A systematic literature search was performed using MEDLINE/PubMed, Embase, Scopus, and Web of Science for studies published from database inception to June 2023. We queried quantitative studies of pregnant women at term (≥ 37 weeks) with a growth ultrasound performed between 34 and 37 weeks. Multiple gestations and fetuses with anomalies were excluded. Studies were eligible for inclusion if the EFW was compared to the birth weight. Search terms included “gestation-adjusted projection”, “fetal weight”, “fetal weight extrapolation”, “ultrasound”, and “birth weight”. The quality of studies was evaluated utilizing the Newcastle-Ottawa Scale, and the risk of bias was assessed using the ROBINS-I tool.