Pregnancy AI: Development and Internal Validation of an Artificial Intelligence Tool to Predict Live Births in ICSI and IVF Cycles Using Clinical Features and Embryo Images.

Jaume Minano Masip, Penelope Borduas, Isaac-Jacques Kadoch, Simon Phillips, Doina Precup, Daniel Dufort

Abstract readValidation Study

In one paragraph

Article in Medicina (Kaunas, Lithuania), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it

0cells of the map it votes in

0citing papers in PubMed

–field-weighted citation impact

1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Jaume Minano MasipDépartement d'Obstétrique et de Gynécologie, Faculté de Médecine, Université de Montréal, Montréal, QC H3T 1J4, Canada.

Penelope BorduasDépartement d'Obstétrique et de Gynécologie, Faculté de Médecine, Université de Montréal, Montréal, QC H3T 1J4, Canada.

Isaac-Jacques KadochDépartement d'Obstétrique et de Gynécologie, Faculté de Médecine, Université de Montréal, Montréal, QC H3T 1J4, Canada.

Simon PhillipsDépartement d'Obstétrique et de Gynécologie, Faculté de Médecine, Université de Montréal, Montréal, QC H3T 1J4, Canada.

Doina PrecupDepartment of Computer Science, McGill University, Montréal, QC H3A 2T5, Canada.

Daniel DufortDivision of Experimental Medicine, McGill University, Montréal, QC H3A 2T5, Canada.ORCID 0000-0002-6477-596X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Fertilization in VitroLive BirthPredictive Learning ModelsSperm Injections, IntracytoplasmicAdultConvolutional Neural NetworksEmbryonic DevelopmentEmbryo TransferFemaleHumansPregnancyRetrospective StudiesTime-Lapse Imagingartificial intelligenceembryo time-lapse imagingin vitro fertilizationpredictive modeltime to pregnancy

Identifiers

PMID41752764

DOI10.3390/medicina62020364

PMCPMC12943628

What OpenQuestion holds

Textmetadata

LicenceCC BY

Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.