to non-accidental trauma. Children aged 0–4 years show the largest and most sustained increases in dispatches, whereas older children exhibit attenuated or null responses, reflecting age-related differences in susceptibility and access. Reducing annual PM 2.5 to India’s national guideline (40 μg/m 3 ) could avert 20 (6-35) pediatric ambulance dispatches per 100,000 children annually-a 10.1% reduction; achieving the WHO standard (5 μg/m 3 ) could prevent 65 (21–111)-a 32.8% reduction. These findings underscore the urgent need for targeted air quality improvements to reduce acute healthcare burdens and strengthen emergency response capacity in India’s strained healthcare system.
Kawano et al. (2026) studied this question.
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: