Evidence map›Paper›PMID 42187867›Full record

ArticleDiseases (Basel, Switzerland)2026

Temporal Machine Learning Models for Classifying Suspected Dengue Cases in Mexico Using Surveillance Data from 2025.

Jorge Soria-Cruz, Enrique Luna-Ramírez, Iván Castillo-Zúñiga, Jaime Iván López-Veyna, Ma Angélica Estrada-Ramírez, Juan Antonio González-Morales

Abstract read
In one paragraph

Article in Diseases (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

6 authors.

Jorge Soria-CruzCampus El Llano Aguascalientes, Tecnológico Nacional de Mexico, Km. 18 Carretera Ags.-S.L.P., Aguascalientes 20330, Mexico.ORCID 0000-0002-0616-1783
Enrique Luna-RamírezCampus El Llano Aguascalientes, Tecnológico Nacional de Mexico, Km. 18 Carretera Ags.-S.L.P., Aguascalientes 20330, Mexico.ORCID 0000-0003-1818-7144
Iván Castillo-ZúñigaCampus El Llano Aguascalientes, Tecnológico Nacional de Mexico, Km. 18 Carretera Ags.-S.L.P., Aguascalientes 20330, Mexico.ORCID 0000-0001-8017-5908
Jaime Iván López-VeynaCampus Zacatecas, Tecnológico Nacional de Mexico, Carr. Panamericana Entronque a Guadalajara s/n, Col. La Escondida, Zacatecas 98000, Mexico.ORCID 0000-0002-9225-3202
Ma Angélica Estrada-RamírezCampus El Llano Aguascalientes, Tecnológico Nacional de Mexico, Km. 18 Carretera Ags.-S.L.P., Aguascalientes 20330, Mexico.
Juan Antonio González-MoralesCampus El Llano Aguascalientes, Tecnológico Nacional de Mexico, Km. 18 Carretera Ags.-S.L.P., Aguascalientes 20330, Mexico.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

binary classificationdengueepidemiological surveillancemachine learningMexicoperformance metricspredictive modelingtemporal validationthreshold optimization

Identifiers

PMID42187867
PMCPMC13205926

What OpenQuestion holds

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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.