Fig. 2: Gestational age estimation.

n = 407 study participants, blind sweeps performed by expert sonographers. a Blind-sweep procedure and standard fetal biometry procedure absolute error versus ground truth gestational age (4-week windows). Box indicates 25th, 50th, and 75th percentile absolute error, and whiskers indicate 5th and 95th percentile absolute error. b Error distributions for blind-sweep procedure and standard fetal biometry procedure. c Paired errors for a blind sweep and standard fetal biometry estimates in the same study visit. The errors of the two methods exhibit correlation, but the worst-case errors for the blind-sweep procedure have a lower magnitude than the standard fetal biometry method. d Video sequence feedback-score calibration on the test sets. The realized model estimation error on held-out video sequences decreases as the model’s feedback score increases. A thresholded feedback score may be used as a user feedback signal to redo low-quality blind sweeps. Box indicates 25th, 50th, and 75th percentile of absolute errors, and whiskers indicate the 5th and 95th percentile absolute error.