Evidence map›Paper›PMID 40564202›Full record

ArticleBiomedicines2025

An Explainable Fuzzy Framework for Assessing Preeclampsia Classification.

Matías Salinas, Daira Velandia, Leondry Mayeta-Revilla, Ayleen Bertini, Marvin Querales, Fabian Pardo, Rodrigo Salas

Abstract read
In one paragraph

Article in Biomedicines, 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. Review
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.

Matías SalinasPhD Program in Health Sciences and Engineering, Universidad de Valparaíso, Valparaíso 2540064, Chile.ORCID 0000-0002-5548-2997
Daira VelandiaStatistical Institute, Faculty of Science, Universidad de Valparaíso, Valparaíso 2360102, Chile.ORCID 0000-0002-1400-1261
Leondry Mayeta-RevillaPhD Program in Health Sciences and Engineering, Universidad de Valparaíso, Valparaíso 2540064, Chile.ORCID 0009-0007-7511-2305
Ayleen BertiniPhD Program in Health Sciences and Engineering, Universidad de Valparaíso, Valparaíso 2540064, Chile.ORCID 0000-0003-2917-4437
Marvin QueralesCenter of Interdisciplinary Biomedical and Engineering Research for Health-MEDING, Universidad de Valparaíso, Valparaíso 2540064, Chile.ORCID 0000-0003-2372-6050
Fabian PardoCenter of Interdisciplinary Biomedical and Engineering Research for Health-MEDING, Universidad de Valparaíso, Valparaíso 2540064, Chile.ORCID 0000-0002-6994-0418
Rodrigo SalasPhD Program in Health Sciences and Engineering, Universidad de Valparaíso, Valparaíso 2540064, Chile.ORCID 0000-0002-0350-6811

Funding

ANID Millennium Science Initiative Program ICN2021_004FONDECYT project 1221938
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

disorders in pregnancyexplainable machine learningfuzzy systemspreeclampsia

Identifiers

PMID40564202
PMCPMC12190940

What Socratic 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 Socratic graph.