Can an AI match expert doctors at spotting troubled babies during labor?
NCT ID NCT07827222
First seen Sep 18, 2026 · Last updated Sep 18, 2026
Summary
During labor, doctors watch fetal heart rate and contraction tracings to spot signs of oxygen trouble, but different clinicians often read the same tracing differently. This study tests whether the AI model Gemini Flash 3.6 can classify the final hour of tracings from 415 laboring women into FIGO categories of Normal, Suspicious, or Pathological, and compares its accuracy with three expert obstetricians. The AI's readings stay in research hands and never guide patient care.
What this could mean
Our plain-language read of the trial. This is informational only, not medical advice or a prediction.
- Active substance
- Gemini Flash 3.6, an artificial intelligence model that reads cardiotocography tracings
- What this could lead to
- If the AI reads tracings as well as experts, it could offer a consistent second opinion during labor and reduce disagreement between clinicians.
- What could go wrong
- This is a single-center diagnostic accuracy study, so a good result would not prove the AI improves outcomes in real deliveries. The model never guides care here, and it may miss cases that experts catch.
This is an AI summary of the original study and may miss details. Read our disclaimer.
Study facts
What this study's own registry entry says, in plain language.
- Participants
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About 415 people
The number the study aims to enrol. It can still change while the study runs.
- Expected to start
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Oct 2026
An estimate. Start dates often move.
- Expected to finish
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Nov 2027
An estimate. End dates often move.
- Lead sponsor
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Other sponsor
The registry's catch-all category, for sponsors it does not file as a company, a government agency, or a research network.
Who can take part
This study's own entry requirements. Only the study team can say for certain whether you qualify.
Who is studied
Pregnant women admitted in active labor at term (gestational age 37+0 weeks or greater) with singleton pregnancies in cephalic presentation undergoing routine continuous intrapartum cardiotocography (CTG) monitoring at Abutig Specialized Hospital and Women's Health Hospital, Assiut University, Egypt.
- Ages
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18 years and older
- Sex
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Female participants only
Show the full entry requirements Hide the full entry requirements
Copied word for word from the study's registry entry, so the wording is the study team's rather than ours.
Inclusion Criteria: * Singleton pregnancy * Gestational age 37+0 weeks or greater * Cephalic fetal presentation * Admission to the labor ward in active labor * Continuous intrapartum cardiotocography (CTG) monitoring * Availability of an interpretable CTG tracing immediately preceding delivery * Availability of documented 1-minute and 5-minute Apgar scores * Written informed consent obtained prior to enrollment Exclusion Criteria: * Multiple pregnancy * Major fetal congenital anomalies * Antepartum stillbirth * Elective cesarean delivery performed before the onset of labor without an adequate intrapartum CTG tracing * CTG tracing with inadequate technical quality, including signal loss of 15% or greater * Missing 5-minute Apgar score * Technical problems preventing standardized CTG image preparation or interpretation
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Conditions
The condition(s) this trial relates to.
As listed by the trial registrant
The condition terms exactly as the trial's registrant entered them.
How to take part
Only the study team decides who joins. These are the ways to reach them.
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The official record
The full official record for this study. This one lists no contact details, but it is the first place any would appear.
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A doctor treating you
A doctor who knows your case can contact a study site on your behalf, and can tell you whether this study is worth pursuing at all.
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