Evidence map›Paper›PMID 41374345›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Prediction of Neonatal Length of Stay in High-Risk Pregnancies Using Regression-Based Machine Learning on Computerized Cardiotocography Data.

Bianca Mihaela Danciu, Maria-Elisabeta Șișială, Andreea-Ioana Dumitru, Anca Angela Simionescu, Bogdan Sebacher

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

5 authors.

Bianca Mihaela DanciuDepartment of Obstetrics and Gynecology, Carol Davila University of Medicine and Pharmacy, 050474 Bucharest, Romania.ORCID 0000-0003-1673-7317
Maria-Elisabeta ȘișialăDepartment of Applied Informatics, Military Technical Academy "Ferdinand I" of Bucharest, 050141 Bucharest, Romania.
Andreea-Ioana DumitruDepartment of Applied Informatics, Military Technical Academy "Ferdinand I" of Bucharest, 050141 Bucharest, Romania.
Anca Angela SimionescuDepartment of Obstetrics and Gynecology, Carol Davila University of Medicine and Pharmacy, 050474 Bucharest, Romania.ORCID 0000-0002-9334-0199
Bogdan SebacherDepartment of Applied Informatics, Military Technical Academy "Ferdinand I" of Bucharest, 050141 Bucharest, Romania.ORCID 0000-0001-6724-2336

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

cholestasiscomputerized cardiotocographyfetal growth restrictiongestational diabetesgestational hypertensionmachine learningneonatal length of stayregression models

Identifiers

PMID41374345
PMCPMC12691522

What OpenQuestion holds

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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.