Publications


Artificial Intelligence for the Detection of Fetal Ultrasound Findings Concerning for Major Congenital Heart Defects

Zelop, Carolyn M. MD; Lam-Rachlin, Jennifer MD; Arunamata, Alisa MD; Punn, Rajesh MD; Behera, Sarina K. MD; Lachaud, Matthias MD; David, Nadine MD; DeVore, Greggory R. MD; Rebarber, Andrei MD; Fox, Nathan S. MD; Gayanilo, Marjorie MD; Garmel, Sara MD; Boukobza, Philippe MD; Uzan, Pierre MD; Joly, Hervé MD; Girardot, Romain MD; Cohen, Laurence MD; Stos, Bertrand MD; De Boisredon, Malo MSc; Askinazi, Eric MSc; Thorey, Valentin MSc; Gardella, Christophe PhD; Levy, Marilyne MD; Geiger, Miwa MD

Obstetrics & Gynecology ():10.1097/AOG.0000000000006027, August 7, 2025. | DOI: 10.1097/AOG.0000000000006027


AI software enhances the detection of findings suspicious for severe congenital heart defects onprenatal ultrasounds by OBGYN/MFM Specialists

Lam-Rachlin J, Punn R, Behera S, Geiger M, Lachaud M, David N, Garmel S, Fox N, Rebarber A, DeVore G, Zelop C, Janssen M, Sylvester-Armstrong K, Kennedy J, Spiegelman J, Heiligenstein M, Bessis R, Mobeen S, Kia F, Friedman C, Melka S, Stos B, de Boisredon M, Askinazi E, Thorey V, Gardella C, Levy M, Arunamata A

BrightHeart (Industry), Paris, France


Evaluation of an AI Software for Improved Scanning of the Fetal Heart During Routine Anatomic Ultrasound

Lam-Rachlin J, Fox N, Do S, Gupta S, Gelber S, Spiegelman J, Inglis S, Muoser C, Tang X, Stos B, Askinazi E, de Boisredon M, Thorey V, Gardella C, Lévy M, Rebarber A

BrightHeart (Industry), Paris, France


AI Significantly Improves Detection of Prenatal Ultrasounds Suspicious for Major Congenital Heart Defects by OBGYN/MFMs

Lam-Rachlin, J., Punn, R., Behera, S., Geiger, M., Lauchaud, M., David, N., Garmel, S., et al. 

Pregnancy, 1:e12002: 3-4, 2025


Artificial Intelligence System Accurately Detects Fetal Ultrasound Findings Suspicious For Major Congenital Heart Defects

Zelop, C., Lam-Rachlin, J., Arunamata, A., Punn, R., Behera, S., Lauchaud, M., David, N., et al. 

Pregnancy, 1:e12008: 2, 2025


AI-Enhanced Detection of Congenital Heart Disease Suspicion in Second Trimester Ultrasounds by OBGYN and MFM

Lam-Rachlin, J., Punn, R., Lachaud, M., David, N. , Garmel, S., Bessis, R., Heiligenstein, M. et al.

Ultrasound in Obstetrics & Gynecology 64, no. S1: 63–63, 2024


Robust and Accurate Measurement of Semilunar Valves in Second Trimester Fetal Ultrasound Using an AI System

DeVore, G.R., Coll, A.C., Obayashi, D.Y., Levy, M., Stos, B., Askinazi, E., Thorey, V., De Boisredon, M., Gardella, C. & Silverman, N.H.

Ultrasound in Obstetrics & Gynecology 64, no. S1: 108–108, 2024


Accurate AI Measurements of Ventricular Area in Second Trimester Fetal Ultrasound Video Clips

Lam-Rachlin, J., Schwartz, N., DeVore, G.R., Fox, N., Rebarber, A., Levy, M., Stos, B. et al.
Ultrasound in Obstetrics & Gynecology 64, no. S1: 120–21, 2024


Accurate Detection of Atrioventricular Septal Defect (AVSD) in Fetal Ultrasound Using Artificial Intelligence

Stos, B., Lévy, M., Héry, E., Durand, I., Askinazi, E., Thorey, V., de Boisredon, M. & Gardella, C.
Archives of Cardiovascular Diseases, SI : FCPC 2024, 117, no. 8, Supplement: S220–21, 2024


High accuracy detection of transposition of the great arteries in 2nd trimester fetal ultrasound using artificial intelligence

Boukobza, P., Durand, I., Joly, H., Girardot, R., Stos, B., Askinazi, E., Thorey, V., de Boisredon, M., Gardella, C. & Lévy, M.

Fetal Medicine Foundation, 2024.


Overriding aorta identification using artificial intelligence applied to second-trimester fetal ultrasound

Stos, B., Levy, M., Askinazi, E., Constensoux, A., Thorey, V. & Gardella, C.

Archives of Cardiovascular Diseases, JESFC 2024, 117, no. 1, Supplement: S71–72, 2024


Identification of abnormal ventricular asymmetry in 2nd trimester fetal ultrasound using artificial intelligence

Levy, M., Stos, B., Thorey, V., Askinazi, E. & Gardella, C.

European Heart Journal 44 (Supplement 2), ehad655. 060, 2023


Evaluation of a Deep Neural Network for Detection of D-Transposition of the Great Arteries on Fetal Echocardiograms

Arunamata, A., Levy, M., Stos, B., Askinazi, E., Thorey, V. & Gardella, C.

Circulation 148 (Supplement 1), A13945-A13945, 2023


Detection of Atrioventricular Valve Malformation Using Artificial Intelligence Applied to Second Trimester Fetal Ultrasound

Lévy, M., Stos, B., Thorey, V., Askinazi, E., Mairovitz, V. & Gardella, C.

Ultrasound in Obstetrics & Gynecology 62, no. S1: 103–4, 2023