Evidence map›Paper›PMID 42651055›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Unsupervised Machine Learning for the Identification of Latent First-Trimester Obstetric Phenotypes Associated with Maternal and Perinatal Morbidity.

Alexandra-Elena Cristofor, Alexandru Carauleanu, Ingrid-Andrada Vasilache, Iustina Condriuc, Ioana Rosu, Carolina Susanu, Dragos Nemescu

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 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

7 authors.

Alexandra-Elena CristoforGrigore T. Popa University of Medicine and Pharmacy, 700115 Iasi, Romania.ORCID 0000-0001-8233-3295
Alexandru CarauleanuGrigore T. Popa University of Medicine and Pharmacy, 700115 Iasi, Romania.ORCID 0000-0001-9112-7039
Ingrid-Andrada VasilacheFaculty of Medicine and Biological Sciences, 'Ștefan cel Mare' University, 720229 Suceava, Romania.ORCID 0000-0002-4718-392X
Iustina CondriucGrigore T. Popa University of Medicine and Pharmacy, 700115 Iasi, Romania.ORCID 0009-0002-8200-6969
Ioana RosuGrigore T. Popa University of Medicine and Pharmacy, 700115 Iasi, Romania.
Carolina SusanuFaculty of Medicine and Pharmacy, "Dunărea de Jos" University, 47 Domnească Street, 800008 Galati, Romania.
Dragos NemescuGrigore T. Popa University of Medicine and Pharmacy, 700115 Iasi, Romania.ORCID 0000-0003-2345-1077

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

phenotype clusteringpregnancy complicationsunsupervised learning

Identifiers

PMID42651055
PMCPMC13523598

What Socratic holds

Textmetadata
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 Socratic graph.