Giulia Zamagni: Critical Gaps in Machine Learning Models for Fetal Growth Restriction
Giulia Zamagni, PhD Candidate in Applied data Science and Artificial Intelligence at Università degli Studi di Trieste, shared a post on LinkedIn about a paper published in American Journal of Obstetrics and Gynecology MFM:
“I’m happy to share our latest work, published in American Journal of Obstetrics and Gynecology MFM: ‘Assessing Adherence to TRIPOD+AI Guidelines in Machine Learning Models for Predicting Small for Gestational Age and Fetal Growth Restriction: A Systematic Review’.
What did we find?
Despite the growing enthusiasm for machine learning in perinatal medicine, our systematic review reveals several critical gaps that limit clinical applicability:
Not a single model evaluated performance across clinically relevant subgroups. This means we have no idea whether these models behave differently – and potentially inequitably – for different populations.
Only 15% of studies evaluated calibration.
This is perhaps the most alarming finding.
In clinical prediction models, calibration is essential: predicted risks directly inform decisions such as surveillance intensity, timing of delivery, or need for intervention.
A model that is well-discriminating but poorly calibrated can overestimate or underestimate risks, leading to unnecessary interventions or missed opportunities for timely care. Yet, calibration was almost entirely overlooked.
Why this matters
Developing ML for healthcare must be more than a technical exercise: it requires robust methodology and thoughtful evaluation to truly support patient care.”
Title: Assessing adherence to TRIPOD+AI guidelines in machine learning models for predicting small for gestational age and fetal growth restriction: a systematic review
Authors: Giulia Zamagni, Camilla Fregona, Moira Barbieri, Maria Sole Scalia, Lorenzo Monasta, Christoph Lees, Tamara Stampalija, Giulia Barbati
Read the full article.
Stay updated on all scientific advances in the field of fertility with Fertility News.
-
Jun 15, 2026, 12:21Zara Grigoryan: Open Expert Dialogue to Shape Women’s Health in Armenia
-
Jun 15, 2026, 12:12Abhishek Saxena։ Can a 5PN Embryo Develop Normally?
-
Jun 15, 2026, 12:02Does Growth Hormone Help in IVF? – Fertility Plus
-
Jun 15, 2026, 11:55Allen Morgan: PRP in Fertility Treatment, Emerging Evidence and Future Directions
-
Jun 15, 2026, 11:49Hereditary Gynecologic Cancer Care Is Evolving, but Access and Health Systems Remain Unequal – IJGO
-
Jun 15, 2026, 11:41Celebrating Community and Support at the Annual Fertili’Tea Party! – CFAS
-
Jun 15, 2026, 11:37Christopher Robinson: Outcomes in Late Preterm and Term Births with Gestational Diabetes vs Normoglycemia
-
Jun 15, 2026, 11:34Registration Now Open for Fertility 2027 – British Fertility Society
-
Jun 15, 2026, 11:28Ioakeim Sapantzoglou: Excited to Share Our Latest Publication in Archives of Gynecology and Obstetrics!