“…In contrast, Ha and colleagues investigated the associations between short-term exposure to PM 2.5 and ozone (O 3 ) and preterm birth in the San Joaquin Valley, California, using a time-stratified case-crossover design. 4 A strength of using this study design is that adjusting for time-invariant factors, such as race/ethnicity, was not necessary in the statistical analysis. They found that PM 2.5 exposures at lag 5 and at lags 5-7 were associated with very preterm birth (gestational age <34 weeks) and early term birth (gestational age between 37 and 39 weeks), respectively, but associations were not found for preterm birth at any lags.…”