A Multitask Deep Learning Model for Pediatric Echocardiography Analysis
Joseph Cho, Mrudang Mathur, Dhamanpreet Kaur, Matthew Duda, Adil Dahlan, Aravind Krishnan, Matthew Leipzig, Rohan Shad, Alexander K. Gonzalez, Joseph Logan, Christa Seidman, Robyn Fong, Abhinav Kumar, Cyril Zakka, Elizabeth Carter, Asif Padiyath, Andrea Jones, Michael D. Quartermain, Curtis P. Langlotz, Matthew A. Jolley, William Hiesinger · 2026
Read A Multitask Deep Learning Model for Pediatric Echocardiography Analysis by Joseph Cho, Mrudang Mathur, Dhamanpreet Kaur, Matthew Duda, Adil Dahlan, Aravind Krishnan, Matthew Leipzig, Rohan Shad, Alexander K. Gonzalez, Joseph Logan, Christa Seidman, Robyn Fong, Abhinav Kumar, Cyril Zakka, Elizabeth Carter, Asif Padiyath, Andrea Jones, Michael D. Quartermain, Curtis P. Langlotz, Matthew A. Jolley, William Hiesinger (2026) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/PMC13416711.txt.
Description
Joseph Cho and a large team introduce EchoAI-Peds, a deep learning system for heart ultrasound in children, in a 2026 report. Birth defects of the heart affect about one in a hundred births worldwide. Earlier tools often handled one task or one view, so this model reads whole studies with many videos at once.
Training used more than 700,000 videos from over 12,000 Stanford studies done between 2014 and 2021. The system detects 28 defects, structural problems, repairs, and procedures together. Accuracy stayed high on a separate Philadelphia cohort from 2024 and 2025, and it beat two adult trained models by a wide margin.
Catalog record
| CREATOR | Joseph Cho, Mrudang Mathur, Dhamanpreet Kaur, Matthew Duda, Adil Dahlan, Aravind Krishnan, Matthew Leipzig, Rohan Shad, Alexander K. Gonzalez, Joseph Logan, Christa Seidman, Robyn Fong, Abhinav Kumar, Cyril Zakka, Elizabeth Carter, Asif Padiyath, Andrea Jones, Michael D. Quartermain, Curtis P. Langlotz, Matthew A. Jolley, William Hiesinger |
|---|---|
| YEAR | 2026 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 38 KB |
| LICENSE | https://creativecommons.org/licenses/by/4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |