While a mild fever may not be harmful, a high or prolonged fever can be dangerous for both the mother and the baby. Fever during the first trimester can increase the risk of neural tube defects and other developmental abnormalities. In the later stages of pregnancy, fever can lead to preterm labor or other complications.